Titanic: Modeling with MLR

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(mlr)

## Loading required package: BBmisc

## 
## Attaching package: 'BBmisc'

## The following objects are masked from 'package:dplyr':
## 
##     coalesce, collapse

## Loading required package: ggplot2

## Loading required package: ParamHelpers

## Loading required package: stringi

## 
## Attaching package: 'mlr'

## The following object is masked from 'package:MicrosoftML':
## 
##     selectFeatures

library(rJava)
library(FSelector)
library(dummies)

## dummies-1.5.6 provided by Decision Patterns

library(caret)

## 
## Attaching package: 'caret'

## The following object is masked from 'package:mlr':
## 
##     train

library(rpart)

Data Reading

# Load training and test datasets
training <- read.csv("train.csv", header = TRUE)
testing  <- read.csv("test.csv", header = TRUE)

summary(training)

##   PassengerId       Survived          Pclass     
##  Min.   :  1.0   Min.   :0.0000   Min.   :1.000  
##  1st Qu.:223.5   1st Qu.:0.0000   1st Qu.:2.000  
##  Median :446.0   Median :0.0000   Median :3.000  
##  Mean   :446.0   Mean   :0.3838   Mean   :2.309  
##  3rd Qu.:668.5   3rd Qu.:1.0000   3rd Qu.:3.000  
##  Max.   :891.0   Max.   :1.0000   Max.   :3.000  
##                                                  
##                                     Name         Sex           Age       
##  Abbing, Mr. Anthony                  :  1   female:314   Min.   : 0.42  
##  Abbott, Mr. Rossmore Edward          :  1   male  :577   1st Qu.:20.12  
##  Abbott, Mrs. Stanton (Rosa Hunt)     :  1                Median :28.00  
##  Abelson, Mr. Samuel                  :  1                Mean   :29.70  
##  Abelson, Mrs. Samuel (Hannah Wizosky):  1                3rd Qu.:38.00  
##  Adahl, Mr. Mauritz Nils Martin       :  1                Max.   :80.00  
##  (Other)                              :885                NA's   :177    
##      SibSp           Parch             Ticket         Fare       
##  Min.   :0.000   Min.   :0.0000   1601    :  7   Min.   :  0.00  
##  1st Qu.:0.000   1st Qu.:0.0000   347082  :  7   1st Qu.:  7.91  
##  Median :0.000   Median :0.0000   CA. 2343:  7   Median : 14.45  
##  Mean   :0.523   Mean   :0.3816   3101295 :  6   Mean   : 32.20  
##  3rd Qu.:1.000   3rd Qu.:0.0000   347088  :  6   3rd Qu.: 31.00  
##  Max.   :8.000   Max.   :6.0000   CA 2144 :  6   Max.   :512.33  
##                                   (Other) :852                   
##          Cabin     Embarked
##             :687    :  2   
##  B96 B98    :  4   C:168   
##  C23 C25 C27:  4   Q: 77   
##  G6         :  4   S:644   
##  C22 C26    :  3           
##  D          :  3           
##  (Other)    :186

Imputing NAs

imp_train <- impute(training, classes = list(factor = imputeMode(), integer = imputeMean(), numeric = imputeMean()), dummy.classes = c("integer","factor"), dummy.type = "numeric")

imp_test <- impute(testing, classes = list(factor = imputeMode(), integer = imputeMean(), numeric = imputeMean()), dummy.classes = c("integer","factor"), dummy.type = "numeric")

training <- imp_train$data
testing  <- imp_test$data

training <- training %>%
  mutate(Deck = as.factor(substr(as.character(Cabin), 0, 1)),
         HasCabin = as.factor(grepl("[0-9]+", Cabin)),
         IsFamily = as.factor(SibSp + Parch > 0)) %>%
  dplyr::select(-PassengerId, -Name, -Ticket, -Cabin)

testing <- testing %>%
  mutate(Deck = as.factor(substr(as.character(Cabin), 0, 1)),
         HasCabin = as.factor(grepl("[0-9]+", Cabin)),
         IsFamily = as.factor(SibSp + Parch > 0)) %>%
  dplyr::select( -Name, -Ticket, -Cabin)

training <- dummy.data.frame(training)
testing  <- dummy.data.frame(testing)
testing_ids <- testing$PassengerId

training_dum <- training
testing_dum <- testing

training$Survived <- as.factor(training$Survived)
testing  <- testing %>% mutate(Survived = factor(0, levels = c("0","1")))

summarizeColumns(training)

##             name    type na         mean        disp   median       mad
## 1       Survived  factor  0           NA  0.38383838       NA        NA
## 2         Pclass numeric  0  2.308641975  0.83607124  3.00000  0.000000
## 3      Sexfemale integer  0  0.352413019  0.47799007  0.00000  0.000000
## 4        Sexmale integer  0  0.647586981  0.47799007  1.00000  0.000000
## 5            Age numeric  0 29.699117647 13.00201523 29.69912  9.341688
## 6          SibSp numeric  0  0.523007856  1.10274343  0.00000  0.000000
## 7          Parch numeric  0  0.381593715  0.80605722  0.00000  0.000000
## 8           Fare numeric  0 32.204207969 49.69342860 14.45420 10.236167
## 9       Embarked integer  0  0.002244669  0.04735131  0.00000  0.000000
## 10     EmbarkedC integer  0  0.188552189  0.39137216  0.00000  0.000000
## 11     EmbarkedQ integer  0  0.086419753  0.28114069  0.00000  0.000000
## 12     EmbarkedS integer  0  0.722783389  0.44787576  1.00000  0.000000
## 13          Deck integer  0  0.771043771  0.42039699  1.00000  0.000000
## 14         DeckA integer  0  0.016835017  0.12872527  0.00000  0.000000
## 15         DeckB integer  0  0.052749719  0.22365896  0.00000  0.000000
## 16         DeckC integer  0  0.066217733  0.24880197  0.00000  0.000000
## 17         DeckD integer  0  0.037037037  0.18895864  0.00000  0.000000
## 18         DeckE integer  0  0.035914703  0.18618201  0.00000  0.000000
## 19         DeckF integer  0  0.014590348  0.11997343  0.00000  0.000000
## 20         DeckG integer  0  0.004489338  0.06688950  0.00000  0.000000
## 21         DeckT integer  0  0.001122334  0.03350126  0.00000  0.000000
## 22 HasCabinFALSE integer  0  0.775533109  0.41746509  1.00000  0.000000
## 23  HasCabinTRUE integer  0  0.224466891  0.41746509  0.00000  0.000000
## 24 IsFamilyFALSE integer  0  0.602693603  0.48961523  1.00000  0.000000
## 25  IsFamilyTRUE integer  0  0.397306397  0.48961523  0.00000  0.000000
##       min      max nlevs
## 1  342.00 549.0000     2
## 2    1.00   3.0000     0
## 3    0.00   1.0000     0
## 4    0.00   1.0000     0
## 5    0.42  80.0000     0
## 6    0.00   8.0000     0
## 7    0.00   6.0000     0
## 8    0.00 512.3292     0
## 9    0.00   1.0000     0
## 10   0.00   1.0000     0
## 11   0.00   1.0000     0
## 12   0.00   1.0000     0
## 13   0.00   1.0000     0
## 14   0.00   1.0000     0
## 15   0.00   1.0000     0
## 16   0.00   1.0000     0
## 17   0.00   1.0000     0
## 18   0.00   1.0000     0
## 19   0.00   1.0000     0
## 20   0.00   1.0000     0
## 21   0.00   1.0000     0
## 22   0.00   1.0000     0
## 23   0.00   1.0000     0
## 24   0.00   1.0000     0
## 25   0.00   1.0000     0

summarizeColumns(testing)

##             name    type na         mean        disp     median       mad
## 1    PassengerId numeric  0 1.100500e+03 120.8104576 1100.50000 154.93170
## 2         Pclass numeric  0 2.265550e+00   0.8418376    3.00000   0.00000
## 3      Sexfemale integer  0 3.636364e-01   0.4816221    0.00000   0.00000
## 4        Sexmale integer  0 6.363636e-01   0.4816221    1.00000   0.00000
## 5            Age numeric  0 3.027259e+01  12.6345342   30.27259   9.63690
## 6          SibSp numeric  0 4.473684e-01   0.8967596    0.00000   0.00000
## 7          Parch numeric  0 3.923445e-01   0.9814289    0.00000   0.00000
## 8           Fare numeric  0 3.562719e+01  55.8405005   14.45420  10.15581
## 9      EmbarkedC integer  0 2.440191e-01   0.4300188    0.00000   0.00000
## 10     EmbarkedQ integer  0 1.100478e-01   0.3133244    0.00000   0.00000
## 11     EmbarkedS integer  0 6.459330e-01   0.4788027    1.00000   0.00000
## 12          Deck integer  0 7.822967e-01   0.4131792    1.00000   0.00000
## 13         DeckA integer  0 1.674641e-02   0.1284736    0.00000   0.00000
## 14         DeckB integer  0 4.306220e-02   0.2032404    0.00000   0.00000
## 15         DeckC integer  0 8.373206e-02   0.2773175    0.00000   0.00000
## 16         DeckD integer  0 3.110048e-02   0.1737973    0.00000   0.00000
## 17         DeckE integer  0 2.153110e-02   0.1453205    0.00000   0.00000
## 18         DeckF integer  0 1.913876e-02   0.1371768    0.00000   0.00000
## 19         DeckG integer  0 2.392344e-03   0.0489116    0.00000   0.00000
## 20 HasCabinFALSE integer  0 7.870813e-01   0.4098612    1.00000   0.00000
## 21  HasCabinTRUE integer  0 2.129187e-01   0.4098612    0.00000   0.00000
## 22 IsFamilyFALSE integer  0 6.052632e-01   0.4893798    1.00000   0.00000
## 23  IsFamilyTRUE integer  0 3.947368e-01   0.4893798    0.00000   0.00000
## 24      Survived  factor  0           NA   0.0000000         NA        NA
##       min       max nlevs
## 1  892.00 1309.0000     0
## 2    1.00    3.0000     0
## 3    0.00    1.0000     0
## 4    0.00    1.0000     0
## 5    0.17   76.0000     0
## 6    0.00    8.0000     0
## 7    0.00    9.0000     0
## 8    0.00  512.3292     0
## 9    0.00    1.0000     0
## 10   0.00    1.0000     0
## 11   0.00    1.0000     0
## 12   0.00    1.0000     0
## 13   0.00    1.0000     0
## 14   0.00    1.0000     0
## 15   0.00    1.0000     0
## 16   0.00    1.0000     0
## 17   0.00    1.0000     0
## 18   0.00    1.0000     0
## 19   0.00    1.0000     0
## 20   0.00    1.0000     0
## 21   0.00    1.0000     0
## 22   0.00    1.0000     0
## 23   0.00    1.0000     0
## 24   0.00  418.0000     1

Machine learning

Split the training dataset:

set.seed(123)
inTrain <- createDataPartition(training$Survived, p = .6, list = FALSE)

validation <- training[-inTrain,]
training   <- training[inTrain,]

Create tasks:

trainTask <- makeClassifTask(data = training, target = "Survived", positive = "1")
validTask <- makeClassifTask(data = validation, target = "Survived", positive = "1")
# testTask  <- makeClassifTask(data = testing, target = "Survived", positive = "1")

Normalize features:

trainTask <- normalizeFeatures(trainTask,method = "standardize")
validTask <- normalizeFeatures(validTask,method = "standardize")

summarizeColumns(trainTask)

##             name    type na          mean      disp       median       mad
## 1       Survived  factor  0            NA 0.3843284           NA        NA
## 2         Pclass numeric  0  2.119906e-16 1.0000000  0.838824799 0.0000000
## 3      Sexfemale numeric  0 -2.014917e-17 1.0000000 -0.713377828 0.0000000
## 4        Sexmale numeric  0  2.014917e-17 1.0000000  0.713377828 0.0000000
## 5            Age numeric  0 -8.924043e-17 1.0000000  0.004989088 0.6887382
## 6          SibSp numeric  0  1.403132e-17 1.0000000 -0.494060024 0.0000000
## 7          Parch numeric  0  2.448143e-17 1.0000000 -0.459290775 0.0000000
## 8           Fare numeric  0  1.349589e-18 1.0000000 -0.340483956 0.1944896
## 9       Embarked numeric  0  3.755023e-18 1.0000000 -0.061141891 0.0000000
## 10     EmbarkedC numeric  0  9.515088e-18 1.0000000 -0.484339308 0.0000000
## 11     EmbarkedQ numeric  0 -1.326974e-17 1.0000000 -0.313332327 0.0000000
## 12     EmbarkedS numeric  0  1.126199e-16 1.0000000  0.628565699 0.0000000
## 13          Deck numeric  0  0.000000e+00 1.0000000  0.576811445 0.0000000
## 14         DeckA numeric  0 -5.280934e-19 1.0000000 -0.114925309 0.0000000
## 15         DeckB numeric  0  6.744304e-18 1.0000000 -0.243265132 0.0000000
## 16         DeckC numeric  0  3.488441e-17 1.0000000 -0.268077734 0.0000000
## 17         DeckD numeric  0  2.081668e-17 1.0000000 -0.211543522 0.0000000
## 18         DeckE numeric  0 -1.344760e-17 1.0000000 -0.201743954 0.0000000
## 19         DeckF numeric  0  3.156783e-17 1.0000000 -0.151188750 0.0000000
## 20         DeckG numeric  0 -6.052139e-18 1.0000000 -0.086630072 0.0000000
## 21         DeckT numeric  0 -3.395591e-19 1.0000000 -0.043193421 0.0000000
## 22 HasCabinFALSE numeric  0  3.050674e-17 1.0000000  0.568201836 0.0000000
## 23  HasCabinTRUE numeric  0 -3.050674e-17 1.0000000 -0.568201836 0.0000000
## 24 IsFamilyFALSE numeric  0 -1.423491e-16 1.0000000  0.843285745 0.0000000
## 25  IsFamilyTRUE numeric  0 -7.969553e-17 1.0000000 -0.843285745 0.0000000
##             min         max nlevs
## 1  206.00000000 330.0000000     2
## 2   -1.52133317   0.8388248     0
## 3   -0.71337783   1.3991665     0
## 4   -1.39916646   0.7133778     0
## 5   -2.38161576   3.3307581     0
## 6   -0.49406002   7.7172942     0
## 7   -0.45929078   7.0385728     0
## 8   -0.60364320   8.7227150     0
## 9   -0.06114189  16.3248849     0
## 10  -0.48433931   2.0608163     0
## 11  -0.31333233   3.1855453     0
## 12  -1.58795545   0.6285657     0
## 13  -1.73043433   0.5768114     0
## 14  -0.11492531   8.6850698     0
## 15  -0.24326513   4.1030719     0
## 16  -0.26807773   3.7233019     0
## 17  -0.21154352   4.7183403     0
## 18  -0.20174395   4.9475303     0
## 19  -0.15118875   6.6019087     0
## 20  -0.08663007  11.5217996     0
## 21  -0.04319342  23.1084804     0
## 22  -1.75665453   0.5682018     0
## 23  -0.56820184   1.7566545     0
## 24  -1.18362528   0.8432857     0
## 25  -0.84328574   1.1836253     0

Features importance

im_feat <- generateFilterValuesData(trainTask, method = c("information.gain","chi.squared"))
plotFilterValues(im_feat,n.show = 20)

Modeling

Decission tree

# make a learner
makeatree <- makeLearner("classif.rpart", predict.type = "response", fix.factors.prediction = FALSE)

# set 3-fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)

# Search for hyperparameters
## minsplit  - represents the minimum number of observation in a node for a split to take place
## minbucket - says the minimum number of observation I should keep in terminal nodes
## cp - is the complexity parameter. The lesser it is, the tree will learn more specific relations 
##      in the data which  might result in overfitting
gs <- makeParamSet(
    makeIntegerParam("minsplit",lower = 10, upper = 50),
    makeIntegerParam("minbucket", lower = 5, upper = 50),
    makeNumericParam("cp", lower = 0.001, upper = 0.2)
)
# do a grid search
gscontrol <- makeTuneControlGrid()
# hypertune the parameters
stune <- tuneParams(learner = makeatree, 
                    resampling = set_cv, 
                    task = trainTask, 
                    par.set = gs, 
                    control = gscontrol, 
                    measures = acc,
                    show.info = FALSE)

#check best parameter
stune$x

## $minsplit
## [1] 14
## 
## $minbucket
## [1] 5
## 
## $cp
## [1] 0.001

#cross validation result
stune$y

## acc.test.mean 
##     0.8451551

#using hyperparameters for modeling
t.tree <- setHyperPars(makeatree, par.vals = stune$x)

#train the model
t.rpart <- mlr::train(t.tree, trainTask)
getLearnerModel(t.rpart)

## n= 536 
## 
## node), split, n, loss, yval, (yprob)
##       * denotes terminal node
## 
##   1) root 536 206 0 (0.61567164 0.38432836)  
##     2) Sexfemale< 0.3428943 355  68 0 (0.80845070 0.19154930)  
##       4) Age>=-1.356192 332  51 0 (0.84638554 0.15361446)  
##         8) HasCabinFALSE>=-0.5942263 268  27 0 (0.89925373 0.10074627) *
##         9) HasCabinFALSE< -0.5942263 64  24 0 (0.62500000 0.37500000)  
##          18) Fare< -0.4598329 8   0 0 (1.00000000 0.00000000) *
##          19) Fare>=-0.4598329 56  24 0 (0.57142857 0.42857143)  
##            38) DeckC>=1.727612 22   6 0 (0.72727273 0.27272727)  
##              76) Fare>=1.802411 5   0 0 (1.00000000 0.00000000) *
##              77) Fare< 1.802411 17   6 0 (0.64705882 0.35294118)  
##               154) Age>=0.01725188 10   2 0 (0.80000000 0.20000000) *
##               155) Age< 0.01725188 7   3 1 (0.42857143 0.57142857) *
##            39) DeckC< 1.727612 34  16 1 (0.47058824 0.52941176)  
##              78) Age>=1.170685 12   4 0 (0.66666667 0.33333333) *
##              79) Age< 1.170685 22   8 1 (0.36363636 0.63636364)  
##               158) Age< 0.1517829 12   5 0 (0.58333333 0.41666667) *
##               159) Age>=0.1517829 10   1 1 (0.10000000 0.90000000) *
##       5) Age< -1.356192 23   6 1 (0.26086957 0.73913043)  
##        10) SibSp>=2.071988 5   0 0 (1.00000000 0.00000000) *
##        11) SibSp< 2.071988 18   1 1 (0.05555556 0.94444444) *
##     3) Sexfemale>=0.3428943 181  43 1 (0.23756906 0.76243094)  
##       6) Pclass>=0.2487853 79  37 1 (0.46835443 0.53164557)  
##        12) Fare>=-0.152036 11   1 0 (0.90909091 0.09090909) *
##        13) Fare< -0.152036 68  27 1 (0.39705882 0.60294118)  
##          26) Fare< -0.3192838 49  24 1 (0.48979592 0.51020408)  
##            52) Age>=0.04989271 5   0 0 (1.00000000 0.00000000) *
##            53) Age< 0.04989271 44  19 1 (0.43181818 0.56818182)  
##             106) Fare>=-0.4623359 27  12 0 (0.55555556 0.44444444)  
##               212) Fare< -0.40708 15   3 0 (0.80000000 0.20000000) *
##               213) Fare>=-0.40708 12   3 1 (0.25000000 0.75000000) *
##             107) Fare< -0.4623359 17   4 1 (0.23529412 0.76470588) *
##          27) Fare>=-0.3192838 19   3 1 (0.15789474 0.84210526) *
##       7) Pclass< 0.2487853 102   6 1 (0.05882353 0.94117647) *

#make predictions
tpmodel_val <- predict(t.rpart, validTask)

XGboost

#load xgboost
set.seed(1001)
getParamSet("classif.xgboost")

##                       Type len             Def          Constr Req Tunable
## booster           discrete   -          gbtree gbtree,gblinear   -    TRUE
## silent             integer   -               0     -Inf to Inf   -    TRUE
## eta                numeric   -             0.3        0 to Inf   -    TRUE
## gamma              numeric   -               0        0 to Inf   -    TRUE
## max_depth          integer   -               6        0 to Inf   -    TRUE
## min_child_weight   numeric   -               1        0 to Inf   -    TRUE
## subsample          numeric   -               1          0 to 1   -    TRUE
## colsample_bytree   numeric   -               1          0 to 1   -    TRUE
## num_parallel_tree  integer   -               1        1 to Inf   -    TRUE
## lambda             numeric   -               0        0 to Inf   -    TRUE
## lambda_bias        numeric   -               0        0 to Inf   -    TRUE
## alpha              numeric   -               0        0 to Inf   -    TRUE
## objective          untyped   - binary:logistic               -   -    TRUE
## eval_metric        untyped   -           error               -   -    TRUE
## base_score         numeric   -             0.5     -Inf to Inf   -    TRUE
## missing            numeric   -               0     -Inf to Inf   -    TRUE
## nthread            integer   -              16        1 to Inf   -    TRUE
## nrounds            integer   -               1        1 to Inf   -    TRUE
## feval              untyped   -          <NULL>               -   -    TRUE
## verbose            integer   -               2          0 to 2   -    TRUE
## print.every.n      integer   -               1        1 to Inf   -    TRUE
## early.stop.round   integer   -               1        1 to Inf   -    TRUE
## maximize           logical   -            TRUE               -   -    TRUE
##                   Trafo
## booster               -
## silent                -
## eta                   -
## gamma                 -
## max_depth             -
## min_child_weight      -
## subsample             -
## colsample_bytree      -
## num_parallel_tree     -
## lambda                -
## lambda_bias           -
## alpha                 -
## objective             -
## eval_metric           -
## base_score            -
## missing               -
## nthread               -
## nrounds               -
## feval                 -
## verbose               -
## print.every.n         -
## early.stop.round      -
## maximize              -

#make learner with inital parameters
xg_set <- makeLearner("classif.xgboost", predict.type = "response")
xg_set$par.vals <- list(
  objective = "binary:logistic",
  eval_metric = "error",
  nrounds = 250
)
#define parameters for tuning
xg_ps <- makeParamSet(
  makeIntegerParam("nrounds",lower=200,upper=600),
  makeIntegerParam("max_depth",lower=3,upper=20),
  makeNumericParam("lambda",lower=0.55,upper=0.60),
  makeNumericParam("eta", lower = 0.001, upper = 0.5),
  makeNumericParam("subsample", lower = 0.10, upper = 0.80),
  makeNumericParam("min_child_weight",lower=1,upper=5),
  makeNumericParam("colsample_bytree",lower = 0.2,upper = 0.8)
)
#define search function
rancontrol <- makeTuneControlRandom(maxit = 100L) #do 100 iterations
#3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#tune parameters
xg_tune <- tuneParams(learner = xg_set, task = trainTask, resampling = set_cv,measures = acc,par.set = xg_ps, control = rancontrol, show.info = FALSE)

## [0]  train-error:0.206704
## [1]  train-error:0.195531
## [2]  train-error:0.192737
## [3]  train-error:0.178771
## [4]  train-error:0.153631
## [5]  train-error:0.173184
## [6]  train-error:0.184358
## [7]  train-error:0.156425
## [8]  train-error:0.153631
## [9]  train-error:0.156425
## [10] train-error:0.148045
## [11] train-error:0.150838
## [12] train-error:0.134078
## [13] train-error:0.139665
## [14] train-error:0.142458
## [15] train-error:0.131285
## [16] train-error:0.134078
## [17] train-error:0.142458
## [18] train-error:0.142458
## [19] train-error:0.139665
## [20] train-error:0.136872
## [21] train-error:0.142458
## [22] train-error:0.136872
## [23] train-error:0.131285
## [24] train-error:0.128492
## [25] train-error:0.131285
## [26] train-error:0.134078
## [27] train-error:0.134078
## [28] train-error:0.131285
## [29] train-error:0.134078
## [30] train-error:0.122905
## [31] train-error:0.114525
## [32] train-error:0.117318
## [33] train-error:0.120112
## [34] train-error:0.114525
## [35] train-error:0.117318
## [36] train-error:0.125698
## [37] train-error:0.125698
## [38] train-error:0.125698
## [39] train-error:0.114525
## [40] train-error:0.108939
## [41] train-error:0.106145
## [42] train-error:0.108939
## [43] train-error:0.100559
## [44] train-error:0.097765
## [45] train-error:0.106145
## [46] train-error:0.103352
## [47] train-error:0.097765
## [48] train-error:0.092179
## [49] train-error:0.097765
## [50] train-error:0.094972
## [51] train-error:0.086592
## [52] train-error:0.083799
## [53] train-error:0.089385
## [54] train-error:0.089385
## [55] train-error:0.083799
## [56] train-error:0.094972
## [57] train-error:0.097765
## [58] train-error:0.089385
## [59] train-error:0.083799
## [60] train-error:0.078212
## [61] train-error:0.081006
## [62] train-error:0.081006
## [63] train-error:0.089385
## [64] train-error:0.086592
## [65] train-error:0.081006
## [66] train-error:0.086592
## [67] train-error:0.086592
## [68] train-error:0.081006
## [69] train-error:0.069832
## [70] train-error:0.072626
## [71] train-error:0.081006
## [72] train-error:0.072626
## [73] train-error:0.069832
## [74] train-error:0.078212
## [75] train-error:0.075419
## [76] train-error:0.072626
## [77] train-error:0.078212
## [78] train-error:0.081006
## [79] train-error:0.072626
## [80] train-error:0.067039
## [81] train-error:0.075419
## [82] train-error:0.072626
## [83] train-error:0.078212
## [84] train-error:0.069832
## [85] train-error:0.078212
## [86] train-error:0.075419
## [87] train-error:0.075419
## [88] train-error:0.078212
## [89] train-error:0.081006
## [90] train-error:0.075419
## [91] train-error:0.083799
## [92] train-error:0.072626
## [93] train-error:0.072626
## [94] train-error:0.072626
## [95] train-error:0.067039
## [96] train-error:0.072626
## [97] train-error:0.069832
## [98] train-error:0.061453
## [99] train-error:0.072626
## [100]    train-error:0.075419
## [101]    train-error:0.069832
## [102]    train-error:0.067039
## [103]    train-error:0.053073
## [104]    train-error:0.064246
## [105]    train-error:0.061453
## [106]    train-error:0.064246
## [107]    train-error:0.064246
## [108]    train-error:0.069832
## [109]    train-error:0.067039
## [110]    train-error:0.069832
## [111]    train-error:0.069832
## [112]    train-error:0.075419
## [113]    train-error:0.061453
## [114]    train-error:0.061453
## [115]    train-error:0.064246
## [116]    train-error:0.058659
## [117]    train-error:0.069832
## [118]    train-error:0.067039
## [119]    train-error:0.055866
## [120]    train-error:0.067039
## [121]    train-error:0.061453
## [122]    train-error:0.061453
## [123]    train-error:0.061453
## [124]    train-error:0.064246
## [125]    train-error:0.058659
## [126]    train-error:0.058659
## [127]    train-error:0.050279
## [128]    train-error:0.053073
## [129]    train-error:0.050279
## [130]    train-error:0.053073
## [131]    train-error:0.050279
## [132]    train-error:0.053073
## [133]    train-error:0.055866
## [134]    train-error:0.058659
## [135]    train-error:0.061453
## [136]    train-error:0.061453
## [137]    train-error:0.058659
## [138]    train-error:0.067039
## [139]    train-error:0.058659
## [140]    train-error:0.064246
## [141]    train-error:0.053073
## [142]    train-error:0.061453
## [143]    train-error:0.058659
## [144]    train-error:0.053073
## [145]    train-error:0.050279
## [146]    train-error:0.050279
## [147]    train-error:0.053073
## [148]    train-error:0.058659
## [149]    train-error:0.044693
## [150]    train-error:0.044693
## [151]    train-error:0.044693
## [152]    train-error:0.050279
## [153]    train-error:0.055866
## [154]    train-error:0.050279
## [155]    train-error:0.055866
## [156]    train-error:0.053073
## [157]    train-error:0.053073
## [158]    train-error:0.058659
## [159]    train-error:0.047486
## [160]    train-error:0.047486
## [161]    train-error:0.050279
## [162]    train-error:0.047486
## [163]    train-error:0.044693
## [164]    train-error:0.053073
## [165]    train-error:0.050279
## [166]    train-error:0.050279
## [167]    train-error:0.053073
## [168]    train-error:0.053073
## [169]    train-error:0.050279
## [170]    train-error:0.053073
## [171]    train-error:0.050279
## [172]    train-error:0.047486
## [173]    train-error:0.047486
## [174]    train-error:0.041899
## [175]    train-error:0.044693
## [176]    train-error:0.039106
## [177]    train-error:0.044693
## [178]    train-error:0.039106
## [179]    train-error:0.039106
## [180]    train-error:0.041899
## [181]    train-error:0.041899
## [182]    train-error:0.044693
## [183]    train-error:0.044693
## [184]    train-error:0.041899
## [185]    train-error:0.044693
## [186]    train-error:0.039106
## [187]    train-error:0.039106
## [188]    train-error:0.044693
## [189]    train-error:0.039106
## [190]    train-error:0.039106
## [191]    train-error:0.039106
## [192]    train-error:0.036313
## [193]    train-error:0.036313
## [194]    train-error:0.036313
## [195]    train-error:0.039106
## [196]    train-error:0.044693
## [197]    train-error:0.036313
## [198]    train-error:0.044693
## [199]    train-error:0.039106
## [200]    train-error:0.041899
## [201]    train-error:0.039106
## [202]    train-error:0.041899
## [203]    train-error:0.050279
## [204]    train-error:0.041899
## [205]    train-error:0.039106
## [206]    train-error:0.036313
## [207]    train-error:0.036313
## [208]    train-error:0.041899
## [209]    train-error:0.041899
## [210]    train-error:0.039106
## [211]    train-error:0.039106
## [212]    train-error:0.041899
## [213]    train-error:0.033520
## [214]    train-error:0.033520
## [215]    train-error:0.027933
## [216]    train-error:0.036313
## [217]    train-error:0.025140
## [218]    train-error:0.030726
## [219]    train-error:0.033520
## [220]    train-error:0.027933
## [221]    train-error:0.030726
## [222]    train-error:0.033520
## [223]    train-error:0.033520
## [224]    train-error:0.027933
## [225]    train-error:0.030726
## [226]    train-error:0.033520
## [227]    train-error:0.033520
## [228]    train-error:0.033520
## [229]    train-error:0.030726
## [230]    train-error:0.036313
## [231]    train-error:0.039106
## [232]    train-error:0.039106
## [233]    train-error:0.033520
## [234]    train-error:0.030726
## [235]    train-error:0.025140
## [236]    train-error:0.022346
## [237]    train-error:0.025140
## [238]    train-error:0.022346
## [239]    train-error:0.019553
## [240]    train-error:0.019553
## [241]    train-error:0.013966
## [242]    train-error:0.025140
## [243]    train-error:0.027933
## [244]    train-error:0.033520
## [245]    train-error:0.030726
## [246]    train-error:0.030726
## [247]    train-error:0.033520
## [248]    train-error:0.033520
## [249]    train-error:0.025140
## [250]    train-error:0.027933
## [251]    train-error:0.025140
## [252]    train-error:0.025140
## [253]    train-error:0.022346
## [254]    train-error:0.025140
## [255]    train-error:0.030726
## [256]    train-error:0.036313
## [257]    train-error:0.041899
## [258]    train-error:0.033520
## [259]    train-error:0.030726
## [260]    train-error:0.030726
## [261]    train-error:0.036313
## [262]    train-error:0.027933
## [263]    train-error:0.022346
## [264]    train-error:0.022346
## [265]    train-error:0.025140
## [266]    train-error:0.022346
## [267]    train-error:0.025140
## [268]    train-error:0.036313
## [269]    train-error:0.033520
## [270]    train-error:0.033520
## [271]    train-error:0.033520
## [272]    train-error:0.027933
## [273]    train-error:0.027933
## [274]    train-error:0.027933
## [275]    train-error:0.030726
## [276]    train-error:0.033520
## [277]    train-error:0.030726
## [278]    train-error:0.027933
## [279]    train-error:0.027933
## [280]    train-error:0.025140
## [281]    train-error:0.027933
## [282]    train-error:0.030726
## [283]    train-error:0.025140
## [284]    train-error:0.025140
## [285]    train-error:0.027933
## [286]    train-error:0.022346
## [287]    train-error:0.025140
## [288]    train-error:0.022346
## [289]    train-error:0.022346
## [290]    train-error:0.027933
## [291]    train-error:0.027933
## [292]    train-error:0.033520
## [293]    train-error:0.027933
## [294]    train-error:0.033520
## [295]    train-error:0.030726
## [296]    train-error:0.027933
## [297]    train-error:0.027933
## [298]    train-error:0.033520
## [299]    train-error:0.022346
## [300]    train-error:0.027933
## [301]    train-error:0.027933
## [302]    train-error:0.027933
## [303]    train-error:0.027933
## [304]    train-error:0.019553
## [305]    train-error:0.022346
## [306]    train-error:0.027933
## [307]    train-error:0.025140
## [308]    train-error:0.022346
## [309]    train-error:0.022346
## [310]    train-error:0.019553
## [311]    train-error:0.019553
## [312]    train-error:0.022346
## [313]    train-error:0.025140
## [314]    train-error:0.027933
## [315]    train-error:0.027933
## [316]    train-error:0.025140
## [317]    train-error:0.022346
## [318]    train-error:0.025140
## [319]    train-error:0.022346
## [320]    train-error:0.022346
## [321]    train-error:0.025140
## [322]    train-error:0.025140
## [323]    train-error:0.027933
## [324]    train-error:0.027933
## [325]    train-error:0.027933
## [326]    train-error:0.027933
## [327]    train-error:0.027933
## [328]    train-error:0.030726
## [329]    train-error:0.030726
## [330]    train-error:0.030726
## [331]    train-error:0.025140
## [332]    train-error:0.022346
## [333]    train-error:0.025140
## [334]    train-error:0.025140
## [335]    train-error:0.027933
## [336]    train-error:0.030726
## [337]    train-error:0.033520
## [338]    train-error:0.033520
## [339]    train-error:0.033520
## [340]    train-error:0.027933
## [341]    train-error:0.025140
## [342]    train-error:0.033520
## [343]    train-error:0.033520
## [344]    train-error:0.030726
## [345]    train-error:0.039106
## [346]    train-error:0.030726
## [347]    train-error:0.027933
## [348]    train-error:0.030726
## [349]    train-error:0.030726
## [350]    train-error:0.036313
## [351]    train-error:0.033520
## [352]    train-error:0.036313
## [353]    train-error:0.036313
## [354]    train-error:0.036313
## [355]    train-error:0.039106
## [356]    train-error:0.036313
## [357]    train-error:0.036313
## [358]    train-error:0.033520
## [359]    train-error:0.033520
## [360]    train-error:0.027933
## [361]    train-error:0.033520
## [362]    train-error:0.036313
## [363]    train-error:0.039106
## [364]    train-error:0.036313
## [365]    train-error:0.027933
## [366]    train-error:0.025140
## [367]    train-error:0.030726
## [368]    train-error:0.027933
## [369]    train-error:0.025140
## [370]    train-error:0.019553
## [371]    train-error:0.019553
## [372]    train-error:0.022346
## [373]    train-error:0.022346
## [374]    train-error:0.019553
## [375]    train-error:0.016760
## [376]    train-error:0.016760
## [377]    train-error:0.019553
## [378]    train-error:0.019553
## [379]    train-error:0.022346
## [380]    train-error:0.016760
## [381]    train-error:0.022346
## [382]    train-error:0.016760
## [383]    train-error:0.013966
## [384]    train-error:0.013966
## [385]    train-error:0.013966
## [386]    train-error:0.016760
## [387]    train-error:0.025140
## [388]    train-error:0.025140
## [389]    train-error:0.022346
## [390]    train-error:0.022346
## [391]    train-error:0.013966
## [392]    train-error:0.013966
## [393]    train-error:0.016760
## [394]    train-error:0.016760
## [395]    train-error:0.016760
## [396]    train-error:0.022346
## [397]    train-error:0.013966
## [398]    train-error:0.013966
## [399]    train-error:0.011173
## [400]    train-error:0.013966
## [401]    train-error:0.011173
## [402]    train-error:0.011173
## [403]    train-error:0.016760
## [404]    train-error:0.016760
## [405]    train-error:0.011173
## [406]    train-error:0.008380
## [407]    train-error:0.011173
## [408]    train-error:0.008380
## [409]    train-error:0.008380
## [410]    train-error:0.008380
## [411]    train-error:0.008380
## [412]    train-error:0.011173
## [413]    train-error:0.008380
## [414]    train-error:0.011173
## [415]    train-error:0.011173
## [416]    train-error:0.008380
## [417]    train-error:0.011173
## [418]    train-error:0.013966
## [419]    train-error:0.019553
## [420]    train-error:0.011173
## [421]    train-error:0.016760
## [422]    train-error:0.011173
## [423]    train-error:0.008380
## [424]    train-error:0.011173
## [425]    train-error:0.008380
## [426]    train-error:0.011173
## [427]    train-error:0.016760
## [428]    train-error:0.013966
## [429]    train-error:0.013966
## [430]    train-error:0.013966
## [431]    train-error:0.013966
## [432]    train-error:0.013966
## [433]    train-error:0.016760
## [434]    train-error:0.016760
## [435]    train-error:0.019553
## [436]    train-error:0.013966
## [437]    train-error:0.013966
## [438]    train-error:0.013966
## [439]    train-error:0.013966
## [440]    train-error:0.013966
## [441]    train-error:0.013966
## [442]    train-error:0.016760
## [443]    train-error:0.013966
## [444]    train-error:0.013966
## [445]    train-error:0.019553
## [446]    train-error:0.016760
## [447]    train-error:0.013966
## [448]    train-error:0.013966
## [449]    train-error:0.022346
## [450]    train-error:0.019553
## [451]    train-error:0.013966
## [452]    train-error:0.016760
## [453]    train-error:0.013966
## [454]    train-error:0.013966
## [455]    train-error:0.016760
## [456]    train-error:0.013966
## [457]    train-error:0.011173
## [458]    train-error:0.019553
## [459]    train-error:0.016760
## [460]    train-error:0.025140
## [461]    train-error:0.022346
## [462]    train-error:0.019553
## [463]    train-error:0.022346
## [464]    train-error:0.022346
## [465]    train-error:0.022346
## [466]    train-error:0.022346
## [467]    train-error:0.013966
## [468]    train-error:0.013966
## [469]    train-error:0.019553
## [470]    train-error:0.013966
## [471]    train-error:0.016760
## [472]    train-error:0.016760
## [473]    train-error:0.016760
## [474]    train-error:0.016760
## [475]    train-error:0.016760
## [476]    train-error:0.019553
## [477]    train-error:0.016760
## [478]    train-error:0.019553
## [479]    train-error:0.019553
## [480]    train-error:0.013966
## [481]    train-error:0.016760
## [482]    train-error:0.013966
## [483]    train-error:0.013966
## [484]    train-error:0.016760
## [485]    train-error:0.013966
## [486]    train-error:0.011173
## [487]    train-error:0.013966
## [488]    train-error:0.013966
## [489]    train-error:0.013966
## [490]    train-error:0.011173
## [491]    train-error:0.011173
## [492]    train-error:0.011173
## [0]  train-error:0.184874
## [1]  train-error:0.170868
## [2]  train-error:0.190476
## [3]  train-error:0.173669
## [4]  train-error:0.179272
## [5]  train-error:0.179272
## [6]  train-error:0.159664
## [7]  train-error:0.142857
## [8]  train-error:0.137255
## [9]  train-error:0.123249
## [10] train-error:0.126050
## [11] train-error:0.128852
## [12] train-error:0.114846
## [13] train-error:0.114846
## [14] train-error:0.109244
## [15] train-error:0.106443
## [16] train-error:0.106443
## [17] train-error:0.106443
## [18] train-error:0.095238
## [19] train-error:0.098039
## [20] train-error:0.100840
## [21] train-error:0.098039
## [22] train-error:0.100840
## [23] train-error:0.103641
## [24] train-error:0.106443
## [25] train-error:0.109244
## [26] train-error:0.100840
## [27] train-error:0.106443
## [28] train-error:0.095238
## [29] train-error:0.095238
## [30] train-error:0.100840
## [31] train-error:0.095238
## [32] train-error:0.092437
## [33] train-error:0.100840
## [34] train-error:0.100840
## [35] train-error:0.109244
## [36] train-error:0.098039
## [37] train-error:0.095238
## [38] train-error:0.095238
## [39] train-error:0.089636
## [40] train-error:0.089636
## [41] train-error:0.089636
## [42] train-error:0.086835
## [43] train-error:0.081232
## [44] train-error:0.089636
## [45] train-error:0.086835
## [46] train-error:0.092437
## [47] train-error:0.070028
## [48] train-error:0.072829
## [49] train-error:0.078431
## [50] train-error:0.075630
## [51] train-error:0.092437
## [52] train-error:0.078431
## [53] train-error:0.075630
## [54] train-error:0.075630
## [55] train-error:0.084034
## [56] train-error:0.081232
## [57] train-error:0.084034
## [58] train-error:0.081232
## [59] train-error:0.070028
## [60] train-error:0.078431
## [61] train-error:0.081232
## [62] train-error:0.081232
## [63] train-error:0.075630
## [64] train-error:0.081232
## [65] train-error:0.075630
## [66] train-error:0.070028
## [67] train-error:0.075630
## [68] train-error:0.078431
## [69] train-error:0.070028
## [70] train-error:0.081232
## [71] train-error:0.081232
## [72] train-error:0.070028
## [73] train-error:0.072829
## [74] train-error:0.072829
## [75] train-error:0.072829
## [76] train-error:0.075630
## [77] train-error:0.072829
## [78] train-error:0.075630
## [79] train-error:0.072829
## [80] train-error:0.070028
## [81] train-error:0.072829
## [82] train-error:0.064426
## [83] train-error:0.070028
## [84] train-error:0.072829
## [85] train-error:0.078431
## [86] train-error:0.064426
## [87] train-error:0.061625
## [88] train-error:0.064426
## [89] train-error:0.061625
## [90] train-error:0.056022
## [91] train-error:0.058824
## [92] train-error:0.064426
## [93] train-error:0.064426
## [94] train-error:0.061625
## [95] train-error:0.056022
## [96] train-error:0.056022
## [97] train-error:0.061625
## [98] train-error:0.058824
## [99] train-error:0.056022
## [100]    train-error:0.053221
## [101]    train-error:0.047619
## [102]    train-error:0.056022
## [103]    train-error:0.050420
## [104]    train-error:0.050420
## [105]    train-error:0.050420
## [106]    train-error:0.056022
## [107]    train-error:0.058824
## [108]    train-error:0.056022
## [109]    train-error:0.058824
## [110]    train-error:0.058824
## [111]    train-error:0.061625
## [112]    train-error:0.056022
## [113]    train-error:0.061625
## [114]    train-error:0.056022
## [115]    train-error:0.053221
## [116]    train-error:0.050420
## [117]    train-error:0.056022
## [118]    train-error:0.058824
## [119]    train-error:0.056022
## [120]    train-error:0.056022
## [121]    train-error:0.050420
## [122]    train-error:0.056022
## [123]    train-error:0.050420
## [124]    train-error:0.053221
## [125]    train-error:0.050420
## [126]    train-error:0.050420
## [127]    train-error:0.050420
## [128]    train-error:0.056022
## [129]    train-error:0.053221
## [130]    train-error:0.047619
## [131]    train-error:0.047619
## [132]    train-error:0.053221
## [133]    train-error:0.056022
## [134]    train-error:0.050420
## [135]    train-error:0.053221
## [136]    train-error:0.056022
## [137]    train-error:0.050420
## [138]    train-error:0.044818
## [139]    train-error:0.042017
## [140]    train-error:0.042017
## [141]    train-error:0.042017
## [142]    train-error:0.044818
## [143]    train-error:0.047619
## [144]    train-error:0.047619
## [145]    train-error:0.044818
## [146]    train-error:0.044818
## [147]    train-error:0.039216
## [148]    train-error:0.039216
## [149]    train-error:0.039216
## [150]    train-error:0.039216
## [151]    train-error:0.042017
## [152]    train-error:0.042017
## [153]    train-error:0.036415
## [154]    train-error:0.039216
## [155]    train-error:0.042017
## [156]    train-error:0.039216
## [157]    train-error:0.042017
## [158]    train-error:0.039216
## [159]    train-error:0.039216
## [160]    train-error:0.042017
## [161]    train-error:0.039216
## [162]    train-error:0.036415
## [163]    train-error:0.042017
## [164]    train-error:0.044818
## [165]    train-error:0.042017
## [166]    train-error:0.036415
## [167]    train-error:0.036415
## [168]    train-error:0.036415
## [169]    train-error:0.033613
## [170]    train-error:0.036415
## [171]    train-error:0.033613
## [172]    train-error:0.039216
## [173]    train-error:0.042017
## [174]    train-error:0.039216
## [175]    train-error:0.047619
## [176]    train-error:0.047619
## [177]    train-error:0.047619
## [178]    train-error:0.050420
## [179]    train-error:0.047619
## [180]    train-error:0.047619
## [181]    train-error:0.047619
## [182]    train-error:0.047619
## [183]    train-error:0.044818
## [184]    train-error:0.044818
## [185]    train-error:0.042017
## [186]    train-error:0.047619
## [187]    train-error:0.039216
## [188]    train-error:0.039216
## [189]    train-error:0.039216
## [190]    train-error:0.039216
## [191]    train-error:0.044818
## [192]    train-error:0.047619
## [193]    train-error:0.044818
## [194]    train-error:0.042017
## [195]    train-error:0.039216
## [196]    train-error:0.039216
## [197]    train-error:0.042017
## [198]    train-error:0.050420
## [199]    train-error:0.044818
## [200]    train-error:0.042017
## [201]    train-error:0.039216
## [202]    train-error:0.036415
## [203]    train-error:0.039216
## [204]    train-error:0.039216
## [205]    train-error:0.036415
## [206]    train-error:0.042017
## [207]    train-error:0.039216
## [208]    train-error:0.039216
## [209]    train-error:0.033613
## [210]    train-error:0.033613
## [211]    train-error:0.033613
## [212]    train-error:0.033613
## [213]    train-error:0.036415
## [214]    train-error:0.039216
## [215]    train-error:0.039216
## [216]    train-error:0.036415
## [217]    train-error:0.036415
## [218]    train-error:0.039216
## [219]    train-error:0.039216
## [220]    train-error:0.042017
## [221]    train-error:0.042017
## [222]    train-error:0.036415
## [223]    train-error:0.036415
## [224]    train-error:0.039216
## [225]    train-error:0.036415
## [226]    train-error:0.036415
## [227]    train-error:0.036415
## [228]    train-error:0.039216
## [229]    train-error:0.033613
## [230]    train-error:0.039216
## [231]    train-error:0.044818
## [232]    train-error:0.042017
## [233]    train-error:0.036415
## [234]    train-error:0.042017
## [235]    train-error:0.044818
## [236]    train-error:0.042017
## [237]    train-error:0.039216
## [238]    train-error:0.042017
## [239]    train-error:0.039216
## [240]    train-error:0.039216
## [241]    train-error:0.039216
## [242]    train-error:0.042017
## [243]    train-error:0.042017
## [244]    train-error:0.036415
## [245]    train-error:0.039216
## [246]    train-error:0.039216
## [247]    train-error:0.039216
## [248]    train-error:0.036415
## [249]    train-error:0.036415
## [250]    train-error:0.036415
## [251]    train-error:0.036415
## [252]    train-error:0.036415
## [253]    train-error:0.033613
## [254]    train-error:0.030812
## [255]    train-error:0.030812
## [256]    train-error:0.030812
## [257]    train-error:0.030812
## [258]    train-error:0.030812
## [259]    train-error:0.030812
## [260]    train-error:0.030812
## [261]    train-error:0.030812
## [262]    train-error:0.030812
## [263]    train-error:0.036415
## [264]    train-error:0.036415
## [265]    train-error:0.030812
## [266]    train-error:0.030812
## [267]    train-error:0.033613
## [268]    train-error:0.036415
## [269]    train-error:0.036415
## [270]    train-error:0.033613
## [271]    train-error:0.033613
## [272]    train-error:0.033613
## [273]    train-error:0.033613
## [274]    train-error:0.030812
## [275]    train-error:0.033613
## [276]    train-error:0.033613
## [277]    train-error:0.036415
## [278]    train-error:0.033613
## [279]    train-error:0.039216
## [280]    train-error:0.039216
## [281]    train-error:0.036415
## [282]    train-error:0.036415
## [283]    train-error:0.036415
## [284]    train-error:0.036415
## [285]    train-error:0.039216
## [286]    train-error:0.039216
## [287]    train-error:0.036415
## [288]    train-error:0.039216
## [289]    train-error:0.039216
## [290]    train-error:0.036415
## [291]    train-error:0.042017
## [292]    train-error:0.036415
## [293]    train-error:0.039216
## [294]    train-error:0.039216
## [295]    train-error:0.036415
## [296]    train-error:0.036415
## [297]    train-error:0.033613
## [298]    train-error:0.036415
## [299]    train-error:0.036415
## [300]    train-error:0.039216
## [301]    train-error:0.044818
## [302]    train-error:0.042017
## [303]    train-error:0.039216
## [304]    train-error:0.036415
## [305]    train-error:0.036415
## [306]    train-error:0.033613
## [307]    train-error:0.033613
## [308]    train-error:0.030812
## [309]    train-error:0.030812
## [310]    train-error:0.033613
## [311]    train-error:0.033613
## [312]    train-error:0.036415
## [313]    train-error:0.036415
## [314]    train-error:0.030812
## [315]    train-error:0.030812
## [316]    train-error:0.030812
## [317]    train-error:0.033613
## [318]    train-error:0.030812
## [319]    train-error:0.033613
## [320]    train-error:0.030812
## [321]    train-error:0.030812
## [322]    train-error:0.039216
## [323]    train-error:0.030812
## [324]    train-error:0.030812
## [325]    train-error:0.033613
## [326]    train-error:0.033613
## [327]    train-error:0.033613
## [328]    train-error:0.036415
## [329]    train-error:0.033613
## [330]    train-error:0.033613
## [331]    train-error:0.033613
## [332]    train-error:0.033613
## [333]    train-error:0.033613
## [334]    train-error:0.033613
## [335]    train-error:0.030812
## [336]    train-error:0.033613
## [337]    train-error:0.030812
## [338]    train-error:0.033613
## [339]    train-error:0.030812
## [340]    train-error:0.033613
## [341]    train-error:0.028011
## [342]    train-error:0.028011
## [343]    train-error:0.028011
## [344]    train-error:0.030812
## [345]    train-error:0.030812
## [346]    train-error:0.030812
## [347]    train-error:0.028011
## [348]    train-error:0.033613
## [349]    train-error:0.028011
## [350]    train-error:0.030812
## [351]    train-error:0.030812
## [352]    train-error:0.030812
## [353]    train-error:0.028011
## [354]    train-error:0.025210
## [355]    train-error:0.030812
## [356]    train-error:0.030812
## [357]    train-error:0.033613
## [358]    train-error:0.030812
## [359]    train-error:0.028011
## [360]    train-error:0.028011
## [361]    train-error:0.030812
## [362]    train-error:0.030812
## [363]    train-error:0.036415
## [364]    train-error:0.033613
## [365]    train-error:0.030812
## [366]    train-error:0.030812
## [367]    train-error:0.028011
## [368]    train-error:0.028011
## [369]    train-error:0.030812
## [370]    train-error:0.030812
## [371]    train-error:0.025210
## [372]    train-error:0.030812
## [373]    train-error:0.033613
## [374]    train-error:0.030812
## [375]    train-error:0.036415
## [376]    train-error:0.028011
## [377]    train-error:0.030812
## [378]    train-error:0.028011
## [379]    train-error:0.028011
## [380]    train-error:0.033613
## [381]    train-error:0.033613
## [382]    train-error:0.030812
## [383]    train-error:0.030812
## [384]    train-error:0.033613
## [385]    train-error:0.030812
## [386]    train-error:0.030812
## [387]    train-error:0.030812
## [388]    train-error:0.033613
## [389]    train-error:0.033613
## [390]    train-error:0.030812
## [391]    train-error:0.039216
## [392]    train-error:0.033613
## [393]    train-error:0.030812
## [394]    train-error:0.028011
## [395]    train-error:0.030812
## [396]    train-error:0.036415
## [397]    train-error:0.036415
## [398]    train-error:0.030812
## [399]    train-error:0.030812
## [400]    train-error:0.033613
## [401]    train-error:0.030812
## [402]    train-error:0.030812
## [403]    train-error:0.036415
## [404]    train-error:0.033613
## [405]    train-error:0.030812
## [406]    train-error:0.030812
## [407]    train-error:0.030812
## [408]    train-error:0.033613
## [409]    train-error:0.033613
## [410]    train-error:0.028011
## [411]    train-error:0.025210
## [412]    train-error:0.025210
## [413]    train-error:0.033613
## [414]    train-error:0.028011
## [415]    train-error:0.028011
## [416]    train-error:0.033613
## [417]    train-error:0.030812
## [418]    train-error:0.030812
## [419]    train-error:0.030812
## [420]    train-error:0.028011
## [421]    train-error:0.028011
## [422]    train-error:0.028011
## [423]    train-error:0.025210
## [424]    train-error:0.030812
## [425]    train-error:0.030812
## [426]    train-error:0.030812
## [427]    train-error:0.028011
## [428]    train-error:0.030812
## [429]    train-error:0.028011
## [430]    train-error:0.028011
## [431]    train-error:0.028011
## [432]    train-error:0.028011
## [433]    train-error:0.028011
## [434]    train-error:0.025210
## [435]    train-error:0.025210
## [436]    train-error:0.028011
## [437]    train-error:0.030812
## [438]    train-error:0.028011
## [439]    train-error:0.028011
## [440]    train-error:0.028011
## [441]    train-error:0.028011
## [442]    train-error:0.025210
## [443]    train-error:0.028011
## [444]    train-error:0.028011
## [445]    train-error:0.028011
## [446]    train-error:0.025210
## [447]    train-error:0.030812
## [448]    train-error:0.022409
## [449]    train-error:0.025210
## [450]    train-error:0.030812
## [451]    train-error:0.030812
## [452]    train-error:0.030812
## [453]    train-error:0.030812
## [454]    train-error:0.030812
## [455]    train-error:0.028011
## [456]    train-error:0.030812
## [457]    train-error:0.028011
## [458]    train-error:0.028011
## [459]    train-error:0.030812
## [460]    train-error:0.028011
## [461]    train-error:0.033613
## [462]    train-error:0.030812
## [463]    train-error:0.028011
## [464]    train-error:0.025210
## [465]    train-error:0.030812
## [466]    train-error:0.025210
## [467]    train-error:0.025210
## [468]    train-error:0.025210
## [469]    train-error:0.022409
## [470]    train-error:0.025210
## [471]    train-error:0.028011
## [472]    train-error:0.025210
## [473]    train-error:0.030812
## [474]    train-error:0.030812
## [475]    train-error:0.033613
## [476]    train-error:0.028011
## [477]    train-error:0.028011
## [478]    train-error:0.030812
## [479]    train-error:0.030812
## [480]    train-error:0.028011
## [481]    train-error:0.025210
## [482]    train-error:0.025210
## [483]    train-error:0.025210
## [484]    train-error:0.019608
## [485]    train-error:0.019608
## [486]    train-error:0.019608
## [487]    train-error:0.022409
## [488]    train-error:0.022409
## [489]    train-error:0.019608
## [490]    train-error:0.025210
## [491]    train-error:0.022409
## [492]    train-error:0.022409
## [0]  train-error:0.168067
## [1]  train-error:0.173669
## [2]  train-error:0.168067
## [3]  train-error:0.168067
## [4]  train-error:0.145658
## [5]  train-error:0.165266
## [6]  train-error:0.162465
## [7]  train-error:0.148459
## [8]  train-error:0.140056
## [9]  train-error:0.134454
## [10] train-error:0.120448
## [11] train-error:0.117647
## [12] train-error:0.109244
## [13] train-error:0.100840
## [14] train-error:0.100840
## [15] train-error:0.103641
## [16] train-error:0.109244
## [17] train-error:0.109244
## [18] train-error:0.103641
## [19] train-error:0.106443
## [20] train-error:0.106443
## [21] train-error:0.109244
## [22] train-error:0.103641
## [23] train-error:0.103641
## [24] train-error:0.100840
## [25] train-error:0.103641
## [26] train-error:0.109244
## [27] train-error:0.098039
## [28] train-error:0.092437
## [29] train-error:0.103641
## [30] train-error:0.098039
## [31] train-error:0.100840
## [32] train-error:0.098039
## [33] train-error:0.095238
## [34] train-error:0.086835
## [35] train-error:0.081232
## [36] train-error:0.086835
## [37] train-error:0.086835
## [38] train-error:0.081232
## [39] train-error:0.081232
## [40] train-error:0.075630
## [41] train-error:0.084034
## [42] train-error:0.078431
## [43] train-error:0.084034
## [44] train-error:0.078431
## [45] train-error:0.086835
## [46] train-error:0.084034
## [47] train-error:0.081232
## [48] train-error:0.078431
## [49] train-error:0.078431
## [50] train-error:0.081232
## [51] train-error:0.089636
## [52] train-error:0.086835
## [53] train-error:0.084034
## [54] train-error:0.081232
## [55] train-error:0.081232
## [56] train-error:0.072829
## [57] train-error:0.081232
## [58] train-error:0.086835
## [59] train-error:0.089636
## [60] train-error:0.098039
## [61] train-error:0.095238
## [62] train-error:0.081232
## [63] train-error:0.081232
## [64] train-error:0.081232
## [65] train-error:0.078431
## [66] train-error:0.084034
## [67] train-error:0.075630
## [68] train-error:0.075630
## [69] train-error:0.075630
## [70] train-error:0.075630
## [71] train-error:0.075630
## [72] train-error:0.081232
## [73] train-error:0.067227
## [74] train-error:0.067227
## [75] train-error:0.070028
## [76] train-error:0.070028
## [77] train-error:0.070028
## [78] train-error:0.064426
## [79] train-error:0.070028
## [80] train-error:0.067227
## [81] train-error:0.070028
## [82] train-error:0.070028
## [83] train-error:0.064426
## [84] train-error:0.070028
## [85] train-error:0.061625
## [86] train-error:0.067227
## [87] train-error:0.072829
## [88] train-error:0.067227
## [89] train-error:0.061625
## [90] train-error:0.067227
## [91] train-error:0.064426
## [92] train-error:0.061625
## [93] train-error:0.064426
## [94] train-error:0.067227
## [95] train-error:0.064426
## [96] train-error:0.072829
## [97] train-error:0.067227
## [98] train-error:0.064426
## [99] train-error:0.067227
## [100]    train-error:0.064426
## [101]    train-error:0.070028
## [102]    train-error:0.070028
## [103]    train-error:0.067227
## [104]    train-error:0.061625
## [105]    train-error:0.064426
## [106]    train-error:0.058824
## [107]    train-error:0.058824
## [108]    train-error:0.064426
## [109]    train-error:0.058824
## [110]    train-error:0.061625
## [111]    train-error:0.058824
## [112]    train-error:0.070028
## [113]    train-error:0.070028
## [114]    train-error:0.064426
## [115]    train-error:0.070028
## [116]    train-error:0.067227
## [117]    train-error:0.067227
## [118]    train-error:0.058824
## [119]    train-error:0.058824
## [120]    train-error:0.061625
## [121]    train-error:0.058824
## [122]    train-error:0.056022
## [123]    train-error:0.056022
## [124]    train-error:0.058824
## [125]    train-error:0.061625
## [126]    train-error:0.061625
## [127]    train-error:0.061625
## [128]    train-error:0.053221
## [129]    train-error:0.058824
## [130]    train-error:0.047619
## [131]    train-error:0.056022
## [132]    train-error:0.053221
## [133]    train-error:0.050420
## [134]    train-error:0.056022
## [135]    train-error:0.053221
## [136]    train-error:0.053221
## [137]    train-error:0.053221
## [138]    train-error:0.053221
## [139]    train-error:0.056022
## [140]    train-error:0.047619
## [141]    train-error:0.050420
## [142]    train-error:0.053221
## [143]    train-error:0.047619
## [144]    train-error:0.053221
## [145]    train-error:0.050420
## [146]    train-error:0.053221
## [147]    train-error:0.053221
## [148]    train-error:0.053221
## [149]    train-error:0.058824
## [150]    train-error:0.058824
## [151]    train-error:0.056022
## [152]    train-error:0.056022
## [153]    train-error:0.056022
## [154]    train-error:0.053221
## [155]    train-error:0.056022
## [156]    train-error:0.050420
## [157]    train-error:0.042017
## [158]    train-error:0.053221
## [159]    train-error:0.058824
## [160]    train-error:0.053221
## [161]    train-error:0.056022
## [162]    train-error:0.053221
## [163]    train-error:0.047619
## [164]    train-error:0.050420
## [165]    train-error:0.053221
## [166]    train-error:0.050420
## [167]    train-error:0.047619
## [168]    train-error:0.050420
## [169]    train-error:0.050420
## [170]    train-error:0.047619
## [171]    train-error:0.042017
## [172]    train-error:0.042017
## [173]    train-error:0.044818
## [174]    train-error:0.050420
## [175]    train-error:0.050420
## [176]    train-error:0.053221
## [177]    train-error:0.050420
## [178]    train-error:0.050420
## [179]    train-error:0.047619
## [180]    train-error:0.047619
## [181]    train-error:0.044818
## [182]    train-error:0.042017
## [183]    train-error:0.044818
## [184]    train-error:0.047619
## [185]    train-error:0.044818
## [186]    train-error:0.044818
## [187]    train-error:0.042017
## [188]    train-error:0.042017
## [189]    train-error:0.039216
## [190]    train-error:0.039216
## [191]    train-error:0.033613
## [192]    train-error:0.036415
## [193]    train-error:0.036415
## [194]    train-error:0.044818
## [195]    train-error:0.042017
## [196]    train-error:0.039216
## [197]    train-error:0.044818
## [198]    train-error:0.039216
## [199]    train-error:0.042017
## [200]    train-error:0.042017
## [201]    train-error:0.047619
## [202]    train-error:0.039216
## [203]    train-error:0.030812
## [204]    train-error:0.033613
## [205]    train-error:0.033613
## [206]    train-error:0.033613
## [207]    train-error:0.033613
## [208]    train-error:0.039216
## [209]    train-error:0.039216
## [210]    train-error:0.033613
## [211]    train-error:0.036415
## [212]    train-error:0.039216
## [213]    train-error:0.036415
## [214]    train-error:0.039216
## [215]    train-error:0.039216
## [216]    train-error:0.039216
## [217]    train-error:0.039216
## [218]    train-error:0.033613
## [219]    train-error:0.042017
## [220]    train-error:0.036415
## [221]    train-error:0.030812
## [222]    train-error:0.039216
## [223]    train-error:0.036415
## [224]    train-error:0.033613
## [225]    train-error:0.042017
## [226]    train-error:0.036415
## [227]    train-error:0.036415
## [228]    train-error:0.036415
## [229]    train-error:0.033613
## [230]    train-error:0.028011
## [231]    train-error:0.033613
## [232]    train-error:0.039216
## [233]    train-error:0.036415
## [234]    train-error:0.036415
## [235]    train-error:0.036415
## [236]    train-error:0.028011
## [237]    train-error:0.028011
## [238]    train-error:0.025210
## [239]    train-error:0.030812
## [240]    train-error:0.025210
## [241]    train-error:0.028011
## [242]    train-error:0.030812
## [243]    train-error:0.030812
## [244]    train-error:0.030812
## [245]    train-error:0.028011
## [246]    train-error:0.025210
## [247]    train-error:0.030812
## [248]    train-error:0.028011
## [249]    train-error:0.025210
## [250]    train-error:0.030812
## [251]    train-error:0.030812
## [252]    train-error:0.033613
## [253]    train-error:0.033613
## [254]    train-error:0.030812
## [255]    train-error:0.033613
## [256]    train-error:0.033613
## [257]    train-error:0.033613
## [258]    train-error:0.033613
## [259]    train-error:0.033613
## [260]    train-error:0.028011
## [261]    train-error:0.030812
## [262]    train-error:0.028011
## [263]    train-error:0.028011
## [264]    train-error:0.028011
## [265]    train-error:0.028011
## [266]    train-error:0.028011
## [267]    train-error:0.033613
## [268]    train-error:0.033613
## [269]    train-error:0.030812
## [270]    train-error:0.030812
## [271]    train-error:0.025210
## [272]    train-error:0.028011
## [273]    train-error:0.025210
## [274]    train-error:0.025210
## [275]    train-error:0.030812
## [276]    train-error:0.025210
## [277]    train-error:0.030812
## [278]    train-error:0.025210
## [279]    train-error:0.028011
## [280]    train-error:0.025210
## [281]    train-error:0.022409
## [282]    train-error:0.028011
## [283]    train-error:0.025210
## [284]    train-error:0.022409
## [285]    train-error:0.028011
## [286]    train-error:0.025210
## [287]    train-error:0.030812
## [288]    train-error:0.030812
## [289]    train-error:0.028011
## [290]    train-error:0.030812
## [291]    train-error:0.028011
## [292]    train-error:0.030812
## [293]    train-error:0.030812
## [294]    train-error:0.033613
## [295]    train-error:0.033613
## [296]    train-error:0.030812
## [297]    train-error:0.030812
## [298]    train-error:0.025210
## [299]    train-error:0.030812
## [300]    train-error:0.025210
## [301]    train-error:0.025210
## [302]    train-error:0.030812
## [303]    train-error:0.028011
## [304]    train-error:0.030812
## [305]    train-error:0.025210
## [306]    train-error:0.025210
## [307]    train-error:0.025210
## [308]    train-error:0.028011
## [309]    train-error:0.025210
## [310]    train-error:0.030812
## [311]    train-error:0.030812
## [312]    train-error:0.028011
## [313]    train-error:0.028011
## [314]    train-error:0.030812
## [315]    train-error:0.025210
## [316]    train-error:0.022409
## [317]    train-error:0.022409
## [318]    train-error:0.025210
## [319]    train-error:0.022409
## [320]    train-error:0.025210
## [321]    train-error:0.025210
## [322]    train-error:0.019608
## [323]    train-error:0.025210
## [324]    train-error:0.025210
## [325]    train-error:0.019608
## [326]    train-error:0.019608
## [327]    train-error:0.028011
## [328]    train-error:0.022409
## [329]    train-error:0.025210
## [330]    train-error:0.025210
## [331]    train-error:0.025210
## [332]    train-error:0.022409
## [333]    train-error:0.025210
## [334]    train-error:0.028011
## [335]    train-error:0.025210
## [336]    train-error:0.025210
## [337]    train-error:0.025210
## [338]    train-error:0.025210
## [339]    train-error:0.025210
## [340]    train-error:0.025210
## [341]    train-error:0.028011
## [342]    train-error:0.025210
## [343]    train-error:0.028011
## [344]    train-error:0.028011
## [345]    train-error:0.028011
## [346]    train-error:0.025210
## [347]    train-error:0.030812
## [348]    train-error:0.030812
## [349]    train-error:0.030812
## [350]    train-error:0.030812
## [351]    train-error:0.025210
## [352]    train-error:0.025210
## [353]    train-error:0.022409
## [354]    train-error:0.022409
## [355]    train-error:0.022409
## [356]    train-error:0.025210
## [357]    train-error:0.025210
## [358]    train-error:0.028011
## [359]    train-error:0.030812
## [360]    train-error:0.025210
## [361]    train-error:0.025210
## [362]    train-error:0.025210
## [363]    train-error:0.025210
## [364]    train-error:0.025210
## [365]    train-error:0.025210
## [366]    train-error:0.028011
## [367]    train-error:0.030812
## [368]    train-error:0.030812
## [369]    train-error:0.028011
## [370]    train-error:0.028011
## [371]    train-error:0.025210
## [372]    train-error:0.022409
## [373]    train-error:0.028011
## [374]    train-error:0.025210
## [375]    train-error:0.028011
## [376]    train-error:0.028011
## [377]    train-error:0.030812
## [378]    train-error:0.030812
## [379]    train-error:0.030812
## [380]    train-error:0.033613
## [381]    train-error:0.033613
## [382]    train-error:0.033613
## [383]    train-error:0.028011
## [384]    train-error:0.028011
## [385]    train-error:0.025210
## [386]    train-error:0.025210
## [387]    train-error:0.025210
## [388]    train-error:0.028011
## [389]    train-error:0.028011
## [390]    train-error:0.028011
## [391]    train-error:0.028011
## [392]    train-error:0.030812
## [393]    train-error:0.033613
## [394]    train-error:0.028011
## [395]    train-error:0.028011
## [396]    train-error:0.028011
## [397]    train-error:0.033613
## [398]    train-error:0.033613
## [399]    train-error:0.028011
## [400]    train-error:0.033613
## [401]    train-error:0.028011
## [402]    train-error:0.025210
## [403]    train-error:0.022409
## [404]    train-error:0.022409
## [405]    train-error:0.022409
## [406]    train-error:0.028011
## [407]    train-error:0.025210
## [408]    train-error:0.025210
## [409]    train-error:0.025210
## [410]    train-error:0.025210
## [411]    train-error:0.028011
## [412]    train-error:0.022409
## [413]    train-error:0.030812
## [414]    train-error:0.030812
## [415]    train-error:0.030812
## [416]    train-error:0.030812
## [417]    train-error:0.030812
## [418]    train-error:0.030812
## [419]    train-error:0.028011
## [420]    train-error:0.028011
## [421]    train-error:0.030812
## [422]    train-error:0.028011
## [423]    train-error:0.028011
## [424]    train-error:0.028011
## [425]    train-error:0.028011
## [426]    train-error:0.028011
## [427]    train-error:0.030812
## [428]    train-error:0.030812
## [429]    train-error:0.030812
## [430]    train-error:0.025210
## [431]    train-error:0.030812
## [432]    train-error:0.030812
## [433]    train-error:0.030812
## [434]    train-error:0.030812
## [435]    train-error:0.028011
## [436]    train-error:0.025210
## [437]    train-error:0.025210
## [438]    train-error:0.025210
## [439]    train-error:0.025210
## [440]    train-error:0.022409
## [441]    train-error:0.025210
## [442]    train-error:0.025210
## [443]    train-error:0.025210
## [444]    train-error:0.022409
## [445]    train-error:0.025210
## [446]    train-error:0.022409
## [447]    train-error:0.022409
## [448]    train-error:0.028011
## [449]    train-error:0.028011
## [450]    train-error:0.028011
## [451]    train-error:0.028011
## [452]    train-error:0.028011
## [453]    train-error:0.028011
## [454]    train-error:0.028011
## [455]    train-error:0.025210
## [456]    train-error:0.025210
## [457]    train-error:0.025210
## [458]    train-error:0.022409
## [459]    train-error:0.022409
## [460]    train-error:0.028011
## [461]    train-error:0.025210
## [462]    train-error:0.022409
## [463]    train-error:0.025210
## [464]    train-error:0.025210
## [465]    train-error:0.025210
## [466]    train-error:0.025210
## [467]    train-error:0.025210
## [468]    train-error:0.028011
## [469]    train-error:0.028011
## [470]    train-error:0.025210
## [471]    train-error:0.028011
## [472]    train-error:0.028011
## [473]    train-error:0.028011
## [474]    train-error:0.025210
## [475]    train-error:0.022409
## [476]    train-error:0.025210
## [477]    train-error:0.019608
## [478]    train-error:0.019608
## [479]    train-error:0.019608
## [480]    train-error:0.022409
## [481]    train-error:0.022409
## [482]    train-error:0.019608
## [483]    train-error:0.019608
## [484]    train-error:0.025210
## [485]    train-error:0.022409
## [486]    train-error:0.022409
## [487]    train-error:0.022409
## [488]    train-error:0.022409
## [489]    train-error:0.025210
## [490]    train-error:0.025210
## [491]    train-error:0.025210
## [492]    train-error:0.025210
## [0]  train-error:0.229050
## [1]  train-error:0.215084
## [2]  train-error:0.215084
## [3]  train-error:0.206704
## [4]  train-error:0.206704
## [5]  train-error:0.206704
## [6]  train-error:0.206704
## [7]  train-error:0.206704
## [8]  train-error:0.206704
## [9]  train-error:0.192737
## [10] train-error:0.201117
## [11] train-error:0.203911
## [12] train-error:0.187151
## [13] train-error:0.184358
## [14] train-error:0.175978
## [15] train-error:0.178771
## [16] train-error:0.189944
## [17] train-error:0.184358
## [18] train-error:0.181564
## [19] train-error:0.181564
## [20] train-error:0.159218
## [21] train-error:0.162011
## [22] train-error:0.164804
## [23] train-error:0.162011
## [24] train-error:0.175978
## [25] train-error:0.175978
## [26] train-error:0.178771
## [27] train-error:0.170391
## [28] train-error:0.167598
## [29] train-error:0.167598
## [30] train-error:0.178771
## [31] train-error:0.181564
## [32] train-error:0.175978
## [33] train-error:0.173184
## [34] train-error:0.167598
## [35] train-error:0.173184
## [36] train-error:0.159218
## [37] train-error:0.159218
## [38] train-error:0.153631
## [39] train-error:0.153631
## [40] train-error:0.150838
## [41] train-error:0.150838
## [42] train-error:0.148045
## [43] train-error:0.153631
## [44] train-error:0.148045
## [45] train-error:0.148045
## [46] train-error:0.148045
## [47] train-error:0.150838
## [48] train-error:0.148045
## [49] train-error:0.148045
## [50] train-error:0.145251
## [51] train-error:0.145251
## [52] train-error:0.145251
## [53] train-error:0.145251
## [54] train-error:0.142458
## [55] train-error:0.142458
## [56] train-error:0.145251
## [57] train-error:0.145251
## [58] train-error:0.148045
## [59] train-error:0.150838
## [60] train-error:0.148045
## [61] train-error:0.145251
## [62] train-error:0.142458
## [63] train-error:0.136872
## [64] train-error:0.136872
## [65] train-error:0.139665
## [66] train-error:0.136872
## [67] train-error:0.142458
## [68] train-error:0.136872
## [69] train-error:0.142458
## [70] train-error:0.142458
## [71] train-error:0.145251
## [72] train-error:0.139665
## [73] train-error:0.145251
## [74] train-error:0.139665
## [75] train-error:0.139665
## [76] train-error:0.139665
## [77] train-error:0.139665
## [78] train-error:0.136872
## [79] train-error:0.142458
## [80] train-error:0.136872
## [81] train-error:0.136872
## [82] train-error:0.134078
## [83] train-error:0.139665
## [84] train-error:0.136872
## [85] train-error:0.136872
## [86] train-error:0.136872
## [87] train-error:0.142458
## [88] train-error:0.139665
## [89] train-error:0.142458
## [90] train-error:0.142458
## [91] train-error:0.142458
## [92] train-error:0.139665
## [93] train-error:0.139665
## [94] train-error:0.139665
## [95] train-error:0.134078
## [96] train-error:0.139665
## [97] train-error:0.142458
## [98] train-error:0.145251
## [99] train-error:0.139665
## [100]    train-error:0.139665
## [101]    train-error:0.139665
## [102]    train-error:0.139665
## [103]    train-error:0.136872
## [104]    train-error:0.139665
## [105]    train-error:0.136872
## [106]    train-error:0.136872
## [107]    train-error:0.131285
## [108]    train-error:0.136872
## [109]    train-error:0.131285
## [110]    train-error:0.136872
## [111]    train-error:0.134078
## [112]    train-error:0.136872
## [113]    train-error:0.131285
## [114]    train-error:0.134078
## [115]    train-error:0.134078
## [116]    train-error:0.134078
## [117]    train-error:0.131285
## [118]    train-error:0.134078
## [119]    train-error:0.131285
## [120]    train-error:0.131285
## [121]    train-error:0.125698
## [122]    train-error:0.122905
## [123]    train-error:0.131285
## [124]    train-error:0.128492
## [125]    train-error:0.128492
## [126]    train-error:0.128492
## [127]    train-error:0.128492
## [128]    train-error:0.128492
## [129]    train-error:0.125698
## [130]    train-error:0.125698
## [131]    train-error:0.125698
## [132]    train-error:0.122905
## [133]    train-error:0.125698
## [134]    train-error:0.122905
## [135]    train-error:0.128492
## [136]    train-error:0.131285
## [137]    train-error:0.125698
## [138]    train-error:0.120112
## [139]    train-error:0.125698
## [140]    train-error:0.122905
## [141]    train-error:0.122905
## [142]    train-error:0.120112
## [143]    train-error:0.114525
## [144]    train-error:0.117318
## [145]    train-error:0.117318
## [146]    train-error:0.117318
## [147]    train-error:0.120112
## [148]    train-error:0.111732
## [149]    train-error:0.117318
## [150]    train-error:0.111732
## [151]    train-error:0.114525
## [152]    train-error:0.117318
## [153]    train-error:0.114525
## [154]    train-error:0.117318
## [155]    train-error:0.114525
## [156]    train-error:0.117318
## [157]    train-error:0.117318
## [158]    train-error:0.114525
## [159]    train-error:0.111732
## [160]    train-error:0.117318
## [161]    train-error:0.114525
## [162]    train-error:0.111732
## [163]    train-error:0.114525
## [164]    train-error:0.114525
## [165]    train-error:0.120112
## [166]    train-error:0.114525
## [167]    train-error:0.117318
## [168]    train-error:0.117318
## [169]    train-error:0.120112
## [170]    train-error:0.120112
## [171]    train-error:0.122905
## [172]    train-error:0.122905
## [173]    train-error:0.120112
## [174]    train-error:0.120112
## [175]    train-error:0.120112
## [176]    train-error:0.117318
## [177]    train-error:0.117318
## [178]    train-error:0.122905
## [179]    train-error:0.122905
## [180]    train-error:0.122905
## [181]    train-error:0.114525
## [182]    train-error:0.120112
## [183]    train-error:0.111732
## [184]    train-error:0.108939
## [185]    train-error:0.106145
## [186]    train-error:0.106145
## [187]    train-error:0.108939
## [188]    train-error:0.108939
## [189]    train-error:0.111732
## [190]    train-error:0.106145
## [191]    train-error:0.111732
## [192]    train-error:0.108939
## [193]    train-error:0.103352
## [194]    train-error:0.108939
## [195]    train-error:0.108939
## [196]    train-error:0.108939
## [197]    train-error:0.111732
## [198]    train-error:0.111732
## [199]    train-error:0.108939
## [200]    train-error:0.108939
## [201]    train-error:0.114525
## [202]    train-error:0.106145
## [203]    train-error:0.108939
## [204]    train-error:0.117318
## [205]    train-error:0.114525
## [206]    train-error:0.111732
## [207]    train-error:0.120112
## [208]    train-error:0.106145
## [209]    train-error:0.117318
## [210]    train-error:0.117318
## [211]    train-error:0.122905
## [212]    train-error:0.111732
## [213]    train-error:0.114525
## [214]    train-error:0.114525
## [215]    train-error:0.111732
## [216]    train-error:0.114525
## [217]    train-error:0.114525
## [218]    train-error:0.108939
## [219]    train-error:0.106145
## [220]    train-error:0.106145
## [221]    train-error:0.106145
## [222]    train-error:0.106145
## [223]    train-error:0.103352
## [224]    train-error:0.103352
## [225]    train-error:0.108939
## [226]    train-error:0.108939
## [227]    train-error:0.111732
## [228]    train-error:0.111732
## [229]    train-error:0.111732
## [230]    train-error:0.117318
## [231]    train-error:0.111732
## [232]    train-error:0.111732
## [233]    train-error:0.111732
## [234]    train-error:0.111732
## [235]    train-error:0.111732
## [236]    train-error:0.111732
## [237]    train-error:0.108939
## [238]    train-error:0.111732
## [239]    train-error:0.108939
## [240]    train-error:0.111732
## [241]    train-error:0.111732
## [242]    train-error:0.111732
## [243]    train-error:0.108939
## [244]    train-error:0.117318
## [245]    train-error:0.111732
## [246]    train-error:0.114525
## [247]    train-error:0.106145
## [248]    train-error:0.111732
## [249]    train-error:0.111732
## [250]    train-error:0.114525
## [251]    train-error:0.111732
## [252]    train-error:0.117318
## [253]    train-error:0.117318
## [254]    train-error:0.111732
## [255]    train-error:0.108939
## [256]    train-error:0.114525
## [257]    train-error:0.106145
## [258]    train-error:0.103352
## [259]    train-error:0.103352
## [260]    train-error:0.108939
## [261]    train-error:0.108939
## [262]    train-error:0.100559
## [263]    train-error:0.108939
## [264]    train-error:0.106145
## [265]    train-error:0.103352
## [266]    train-error:0.103352
## [267]    train-error:0.100559
## [268]    train-error:0.106145
## [269]    train-error:0.103352
## [270]    train-error:0.103352
## [271]    train-error:0.103352
## [272]    train-error:0.100559
## [273]    train-error:0.103352
## [274]    train-error:0.103352
## [275]    train-error:0.103352
## [276]    train-error:0.097765
## [277]    train-error:0.106145
## [0]  train-error:0.193277
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.168067
## [5]  train-error:0.145658
## [6]  train-error:0.145658
## [7]  train-error:0.145658
## [8]  train-error:0.142857
## [9]  train-error:0.156863
## [10] train-error:0.173669
## [11] train-error:0.162465
## [12] train-error:0.165266
## [13] train-error:0.173669
## [14] train-error:0.165266
## [15] train-error:0.145658
## [16] train-error:0.148459
## [17] train-error:0.142857
## [18] train-error:0.148459
## [19] train-error:0.151261
## [20] train-error:0.159664
## [21] train-error:0.148459
## [22] train-error:0.137255
## [23] train-error:0.145658
## [24] train-error:0.137255
## [25] train-error:0.142857
## [26] train-error:0.137255
## [27] train-error:0.134454
## [28] train-error:0.137255
## [29] train-error:0.128852
## [30] train-error:0.128852
## [31] train-error:0.126050
## [32] train-error:0.123249
## [33] train-error:0.126050
## [34] train-error:0.126050
## [35] train-error:0.126050
## [36] train-error:0.128852
## [37] train-error:0.123249
## [38] train-error:0.120448
## [39] train-error:0.120448
## [40] train-error:0.126050
## [41] train-error:0.117647
## [42] train-error:0.114846
## [43] train-error:0.109244
## [44] train-error:0.106443
## [45] train-error:0.109244
## [46] train-error:0.112045
## [47] train-error:0.109244
## [48] train-error:0.106443
## [49] train-error:0.112045
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.114846
## [53] train-error:0.112045
## [54] train-error:0.117647
## [55] train-error:0.112045
## [56] train-error:0.114846
## [57] train-error:0.112045
## [58] train-error:0.114846
## [59] train-error:0.114846
## [60] train-error:0.112045
## [61] train-error:0.109244
## [62] train-error:0.109244
## [63] train-error:0.109244
## [64] train-error:0.114846
## [65] train-error:0.109244
## [66] train-error:0.109244
## [67] train-error:0.112045
## [68] train-error:0.109244
## [69] train-error:0.109244
## [70] train-error:0.109244
## [71] train-error:0.106443
## [72] train-error:0.106443
## [73] train-error:0.106443
## [74] train-error:0.106443
## [75] train-error:0.112045
## [76] train-error:0.112045
## [77] train-error:0.109244
## [78] train-error:0.103641
## [79] train-error:0.112045
## [80] train-error:0.112045
## [81] train-error:0.114846
## [82] train-error:0.114846
## [83] train-error:0.106443
## [84] train-error:0.106443
## [85] train-error:0.109244
## [86] train-error:0.106443
## [87] train-error:0.106443
## [88] train-error:0.100840
## [89] train-error:0.106443
## [90] train-error:0.103641
## [91] train-error:0.109244
## [92] train-error:0.109244
## [93] train-error:0.106443
## [94] train-error:0.109244
## [95] train-error:0.106443
## [96] train-error:0.106443
## [97] train-error:0.103641
## [98] train-error:0.103641
## [99] train-error:0.106443
## [100]    train-error:0.112045
## [101]    train-error:0.106443
## [102]    train-error:0.103641
## [103]    train-error:0.103641
## [104]    train-error:0.100840
## [105]    train-error:0.100840
## [106]    train-error:0.098039
## [107]    train-error:0.098039
## [108]    train-error:0.098039
## [109]    train-error:0.095238
## [110]    train-error:0.103641
## [111]    train-error:0.092437
## [112]    train-error:0.095238
## [113]    train-error:0.098039
## [114]    train-error:0.098039
## [115]    train-error:0.098039
## [116]    train-error:0.100840
## [117]    train-error:0.100840
## [118]    train-error:0.098039
## [119]    train-error:0.103641
## [120]    train-error:0.103641
## [121]    train-error:0.109244
## [122]    train-error:0.109244
## [123]    train-error:0.106443
## [124]    train-error:0.103641
## [125]    train-error:0.103641
## [126]    train-error:0.100840
## [127]    train-error:0.095238
## [128]    train-error:0.095238
## [129]    train-error:0.098039
## [130]    train-error:0.095238
## [131]    train-error:0.092437
## [132]    train-error:0.092437
## [133]    train-error:0.092437
## [134]    train-error:0.092437
## [135]    train-error:0.092437
## [136]    train-error:0.092437
## [137]    train-error:0.092437
## [138]    train-error:0.095238
## [139]    train-error:0.092437
## [140]    train-error:0.092437
## [141]    train-error:0.095238
## [142]    train-error:0.095238
## [143]    train-error:0.095238
## [144]    train-error:0.098039
## [145]    train-error:0.095238
## [146]    train-error:0.092437
## [147]    train-error:0.098039
## [148]    train-error:0.095238
## [149]    train-error:0.092437
## [150]    train-error:0.095238
## [151]    train-error:0.095238
## [152]    train-error:0.095238
## [153]    train-error:0.098039
## [154]    train-error:0.098039
## [155]    train-error:0.098039
## [156]    train-error:0.098039
## [157]    train-error:0.098039
## [158]    train-error:0.098039
## [159]    train-error:0.098039
## [160]    train-error:0.089636
## [161]    train-error:0.100840
## [162]    train-error:0.103641
## [163]    train-error:0.095238
## [164]    train-error:0.100840
## [165]    train-error:0.103641
## [166]    train-error:0.095238
## [167]    train-error:0.095238
## [168]    train-error:0.092437
## [169]    train-error:0.092437
## [170]    train-error:0.092437
## [171]    train-error:0.095238
## [172]    train-error:0.095238
## [173]    train-error:0.092437
## [174]    train-error:0.089636
## [175]    train-error:0.089636
## [176]    train-error:0.095238
## [177]    train-error:0.098039
## [178]    train-error:0.089636
## [179]    train-error:0.086835
## [180]    train-error:0.095238
## [181]    train-error:0.092437
## [182]    train-error:0.089636
## [183]    train-error:0.089636
## [184]    train-error:0.089636
## [185]    train-error:0.089636
## [186]    train-error:0.089636
## [187]    train-error:0.092437
## [188]    train-error:0.095238
## [189]    train-error:0.095238
## [190]    train-error:0.095238
## [191]    train-error:0.095238
## [192]    train-error:0.095238
## [193]    train-error:0.095238
## [194]    train-error:0.098039
## [195]    train-error:0.098039
## [196]    train-error:0.098039
## [197]    train-error:0.095238
## [198]    train-error:0.095238
## [199]    train-error:0.092437
## [200]    train-error:0.092437
## [201]    train-error:0.095238
## [202]    train-error:0.095238
## [203]    train-error:0.095238
## [204]    train-error:0.095238
## [205]    train-error:0.095238
## [206]    train-error:0.095238
## [207]    train-error:0.098039
## [208]    train-error:0.095238
## [209]    train-error:0.089636
## [210]    train-error:0.089636
## [211]    train-error:0.089636
## [212]    train-error:0.089636
## [213]    train-error:0.086835
## [214]    train-error:0.089636
## [215]    train-error:0.089636
## [216]    train-error:0.089636
## [217]    train-error:0.089636
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.092437
## [221]    train-error:0.092437
## [222]    train-error:0.089636
## [223]    train-error:0.089636
## [224]    train-error:0.086835
## [225]    train-error:0.092437
## [226]    train-error:0.086835
## [227]    train-error:0.089636
## [228]    train-error:0.089636
## [229]    train-error:0.089636
## [230]    train-error:0.089636
## [231]    train-error:0.089636
## [232]    train-error:0.092437
## [233]    train-error:0.095238
## [234]    train-error:0.092437
## [235]    train-error:0.086835
## [236]    train-error:0.092437
## [237]    train-error:0.092437
## [238]    train-error:0.098039
## [239]    train-error:0.092437
## [240]    train-error:0.098039
## [241]    train-error:0.098039
## [242]    train-error:0.098039
## [243]    train-error:0.098039
## [244]    train-error:0.098039
## [245]    train-error:0.095238
## [246]    train-error:0.092437
## [247]    train-error:0.092437
## [248]    train-error:0.089636
## [249]    train-error:0.089636
## [250]    train-error:0.089636
## [251]    train-error:0.086835
## [252]    train-error:0.089636
## [253]    train-error:0.086835
## [254]    train-error:0.081232
## [255]    train-error:0.081232
## [256]    train-error:0.084034
## [257]    train-error:0.081232
## [258]    train-error:0.084034
## [259]    train-error:0.084034
## [260]    train-error:0.081232
## [261]    train-error:0.081232
## [262]    train-error:0.084034
## [263]    train-error:0.084034
## [264]    train-error:0.084034
## [265]    train-error:0.084034
## [266]    train-error:0.084034
## [267]    train-error:0.084034
## [268]    train-error:0.084034
## [269]    train-error:0.081232
## [270]    train-error:0.078431
## [271]    train-error:0.086835
## [272]    train-error:0.084034
## [273]    train-error:0.084034
## [274]    train-error:0.078431
## [275]    train-error:0.081232
## [276]    train-error:0.081232
## [277]    train-error:0.081232
## [0]  train-error:0.218487
## [1]  train-error:0.204482
## [2]  train-error:0.190476
## [3]  train-error:0.201681
## [4]  train-error:0.198880
## [5]  train-error:0.193277
## [6]  train-error:0.184874
## [7]  train-error:0.170868
## [8]  train-error:0.170868
## [9]  train-error:0.168067
## [10] train-error:0.165266
## [11] train-error:0.173669
## [12] train-error:0.145658
## [13] train-error:0.140056
## [14] train-error:0.148459
## [15] train-error:0.142857
## [16] train-error:0.145658
## [17] train-error:0.142857
## [18] train-error:0.142857
## [19] train-error:0.137255
## [20] train-error:0.126050
## [21] train-error:0.137255
## [22] train-error:0.137255
## [23] train-error:0.131653
## [24] train-error:0.131653
## [25] train-error:0.128852
## [26] train-error:0.131653
## [27] train-error:0.134454
## [28] train-error:0.120448
## [29] train-error:0.131653
## [30] train-error:0.126050
## [31] train-error:0.126050
## [32] train-error:0.126050
## [33] train-error:0.126050
## [34] train-error:0.126050
## [35] train-error:0.128852
## [36] train-error:0.123249
## [37] train-error:0.131653
## [38] train-error:0.128852
## [39] train-error:0.131653
## [40] train-error:0.131653
## [41] train-error:0.128852
## [42] train-error:0.134454
## [43] train-error:0.134454
## [44] train-error:0.131653
## [45] train-error:0.140056
## [46] train-error:0.134454
## [47] train-error:0.134454
## [48] train-error:0.131653
## [49] train-error:0.123249
## [50] train-error:0.123249
## [51] train-error:0.120448
## [52] train-error:0.120448
## [53] train-error:0.120448
## [54] train-error:0.117647
## [55] train-error:0.117647
## [56] train-error:0.123249
## [57] train-error:0.123249
## [58] train-error:0.117647
## [59] train-error:0.117647
## [60] train-error:0.117647
## [61] train-error:0.117647
## [62] train-error:0.112045
## [63] train-error:0.112045
## [64] train-error:0.112045
## [65] train-error:0.114846
## [66] train-error:0.112045
## [67] train-error:0.123249
## [68] train-error:0.114846
## [69] train-error:0.117647
## [70] train-error:0.117647
## [71] train-error:0.117647
## [72] train-error:0.123249
## [73] train-error:0.114846
## [74] train-error:0.112045
## [75] train-error:0.114846
## [76] train-error:0.109244
## [77] train-error:0.117647
## [78] train-error:0.112045
## [79] train-error:0.117647
## [80] train-error:0.117647
## [81] train-error:0.117647
## [82] train-error:0.117647
## [83] train-error:0.112045
## [84] train-error:0.114846
## [85] train-error:0.109244
## [86] train-error:0.120448
## [87] train-error:0.123249
## [88] train-error:0.123249
## [89] train-error:0.117647
## [90] train-error:0.112045
## [91] train-error:0.106443
## [92] train-error:0.106443
## [93] train-error:0.112045
## [94] train-error:0.112045
## [95] train-error:0.117647
## [96] train-error:0.114846
## [97] train-error:0.120448
## [98] train-error:0.112045
## [99] train-error:0.109244
## [100]    train-error:0.114846
## [101]    train-error:0.117647
## [102]    train-error:0.114846
## [103]    train-error:0.114846
## [104]    train-error:0.120448
## [105]    train-error:0.117647
## [106]    train-error:0.117647
## [107]    train-error:0.109244
## [108]    train-error:0.106443
## [109]    train-error:0.106443
## [110]    train-error:0.112045
## [111]    train-error:0.103641
## [112]    train-error:0.106443
## [113]    train-error:0.100840
## [114]    train-error:0.106443
## [115]    train-error:0.103641
## [116]    train-error:0.106443
## [117]    train-error:0.109244
## [118]    train-error:0.106443
## [119]    train-error:0.103641
## [120]    train-error:0.109244
## [121]    train-error:0.109244
## [122]    train-error:0.112045
## [123]    train-error:0.103641
## [124]    train-error:0.106443
## [125]    train-error:0.112045
## [126]    train-error:0.109244
## [127]    train-error:0.109244
## [128]    train-error:0.112045
## [129]    train-error:0.114846
## [130]    train-error:0.103641
## [131]    train-error:0.103641
## [132]    train-error:0.100840
## [133]    train-error:0.100840
## [134]    train-error:0.106443
## [135]    train-error:0.100840
## [136]    train-error:0.106443
## [137]    train-error:0.106443
## [138]    train-error:0.098039
## [139]    train-error:0.098039
## [140]    train-error:0.100840
## [141]    train-error:0.100840
## [142]    train-error:0.100840
## [143]    train-error:0.098039
## [144]    train-error:0.092437
## [145]    train-error:0.095238
## [146]    train-error:0.095238
## [147]    train-error:0.098039
## [148]    train-error:0.095238
## [149]    train-error:0.100840
## [150]    train-error:0.100840
## [151]    train-error:0.100840
## [152]    train-error:0.098039
## [153]    train-error:0.098039
## [154]    train-error:0.095238
## [155]    train-error:0.092437
## [156]    train-error:0.092437
## [157]    train-error:0.095238
## [158]    train-error:0.095238
## [159]    train-error:0.098039
## [160]    train-error:0.100840
## [161]    train-error:0.095238
## [162]    train-error:0.095238
## [163]    train-error:0.095238
## [164]    train-error:0.095238
## [165]    train-error:0.092437
## [166]    train-error:0.092437
## [167]    train-error:0.098039
## [168]    train-error:0.098039
## [169]    train-error:0.098039
## [170]    train-error:0.095238
## [171]    train-error:0.092437
## [172]    train-error:0.095238
## [173]    train-error:0.089636
## [174]    train-error:0.089636
## [175]    train-error:0.086835
## [176]    train-error:0.084034
## [177]    train-error:0.086835
## [178]    train-error:0.084034
## [179]    train-error:0.086835
## [180]    train-error:0.086835
## [181]    train-error:0.084034
## [182]    train-error:0.078431
## [183]    train-error:0.075630
## [184]    train-error:0.081232
## [185]    train-error:0.086835
## [186]    train-error:0.081232
## [187]    train-error:0.086835
## [188]    train-error:0.084034
## [189]    train-error:0.086835
## [190]    train-error:0.086835
## [191]    train-error:0.086835
## [192]    train-error:0.086835
## [193]    train-error:0.084034
## [194]    train-error:0.086835
## [195]    train-error:0.086835
## [196]    train-error:0.092437
## [197]    train-error:0.084034
## [198]    train-error:0.081232
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.081232
## [202]    train-error:0.086835
## [203]    train-error:0.086835
## [204]    train-error:0.084034
## [205]    train-error:0.086835
## [206]    train-error:0.084034
## [207]    train-error:0.081232
## [208]    train-error:0.081232
## [209]    train-error:0.081232
## [210]    train-error:0.084034
## [211]    train-error:0.084034
## [212]    train-error:0.084034
## [213]    train-error:0.081232
## [214]    train-error:0.084034
## [215]    train-error:0.084034
## [216]    train-error:0.084034
## [217]    train-error:0.084034
## [218]    train-error:0.084034
## [219]    train-error:0.086835
## [220]    train-error:0.089636
## [221]    train-error:0.086835
## [222]    train-error:0.089636
## [223]    train-error:0.084034
## [224]    train-error:0.081232
## [225]    train-error:0.081232
## [226]    train-error:0.084034
## [227]    train-error:0.084034
## [228]    train-error:0.084034
## [229]    train-error:0.084034
## [230]    train-error:0.078431
## [231]    train-error:0.084034
## [232]    train-error:0.081232
## [233]    train-error:0.081232
## [234]    train-error:0.081232
## [235]    train-error:0.084034
## [236]    train-error:0.081232
## [237]    train-error:0.084034
## [238]    train-error:0.086835
## [239]    train-error:0.078431
## [240]    train-error:0.081232
## [241]    train-error:0.081232
## [242]    train-error:0.086835
## [243]    train-error:0.084034
## [244]    train-error:0.081232
## [245]    train-error:0.084034
## [246]    train-error:0.081232
## [247]    train-error:0.081232
## [248]    train-error:0.081232
## [249]    train-error:0.081232
## [250]    train-error:0.084034
## [251]    train-error:0.081232
## [252]    train-error:0.084034
## [253]    train-error:0.078431
## [254]    train-error:0.084034
## [255]    train-error:0.081232
## [256]    train-error:0.084034
## [257]    train-error:0.081232
## [258]    train-error:0.081232
## [259]    train-error:0.081232
## [260]    train-error:0.075630
## [261]    train-error:0.075630
## [262]    train-error:0.075630
## [263]    train-error:0.078431
## [264]    train-error:0.081232
## [265]    train-error:0.075630
## [266]    train-error:0.081232
## [267]    train-error:0.081232
## [268]    train-error:0.081232
## [269]    train-error:0.081232
## [270]    train-error:0.075630
## [271]    train-error:0.078431
## [272]    train-error:0.075630
## [273]    train-error:0.075630
## [274]    train-error:0.075630
## [275]    train-error:0.075630
## [276]    train-error:0.075630
## [277]    train-error:0.075630
## [0]  train-error:0.371508
## [1]  train-error:0.324022
## [2]  train-error:0.326816
## [3]  train-error:0.343575
## [4]  train-error:0.326816
## [5]  train-error:0.293296
## [6]  train-error:0.312849
## [7]  train-error:0.312849
## [8]  train-error:0.318436
## [9]  train-error:0.318436
## [10] train-error:0.296089
## [11] train-error:0.324022
## [12] train-error:0.290503
## [13] train-error:0.290503
## [14] train-error:0.287710
## [15] train-error:0.270950
## [16] train-error:0.268156
## [17] train-error:0.259777
## [18] train-error:0.245810
## [19] train-error:0.259777
## [20] train-error:0.245810
## [21] train-error:0.248603
## [22] train-error:0.251397
## [23] train-error:0.248603
## [24] train-error:0.243017
## [25] train-error:0.243017
## [26] train-error:0.243017
## [27] train-error:0.243017
## [28] train-error:0.243017
## [29] train-error:0.243017
## [30] train-error:0.243017
## [31] train-error:0.248603
## [32] train-error:0.243017
## [33] train-error:0.243017
## [34] train-error:0.248603
## [35] train-error:0.245810
## [36] train-error:0.245810
## [37] train-error:0.237430
## [38] train-error:0.231844
## [39] train-error:0.231844
## [40] train-error:0.220670
## [41] train-error:0.220670
## [42] train-error:0.220670
## [43] train-error:0.223464
## [44] train-error:0.220670
## [45] train-error:0.220670
## [46] train-error:0.220670
## [47] train-error:0.220670
## [48] train-error:0.223464
## [49] train-error:0.223464
## [50] train-error:0.220670
## [51] train-error:0.220670
## [52] train-error:0.220670
## [53] train-error:0.220670
## [54] train-error:0.220670
## [55] train-error:0.226257
## [56] train-error:0.220670
## [57] train-error:0.226257
## [58] train-error:0.226257
## [59] train-error:0.220670
## [60] train-error:0.220670
## [61] train-error:0.226257
## [62] train-error:0.226257
## [63] train-error:0.220670
## [64] train-error:0.220670
## [65] train-error:0.226257
## [66] train-error:0.226257
## [67] train-error:0.226257
## [68] train-error:0.226257
## [69] train-error:0.226257
## [70] train-error:0.223464
## [71] train-error:0.223464
## [72] train-error:0.226257
## [73] train-error:0.226257
## [74] train-error:0.226257
## [75] train-error:0.226257
## [76] train-error:0.226257
## [77] train-error:0.226257
## [78] train-error:0.226257
## [79] train-error:0.226257
## [80] train-error:0.226257
## [81] train-error:0.226257
## [82] train-error:0.226257
## [83] train-error:0.226257
## [84] train-error:0.226257
## [85] train-error:0.226257
## [86] train-error:0.226257
## [87] train-error:0.226257
## [88] train-error:0.226257
## [89] train-error:0.226257
## [90] train-error:0.226257
## [91] train-error:0.226257
## [92] train-error:0.226257
## [93] train-error:0.226257
## [94] train-error:0.226257
## [95] train-error:0.223464
## [96] train-error:0.226257
## [97] train-error:0.226257
## [98] train-error:0.223464
## [99] train-error:0.223464
## [100]    train-error:0.223464
## [101]    train-error:0.223464
## [102]    train-error:0.223464
## [103]    train-error:0.223464
## [104]    train-error:0.226257
## [105]    train-error:0.226257
## [106]    train-error:0.226257
## [107]    train-error:0.226257
## [108]    train-error:0.226257
## [109]    train-error:0.226257
## [110]    train-error:0.226257
## [111]    train-error:0.226257
## [112]    train-error:0.226257
## [113]    train-error:0.226257
## [114]    train-error:0.226257
## [115]    train-error:0.226257
## [116]    train-error:0.226257
## [117]    train-error:0.226257
## [118]    train-error:0.226257
## [119]    train-error:0.226257
## [120]    train-error:0.226257
## [121]    train-error:0.226257
## [122]    train-error:0.226257
## [123]    train-error:0.226257
## [124]    train-error:0.226257
## [125]    train-error:0.226257
## [126]    train-error:0.226257
## [127]    train-error:0.226257
## [128]    train-error:0.226257
## [129]    train-error:0.226257
## [130]    train-error:0.226257
## [131]    train-error:0.226257
## [132]    train-error:0.226257
## [133]    train-error:0.226257
## [134]    train-error:0.226257
## [135]    train-error:0.226257
## [136]    train-error:0.226257
## [137]    train-error:0.226257
## [138]    train-error:0.226257
## [139]    train-error:0.226257
## [140]    train-error:0.223464
## [141]    train-error:0.226257
## [142]    train-error:0.223464
## [143]    train-error:0.223464
## [144]    train-error:0.223464
## [145]    train-error:0.223464
## [146]    train-error:0.206704
## [147]    train-error:0.206704
## [148]    train-error:0.223464
## [149]    train-error:0.212290
## [150]    train-error:0.212290
## [151]    train-error:0.206704
## [152]    train-error:0.206704
## [153]    train-error:0.206704
## [154]    train-error:0.206704
## [155]    train-error:0.206704
## [156]    train-error:0.212290
## [157]    train-error:0.212290
## [158]    train-error:0.206704
## [159]    train-error:0.223464
## [160]    train-error:0.226257
## [161]    train-error:0.223464
## [162]    train-error:0.223464
## [163]    train-error:0.223464
## [164]    train-error:0.223464
## [165]    train-error:0.206704
## [166]    train-error:0.223464
## [167]    train-error:0.223464
## [168]    train-error:0.206704
## [169]    train-error:0.212290
## [170]    train-error:0.212290
## [171]    train-error:0.212290
## [172]    train-error:0.212290
## [173]    train-error:0.212290
## [174]    train-error:0.212290
## [175]    train-error:0.212290
## [176]    train-error:0.212290
## [177]    train-error:0.212290
## [178]    train-error:0.212290
## [179]    train-error:0.212290
## [180]    train-error:0.212290
## [181]    train-error:0.212290
## [182]    train-error:0.212290
## [183]    train-error:0.212290
## [184]    train-error:0.212290
## [185]    train-error:0.212290
## [186]    train-error:0.212290
## [187]    train-error:0.212290
## [188]    train-error:0.212290
## [189]    train-error:0.212290
## [190]    train-error:0.212290
## [191]    train-error:0.212290
## [192]    train-error:0.212290
## [193]    train-error:0.212290
## [194]    train-error:0.212290
## [195]    train-error:0.212290
## [196]    train-error:0.212290
## [197]    train-error:0.212290
## [198]    train-error:0.212290
## [199]    train-error:0.212290
## [200]    train-error:0.212290
## [201]    train-error:0.212290
## [202]    train-error:0.212290
## [203]    train-error:0.212290
## [204]    train-error:0.212290
## [205]    train-error:0.212290
## [206]    train-error:0.212290
## [207]    train-error:0.212290
## [208]    train-error:0.212290
## [209]    train-error:0.212290
## [210]    train-error:0.212290
## [211]    train-error:0.212290
## [212]    train-error:0.212290
## [213]    train-error:0.212290
## [214]    train-error:0.212290
## [215]    train-error:0.212290
## [216]    train-error:0.212290
## [217]    train-error:0.212290
## [218]    train-error:0.212290
## [219]    train-error:0.212290
## [220]    train-error:0.212290
## [221]    train-error:0.206704
## [222]    train-error:0.206704
## [223]    train-error:0.223464
## [224]    train-error:0.206704
## [225]    train-error:0.206704
## [226]    train-error:0.206704
## [227]    train-error:0.206704
## [228]    train-error:0.206704
## [229]    train-error:0.206704
## [230]    train-error:0.212290
## [231]    train-error:0.212290
## [232]    train-error:0.212290
## [233]    train-error:0.212290
## [234]    train-error:0.212290
## [235]    train-error:0.212290
## [236]    train-error:0.212290
## [237]    train-error:0.212290
## [238]    train-error:0.212290
## [239]    train-error:0.212290
## [240]    train-error:0.212290
## [241]    train-error:0.212290
## [242]    train-error:0.212290
## [243]    train-error:0.212290
## [244]    train-error:0.212290
## [245]    train-error:0.212290
## [246]    train-error:0.212290
## [247]    train-error:0.212290
## [248]    train-error:0.212290
## [249]    train-error:0.212290
## [250]    train-error:0.212290
## [251]    train-error:0.212290
## [252]    train-error:0.212290
## [253]    train-error:0.212290
## [254]    train-error:0.206704
## [255]    train-error:0.223464
## [256]    train-error:0.223464
## [257]    train-error:0.206704
## [258]    train-error:0.206704
## [259]    train-error:0.206704
## [260]    train-error:0.206704
## [261]    train-error:0.212290
## [262]    train-error:0.206704
## [263]    train-error:0.223464
## [264]    train-error:0.223464
## [265]    train-error:0.206704
## [266]    train-error:0.206704
## [267]    train-error:0.206704
## [268]    train-error:0.223464
## [269]    train-error:0.220670
## [270]    train-error:0.223464
## [271]    train-error:0.223464
## [272]    train-error:0.226257
## [273]    train-error:0.223464
## [274]    train-error:0.206704
## [275]    train-error:0.206704
## [276]    train-error:0.223464
## [277]    train-error:0.220670
## [278]    train-error:0.223464
## [279]    train-error:0.223464
## [280]    train-error:0.223464
## [281]    train-error:0.223464
## [282]    train-error:0.206704
## [283]    train-error:0.206704
## [284]    train-error:0.206704
## [285]    train-error:0.206704
## [286]    train-error:0.206704
## [287]    train-error:0.206704
## [288]    train-error:0.206704
## [289]    train-error:0.223464
## [290]    train-error:0.223464
## [291]    train-error:0.226257
## [292]    train-error:0.223464
## [293]    train-error:0.223464
## [294]    train-error:0.206704
## [295]    train-error:0.223464
## [296]    train-error:0.226257
## [297]    train-error:0.223464
## [298]    train-error:0.206704
## [299]    train-error:0.203911
## [300]    train-error:0.212290
## [301]    train-error:0.206704
## [302]    train-error:0.212290
## [303]    train-error:0.212290
## [304]    train-error:0.212290
## [305]    train-error:0.206704
## [306]    train-error:0.223464
## [307]    train-error:0.203911
## [308]    train-error:0.206704
## [309]    train-error:0.203911
## [310]    train-error:0.209497
## [311]    train-error:0.209497
## [312]    train-error:0.209497
## [313]    train-error:0.209497
## [314]    train-error:0.212290
## [315]    train-error:0.212290
## [316]    train-error:0.212290
## [317]    train-error:0.212290
## [318]    train-error:0.212290
## [319]    train-error:0.212290
## [320]    train-error:0.212290
## [321]    train-error:0.212290
## [322]    train-error:0.212290
## [323]    train-error:0.212290
## [324]    train-error:0.212290
## [325]    train-error:0.212290
## [326]    train-error:0.212290
## [327]    train-error:0.212290
## [328]    train-error:0.212290
## [329]    train-error:0.212290
## [330]    train-error:0.212290
## [331]    train-error:0.212290
## [332]    train-error:0.212290
## [333]    train-error:0.212290
## [334]    train-error:0.212290
## [335]    train-error:0.212290
## [336]    train-error:0.209497
## [337]    train-error:0.209497
## [338]    train-error:0.212290
## [339]    train-error:0.212290
## [340]    train-error:0.212290
## [341]    train-error:0.212290
## [342]    train-error:0.212290
## [343]    train-error:0.212290
## [344]    train-error:0.212290
## [345]    train-error:0.212290
## [346]    train-error:0.212290
## [347]    train-error:0.212290
## [348]    train-error:0.212290
## [349]    train-error:0.212290
## [350]    train-error:0.206704
## [351]    train-error:0.206704
## [352]    train-error:0.206704
## [353]    train-error:0.206704
## [354]    train-error:0.206704
## [355]    train-error:0.206704
## [356]    train-error:0.206704
## [357]    train-error:0.206704
## [358]    train-error:0.206704
## [359]    train-error:0.206704
## [360]    train-error:0.206704
## [361]    train-error:0.206704
## [362]    train-error:0.206704
## [363]    train-error:0.206704
## [364]    train-error:0.206704
## [365]    train-error:0.203911
## [366]    train-error:0.203911
## [367]    train-error:0.203911
## [368]    train-error:0.195531
## [369]    train-error:0.201117
## [370]    train-error:0.203911
## [371]    train-error:0.201117
## [372]    train-error:0.195531
## [373]    train-error:0.203911
## [374]    train-error:0.201117
## [375]    train-error:0.201117
## [376]    train-error:0.201117
## [377]    train-error:0.198324
## [378]    train-error:0.201117
## [379]    train-error:0.206704
## [380]    train-error:0.206704
## [381]    train-error:0.201117
## [382]    train-error:0.201117
## [383]    train-error:0.206704
## [384]    train-error:0.206704
## [385]    train-error:0.206704
## [386]    train-error:0.206704
## [387]    train-error:0.206704
## [388]    train-error:0.206704
## [389]    train-error:0.212290
## [390]    train-error:0.212290
## [391]    train-error:0.206704
## [392]    train-error:0.206704
## [393]    train-error:0.201117
## [394]    train-error:0.201117
## [395]    train-error:0.201117
## [396]    train-error:0.206704
## [397]    train-error:0.206704
## [398]    train-error:0.201117
## [399]    train-error:0.201117
## [400]    train-error:0.201117
## [401]    train-error:0.215084
## [402]    train-error:0.198324
## [403]    train-error:0.198324
## [404]    train-error:0.201117
## [405]    train-error:0.201117
## [406]    train-error:0.201117
## [407]    train-error:0.201117
## [408]    train-error:0.203911
## [409]    train-error:0.203911
## [410]    train-error:0.206704
## [411]    train-error:0.203911
## [412]    train-error:0.206704
## [413]    train-error:0.206704
## [414]    train-error:0.206704
## [415]    train-error:0.206704
## [416]    train-error:0.206704
## [417]    train-error:0.206704
## [418]    train-error:0.206704
## [419]    train-error:0.206704
## [420]    train-error:0.206704
## [421]    train-error:0.201117
## [422]    train-error:0.215084
## [423]    train-error:0.215084
## [424]    train-error:0.201117
## [425]    train-error:0.201117
## [426]    train-error:0.212290
## [427]    train-error:0.212290
## [428]    train-error:0.212290
## [429]    train-error:0.212290
## [430]    train-error:0.201117
## [431]    train-error:0.206704
## [432]    train-error:0.212290
## [433]    train-error:0.212290
## [434]    train-error:0.212290
## [435]    train-error:0.212290
## [436]    train-error:0.212290
## [437]    train-error:0.206704
## [438]    train-error:0.212290
## [439]    train-error:0.212290
## [440]    train-error:0.212290
## [441]    train-error:0.212290
## [442]    train-error:0.212290
## [443]    train-error:0.209497
## [444]    train-error:0.209497
## [445]    train-error:0.212290
## [446]    train-error:0.212290
## [447]    train-error:0.212290
## [448]    train-error:0.212290
## [449]    train-error:0.206704
## [450]    train-error:0.212290
## [451]    train-error:0.212290
## [452]    train-error:0.206704
## [453]    train-error:0.203911
## [454]    train-error:0.206704
## [455]    train-error:0.206704
## [456]    train-error:0.203911
## [457]    train-error:0.203911
## [458]    train-error:0.206704
## [459]    train-error:0.206704
## [460]    train-error:0.206704
## [461]    train-error:0.203911
## [462]    train-error:0.203911
## [463]    train-error:0.203911
## [464]    train-error:0.203911
## [465]    train-error:0.203911
## [466]    train-error:0.203911
## [467]    train-error:0.198324
## [468]    train-error:0.198324
## [469]    train-error:0.198324
## [470]    train-error:0.198324
## [471]    train-error:0.198324
## [472]    train-error:0.203911
## [473]    train-error:0.209497
## [474]    train-error:0.203911
## [475]    train-error:0.209497
## [476]    train-error:0.203911
## [477]    train-error:0.203911
## [478]    train-error:0.203911
## [479]    train-error:0.203911
## [480]    train-error:0.203911
## [481]    train-error:0.209497
## [482]    train-error:0.209497
## [483]    train-error:0.209497
## [484]    train-error:0.198324
## [485]    train-error:0.198324
## [486]    train-error:0.198324
## [487]    train-error:0.203911
## [488]    train-error:0.203911
## [489]    train-error:0.206704
## [490]    train-error:0.203911
## [491]    train-error:0.206704
## [492]    train-error:0.206704
## [493]    train-error:0.206704
## [494]    train-error:0.206704
## [495]    train-error:0.203911
## [496]    train-error:0.206704
## [497]    train-error:0.203911
## [498]    train-error:0.203911
## [0]  train-error:0.378151
## [1]  train-error:0.282913
## [2]  train-error:0.330532
## [3]  train-error:0.235294
## [4]  train-error:0.302521
## [5]  train-error:0.238095
## [6]  train-error:0.229692
## [7]  train-error:0.218487
## [8]  train-error:0.257703
## [9]  train-error:0.196078
## [10] train-error:0.196078
## [11] train-error:0.201681
## [12] train-error:0.210084
## [13] train-error:0.196078
## [14] train-error:0.207283
## [15] train-error:0.198880
## [16] train-error:0.201681
## [17] train-error:0.198880
## [18] train-error:0.198880
## [19] train-error:0.190476
## [20] train-error:0.193277
## [21] train-error:0.193277
## [22] train-error:0.193277
## [23] train-error:0.190476
## [24] train-error:0.190476
## [25] train-error:0.190476
## [26] train-error:0.193277
## [27] train-error:0.198880
## [28] train-error:0.198880
## [29] train-error:0.190476
## [30] train-error:0.193277
## [31] train-error:0.190476
## [32] train-error:0.190476
## [33] train-error:0.187675
## [34] train-error:0.187675
## [35] train-error:0.187675
## [36] train-error:0.187675
## [37] train-error:0.187675
## [38] train-error:0.187675
## [39] train-error:0.187675
## [40] train-error:0.187675
## [41] train-error:0.187675
## [42] train-error:0.190476
## [43] train-error:0.187675
## [44] train-error:0.187675
## [45] train-error:0.187675
## [46] train-error:0.187675
## [47] train-error:0.187675
## [48] train-error:0.187675
## [49] train-error:0.187675
## [50] train-error:0.190476
## [51] train-error:0.190476
## [52] train-error:0.190476
## [53] train-error:0.190476
## [54] train-error:0.190476
## [55] train-error:0.187675
## [56] train-error:0.187675
## [57] train-error:0.187675
## [58] train-error:0.187675
## [59] train-error:0.187675
## [60] train-error:0.187675
## [61] train-error:0.187675
## [62] train-error:0.187675
## [63] train-error:0.187675
## [64] train-error:0.184874
## [65] train-error:0.184874
## [66] train-error:0.184874
## [67] train-error:0.193277
## [68] train-error:0.187675
## [69] train-error:0.187675
## [70] train-error:0.193277
## [71] train-error:0.193277
## [72] train-error:0.193277
## [73] train-error:0.187675
## [74] train-error:0.184874
## [75] train-error:0.187675
## [76] train-error:0.187675
## [77] train-error:0.187675
## [78] train-error:0.187675
## [79] train-error:0.187675
## [80] train-error:0.187675
## [81] train-error:0.187675
## [82] train-error:0.187675
## [83] train-error:0.187675
## [84] train-error:0.187675
## [85] train-error:0.187675
## [86] train-error:0.187675
## [87] train-error:0.187675
## [88] train-error:0.187675
## [89] train-error:0.187675
## [90] train-error:0.187675
## [91] train-error:0.187675
## [92] train-error:0.187675
## [93] train-error:0.187675
## [94] train-error:0.187675
## [95] train-error:0.187675
## [96] train-error:0.187675
## [97] train-error:0.187675
## [98] train-error:0.187675
## [99] train-error:0.187675
## [100]    train-error:0.187675
## [101]    train-error:0.187675
## [102]    train-error:0.187675
## [103]    train-error:0.187675
## [104]    train-error:0.187675
## [105]    train-error:0.187675
## [106]    train-error:0.187675
## [107]    train-error:0.187675
## [108]    train-error:0.187675
## [109]    train-error:0.187675
## [110]    train-error:0.190476
## [111]    train-error:0.193277
## [112]    train-error:0.193277
## [113]    train-error:0.193277
## [114]    train-error:0.187675
## [115]    train-error:0.187675
## [116]    train-error:0.190476
## [117]    train-error:0.187675
## [118]    train-error:0.187675
## [119]    train-error:0.187675
## [120]    train-error:0.187675
## [121]    train-error:0.187675
## [122]    train-error:0.187675
## [123]    train-error:0.190476
## [124]    train-error:0.187675
## [125]    train-error:0.187675
## [126]    train-error:0.187675
## [127]    train-error:0.193277
## [128]    train-error:0.187675
## [129]    train-error:0.187675
## [130]    train-error:0.187675
## [131]    train-error:0.190476
## [132]    train-error:0.190476
## [133]    train-error:0.190476
## [134]    train-error:0.190476
## [135]    train-error:0.193277
## [136]    train-error:0.193277
## [137]    train-error:0.193277
## [138]    train-error:0.193277
## [139]    train-error:0.193277
## [140]    train-error:0.193277
## [141]    train-error:0.193277
## [142]    train-error:0.187675
## [143]    train-error:0.187675
## [144]    train-error:0.187675
## [145]    train-error:0.193277
## [146]    train-error:0.193277
## [147]    train-error:0.193277
## [148]    train-error:0.193277
## [149]    train-error:0.193277
## [150]    train-error:0.193277
## [151]    train-error:0.193277
## [152]    train-error:0.193277
## [153]    train-error:0.193277
## [154]    train-error:0.193277
## [155]    train-error:0.193277
## [156]    train-error:0.193277
## [157]    train-error:0.193277
## [158]    train-error:0.193277
## [159]    train-error:0.193277
## [160]    train-error:0.193277
## [161]    train-error:0.193277
## [162]    train-error:0.187675
## [163]    train-error:0.187675
## [164]    train-error:0.187675
## [165]    train-error:0.193277
## [166]    train-error:0.193277
## [167]    train-error:0.193277
## [168]    train-error:0.193277
## [169]    train-error:0.193277
## [170]    train-error:0.193277
## [171]    train-error:0.193277
## [172]    train-error:0.193277
## [173]    train-error:0.193277
## [174]    train-error:0.193277
## [175]    train-error:0.193277
## [176]    train-error:0.193277
## [177]    train-error:0.193277
## [178]    train-error:0.193277
## [179]    train-error:0.193277
## [180]    train-error:0.193277
## [181]    train-error:0.193277
## [182]    train-error:0.193277
## [183]    train-error:0.193277
## [184]    train-error:0.193277
## [185]    train-error:0.193277
## [186]    train-error:0.193277
## [187]    train-error:0.193277
## [188]    train-error:0.193277
## [189]    train-error:0.193277
## [190]    train-error:0.193277
## [191]    train-error:0.193277
## [192]    train-error:0.193277
## [193]    train-error:0.193277
## [194]    train-error:0.193277
## [195]    train-error:0.193277
## [196]    train-error:0.187675
## [197]    train-error:0.184874
## [198]    train-error:0.187675
## [199]    train-error:0.193277
## [200]    train-error:0.190476
## [201]    train-error:0.193277
## [202]    train-error:0.187675
## [203]    train-error:0.190476
## [204]    train-error:0.193277
## [205]    train-error:0.193277
## [206]    train-error:0.193277
## [207]    train-error:0.193277
## [208]    train-error:0.193277
## [209]    train-error:0.193277
## [210]    train-error:0.190476
## [211]    train-error:0.190476
## [212]    train-error:0.190476
## [213]    train-error:0.190476
## [214]    train-error:0.193277
## [215]    train-error:0.190476
## [216]    train-error:0.190476
## [217]    train-error:0.193277
## [218]    train-error:0.193277
## [219]    train-error:0.190476
## [220]    train-error:0.190476
## [221]    train-error:0.190476
## [222]    train-error:0.190476
## [223]    train-error:0.190476
## [224]    train-error:0.190476
## [225]    train-error:0.190476
## [226]    train-error:0.190476
## [227]    train-error:0.190476
## [228]    train-error:0.190476
## [229]    train-error:0.190476
## [230]    train-error:0.190476
## [231]    train-error:0.190476
## [232]    train-error:0.190476
## [233]    train-error:0.190476
## [234]    train-error:0.193277
## [235]    train-error:0.193277
## [236]    train-error:0.190476
## [237]    train-error:0.193277
## [238]    train-error:0.190476
## [239]    train-error:0.190476
## [240]    train-error:0.190476
## [241]    train-error:0.190476
## [242]    train-error:0.190476
## [243]    train-error:0.190476
## [244]    train-error:0.184874
## [245]    train-error:0.190476
## [246]    train-error:0.190476
## [247]    train-error:0.190476
## [248]    train-error:0.187675
## [249]    train-error:0.187675
## [250]    train-error:0.187675
## [251]    train-error:0.187675
## [252]    train-error:0.187675
## [253]    train-error:0.187675
## [254]    train-error:0.187675
## [255]    train-error:0.187675
## [256]    train-error:0.187675
## [257]    train-error:0.184874
## [258]    train-error:0.184874
## [259]    train-error:0.184874
## [260]    train-error:0.184874
## [261]    train-error:0.184874
## [262]    train-error:0.184874
## [263]    train-error:0.184874
## [264]    train-error:0.184874
## [265]    train-error:0.184874
## [266]    train-error:0.184874
## [267]    train-error:0.184874
## [268]    train-error:0.184874
## [269]    train-error:0.184874
## [270]    train-error:0.184874
## [271]    train-error:0.184874
## [272]    train-error:0.184874
## [273]    train-error:0.184874
## [274]    train-error:0.190476
## [275]    train-error:0.190476
## [276]    train-error:0.190476
## [277]    train-error:0.184874
## [278]    train-error:0.184874
## [279]    train-error:0.184874
## [280]    train-error:0.184874
## [281]    train-error:0.190476
## [282]    train-error:0.190476
## [283]    train-error:0.190476
## [284]    train-error:0.184874
## [285]    train-error:0.184874
## [286]    train-error:0.184874
## [287]    train-error:0.190476
## [288]    train-error:0.190476
## [289]    train-error:0.190476
## [290]    train-error:0.190476
## [291]    train-error:0.187675
## [292]    train-error:0.184874
## [293]    train-error:0.190476
## [294]    train-error:0.187675
## [295]    train-error:0.190476
## [296]    train-error:0.184874
## [297]    train-error:0.190476
## [298]    train-error:0.184874
## [299]    train-error:0.190476
## [300]    train-error:0.190476
## [301]    train-error:0.187675
## [302]    train-error:0.190476
## [303]    train-error:0.187675
## [304]    train-error:0.184874
## [305]    train-error:0.187675
## [306]    train-error:0.187675
## [307]    train-error:0.184874
## [308]    train-error:0.184874
## [309]    train-error:0.184874
## [310]    train-error:0.184874
## [311]    train-error:0.190476
## [312]    train-error:0.184874
## [313]    train-error:0.184874
## [314]    train-error:0.184874
## [315]    train-error:0.184874
## [316]    train-error:0.190476
## [317]    train-error:0.184874
## [318]    train-error:0.184874
## [319]    train-error:0.184874
## [320]    train-error:0.184874
## [321]    train-error:0.184874
## [322]    train-error:0.184874
## [323]    train-error:0.184874
## [324]    train-error:0.184874
## [325]    train-error:0.184874
## [326]    train-error:0.184874
## [327]    train-error:0.184874
## [328]    train-error:0.184874
## [329]    train-error:0.184874
## [330]    train-error:0.184874
## [331]    train-error:0.190476
## [332]    train-error:0.190476
## [333]    train-error:0.190476
## [334]    train-error:0.190476
## [335]    train-error:0.190476
## [336]    train-error:0.190476
## [337]    train-error:0.190476
## [338]    train-error:0.190476
## [339]    train-error:0.190476
## [340]    train-error:0.190476
## [341]    train-error:0.190476
## [342]    train-error:0.190476
## [343]    train-error:0.190476
## [344]    train-error:0.190476
## [345]    train-error:0.184874
## [346]    train-error:0.184874
## [347]    train-error:0.184874
## [348]    train-error:0.184874
## [349]    train-error:0.190476
## [350]    train-error:0.190476
## [351]    train-error:0.184874
## [352]    train-error:0.184874
## [353]    train-error:0.184874
## [354]    train-error:0.190476
## [355]    train-error:0.184874
## [356]    train-error:0.184874
## [357]    train-error:0.190476
## [358]    train-error:0.182073
## [359]    train-error:0.182073
## [360]    train-error:0.187675
## [361]    train-error:0.187675
## [362]    train-error:0.187675
## [363]    train-error:0.187675
## [364]    train-error:0.187675
## [365]    train-error:0.187675
## [366]    train-error:0.190476
## [367]    train-error:0.190476
## [368]    train-error:0.187675
## [369]    train-error:0.190476
## [370]    train-error:0.187675
## [371]    train-error:0.190476
## [372]    train-error:0.187675
## [373]    train-error:0.187675
## [374]    train-error:0.187675
## [375]    train-error:0.190476
## [376]    train-error:0.190476
## [377]    train-error:0.190476
## [378]    train-error:0.193277
## [379]    train-error:0.193277
## [380]    train-error:0.193277
## [381]    train-error:0.193277
## [382]    train-error:0.187675
## [383]    train-error:0.182073
## [384]    train-error:0.182073
## [385]    train-error:0.182073
## [386]    train-error:0.182073
## [387]    train-error:0.182073
## [388]    train-error:0.182073
## [389]    train-error:0.182073
## [390]    train-error:0.182073
## [391]    train-error:0.184874
## [392]    train-error:0.182073
## [393]    train-error:0.182073
## [394]    train-error:0.184874
## [395]    train-error:0.184874
## [396]    train-error:0.184874
## [397]    train-error:0.187675
## [398]    train-error:0.187675
## [399]    train-error:0.184874
## [400]    train-error:0.187675
## [401]    train-error:0.187675
## [402]    train-error:0.187675
## [403]    train-error:0.187675
## [404]    train-error:0.182073
## [405]    train-error:0.184874
## [406]    train-error:0.187675
## [407]    train-error:0.187675
## [408]    train-error:0.187675
## [409]    train-error:0.184874
## [410]    train-error:0.184874
## [411]    train-error:0.184874
## [412]    train-error:0.184874
## [413]    train-error:0.190476
## [414]    train-error:0.190476
## [415]    train-error:0.190476
## [416]    train-error:0.190476
## [417]    train-error:0.187675
## [418]    train-error:0.184874
## [419]    train-error:0.193277
## [420]    train-error:0.190476
## [421]    train-error:0.190476
## [422]    train-error:0.190476
## [423]    train-error:0.187675
## [424]    train-error:0.184874
## [425]    train-error:0.187675
## [426]    train-error:0.187675
## [427]    train-error:0.187675
## [428]    train-error:0.187675
## [429]    train-error:0.184874
## [430]    train-error:0.187675
## [431]    train-error:0.190476
## [432]    train-error:0.187675
## [433]    train-error:0.187675
## [434]    train-error:0.187675
## [435]    train-error:0.187675
## [436]    train-error:0.190476
## [437]    train-error:0.184874
## [438]    train-error:0.184874
## [439]    train-error:0.182073
## [440]    train-error:0.182073
## [441]    train-error:0.182073
## [442]    train-error:0.182073
## [443]    train-error:0.182073
## [444]    train-error:0.182073
## [445]    train-error:0.182073
## [446]    train-error:0.184874
## [447]    train-error:0.182073
## [448]    train-error:0.182073
## [449]    train-error:0.182073
## [450]    train-error:0.182073
## [451]    train-error:0.182073
## [452]    train-error:0.184874
## [453]    train-error:0.182073
## [454]    train-error:0.182073
## [455]    train-error:0.182073
## [456]    train-error:0.182073
## [457]    train-error:0.182073
## [458]    train-error:0.182073
## [459]    train-error:0.182073
## [460]    train-error:0.182073
## [461]    train-error:0.182073
## [462]    train-error:0.182073
## [463]    train-error:0.182073
## [464]    train-error:0.182073
## [465]    train-error:0.182073
## [466]    train-error:0.182073
## [467]    train-error:0.184874
## [468]    train-error:0.184874
## [469]    train-error:0.184874
## [470]    train-error:0.184874
## [471]    train-error:0.184874
## [472]    train-error:0.184874
## [473]    train-error:0.184874
## [474]    train-error:0.184874
## [475]    train-error:0.187675
## [476]    train-error:0.187675
## [477]    train-error:0.187675
## [478]    train-error:0.187675
## [479]    train-error:0.184874
## [480]    train-error:0.184874
## [481]    train-error:0.187675
## [482]    train-error:0.184874
## [483]    train-error:0.187675
## [484]    train-error:0.187675
## [485]    train-error:0.184874
## [486]    train-error:0.187675
## [487]    train-error:0.187675
## [488]    train-error:0.184874
## [489]    train-error:0.182073
## [490]    train-error:0.184874
## [491]    train-error:0.184874
## [492]    train-error:0.184874
## [493]    train-error:0.184874
## [494]    train-error:0.187675
## [495]    train-error:0.187675
## [496]    train-error:0.187675
## [497]    train-error:0.187675
## [498]    train-error:0.184874
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.226891
## [4]  train-error:0.226891
## [5]  train-error:0.218487
## [6]  train-error:0.218487
## [7]  train-error:0.218487
## [8]  train-error:0.218487
## [9]  train-error:0.218487
## [10] train-error:0.218487
## [11] train-error:0.218487
## [12] train-error:0.218487
## [13] train-error:0.218487
## [14] train-error:0.215686
## [15] train-error:0.215686
## [16] train-error:0.218487
## [17] train-error:0.218487
## [18] train-error:0.218487
## [19] train-error:0.215686
## [20] train-error:0.215686
## [21] train-error:0.215686
## [22] train-error:0.215686
## [23] train-error:0.218487
## [24] train-error:0.218487
## [25] train-error:0.215686
## [26] train-error:0.221289
## [27] train-error:0.218487
## [28] train-error:0.218487
## [29] train-error:0.215686
## [30] train-error:0.215686
## [31] train-error:0.218487
## [32] train-error:0.218487
## [33] train-error:0.218487
## [34] train-error:0.215686
## [35] train-error:0.215686
## [36] train-error:0.215686
## [37] train-error:0.215686
## [38] train-error:0.235294
## [39] train-error:0.232493
## [40] train-error:0.218487
## [41] train-error:0.215686
## [42] train-error:0.215686
## [43] train-error:0.218487
## [44] train-error:0.215686
## [45] train-error:0.215686
## [46] train-error:0.215686
## [47] train-error:0.215686
## [48] train-error:0.215686
## [49] train-error:0.218487
## [50] train-error:0.218487
## [51] train-error:0.218487
## [52] train-error:0.215686
## [53] train-error:0.221289
## [54] train-error:0.221289
## [55] train-error:0.221289
## [56] train-error:0.218487
## [57] train-error:0.218487
## [58] train-error:0.218487
## [59] train-error:0.215686
## [60] train-error:0.218487
## [61] train-error:0.215686
## [62] train-error:0.215686
## [63] train-error:0.212885
## [64] train-error:0.218487
## [65] train-error:0.215686
## [66] train-error:0.218487
## [67] train-error:0.218487
## [68] train-error:0.218487
## [69] train-error:0.212885
## [70] train-error:0.212885
## [71] train-error:0.212885
## [72] train-error:0.212885
## [73] train-error:0.210084
## [74] train-error:0.224090
## [75] train-error:0.221289
## [76] train-error:0.226891
## [77] train-error:0.218487
## [78] train-error:0.212885
## [79] train-error:0.212885
## [80] train-error:0.229692
## [81] train-error:0.212885
## [82] train-error:0.218487
## [83] train-error:0.207283
## [84] train-error:0.207283
## [85] train-error:0.207283
## [86] train-error:0.207283
## [87] train-error:0.218487
## [88] train-error:0.212885
## [89] train-error:0.218487
## [90] train-error:0.229692
## [91] train-error:0.229692
## [92] train-error:0.215686
## [93] train-error:0.224090
## [94] train-error:0.210084
## [95] train-error:0.212885
## [96] train-error:0.212885
## [97] train-error:0.212885
## [98] train-error:0.218487
## [99] train-error:0.218487
## [100]    train-error:0.218487
## [101]    train-error:0.218487
## [102]    train-error:0.215686
## [103]    train-error:0.212885
## [104]    train-error:0.218487
## [105]    train-error:0.215686
## [106]    train-error:0.218487
## [107]    train-error:0.218487
## [108]    train-error:0.215686
## [109]    train-error:0.215686
## [110]    train-error:0.224090
## [111]    train-error:0.224090
## [112]    train-error:0.224090
## [113]    train-error:0.226891
## [114]    train-error:0.226891
## [115]    train-error:0.224090
## [116]    train-error:0.210084
## [117]    train-error:0.207283
## [118]    train-error:0.210084
## [119]    train-error:0.207283
## [120]    train-error:0.210084
## [121]    train-error:0.212885
## [122]    train-error:0.224090
## [123]    train-error:0.218487
## [124]    train-error:0.218487
## [125]    train-error:0.218487
## [126]    train-error:0.218487
## [127]    train-error:0.218487
## [128]    train-error:0.210084
## [129]    train-error:0.207283
## [130]    train-error:0.207283
## [131]    train-error:0.207283
## [132]    train-error:0.207283
## [133]    train-error:0.207283
## [134]    train-error:0.207283
## [135]    train-error:0.207283
## [136]    train-error:0.207283
## [137]    train-error:0.207283
## [138]    train-error:0.207283
## [139]    train-error:0.207283
## [140]    train-error:0.207283
## [141]    train-error:0.207283
## [142]    train-error:0.207283
## [143]    train-error:0.210084
## [144]    train-error:0.207283
## [145]    train-error:0.207283
## [146]    train-error:0.207283
## [147]    train-error:0.207283
## [148]    train-error:0.207283
## [149]    train-error:0.207283
## [150]    train-error:0.207283
## [151]    train-error:0.207283
## [152]    train-error:0.207283
## [153]    train-error:0.207283
## [154]    train-error:0.207283
## [155]    train-error:0.207283
## [156]    train-error:0.207283
## [157]    train-error:0.207283
## [158]    train-error:0.207283
## [159]    train-error:0.207283
## [160]    train-error:0.207283
## [161]    train-error:0.207283
## [162]    train-error:0.207283
## [163]    train-error:0.207283
## [164]    train-error:0.210084
## [165]    train-error:0.212885
## [166]    train-error:0.212885
## [167]    train-error:0.210084
## [168]    train-error:0.210084
## [169]    train-error:0.210084
## [170]    train-error:0.207283
## [171]    train-error:0.215686
## [172]    train-error:0.210084
## [173]    train-error:0.198880
## [174]    train-error:0.196078
## [175]    train-error:0.196078
## [176]    train-error:0.196078
## [177]    train-error:0.196078
## [178]    train-error:0.198880
## [179]    train-error:0.201681
## [180]    train-error:0.201681
## [181]    train-error:0.201681
## [182]    train-error:0.201681
## [183]    train-error:0.201681
## [184]    train-error:0.201681
## [185]    train-error:0.204482
## [186]    train-error:0.204482
## [187]    train-error:0.198880
## [188]    train-error:0.201681
## [189]    train-error:0.201681
## [190]    train-error:0.201681
## [191]    train-error:0.201681
## [192]    train-error:0.204482
## [193]    train-error:0.201681
## [194]    train-error:0.201681
## [195]    train-error:0.201681
## [196]    train-error:0.201681
## [197]    train-error:0.201681
## [198]    train-error:0.201681
## [199]    train-error:0.201681
## [200]    train-error:0.201681
## [201]    train-error:0.201681
## [202]    train-error:0.201681
## [203]    train-error:0.201681
## [204]    train-error:0.201681
## [205]    train-error:0.201681
## [206]    train-error:0.207283
## [207]    train-error:0.207283
## [208]    train-error:0.201681
## [209]    train-error:0.207283
## [210]    train-error:0.207283
## [211]    train-error:0.207283
## [212]    train-error:0.207283
## [213]    train-error:0.204482
## [214]    train-error:0.212885
## [215]    train-error:0.210084
## [216]    train-error:0.210084
## [217]    train-error:0.210084
## [218]    train-error:0.215686
## [219]    train-error:0.215686
## [220]    train-error:0.215686
## [221]    train-error:0.215686
## [222]    train-error:0.215686
## [223]    train-error:0.215686
## [224]    train-error:0.212885
## [225]    train-error:0.212885
## [226]    train-error:0.212885
## [227]    train-error:0.215686
## [228]    train-error:0.212885
## [229]    train-error:0.212885
## [230]    train-error:0.212885
## [231]    train-error:0.212885
## [232]    train-error:0.204482
## [233]    train-error:0.193277
## [234]    train-error:0.193277
## [235]    train-error:0.193277
## [236]    train-error:0.198880
## [237]    train-error:0.204482
## [238]    train-error:0.212885
## [239]    train-error:0.212885
## [240]    train-error:0.210084
## [241]    train-error:0.207283
## [242]    train-error:0.215686
## [243]    train-error:0.215686
## [244]    train-error:0.207283
## [245]    train-error:0.207283
## [246]    train-error:0.210084
## [247]    train-error:0.212885
## [248]    train-error:0.207283
## [249]    train-error:0.204482
## [250]    train-error:0.198880
## [251]    train-error:0.190476
## [252]    train-error:0.198880
## [253]    train-error:0.196078
## [254]    train-error:0.190476
## [255]    train-error:0.187675
## [256]    train-error:0.184874
## [257]    train-error:0.187675
## [258]    train-error:0.187675
## [259]    train-error:0.187675
## [260]    train-error:0.187675
## [261]    train-error:0.187675
## [262]    train-error:0.187675
## [263]    train-error:0.187675
## [264]    train-error:0.187675
## [265]    train-error:0.190476
## [266]    train-error:0.187675
## [267]    train-error:0.190476
## [268]    train-error:0.187675
## [269]    train-error:0.184874
## [270]    train-error:0.184874
## [271]    train-error:0.187675
## [272]    train-error:0.187675
## [273]    train-error:0.184874
## [274]    train-error:0.187675
## [275]    train-error:0.187675
## [276]    train-error:0.184874
## [277]    train-error:0.187675
## [278]    train-error:0.187675
## [279]    train-error:0.187675
## [280]    train-error:0.187675
## [281]    train-error:0.190476
## [282]    train-error:0.187675
## [283]    train-error:0.190476
## [284]    train-error:0.190476
## [285]    train-error:0.190476
## [286]    train-error:0.190476
## [287]    train-error:0.187675
## [288]    train-error:0.187675
## [289]    train-error:0.187675
## [290]    train-error:0.187675
## [291]    train-error:0.187675
## [292]    train-error:0.187675
## [293]    train-error:0.190476
## [294]    train-error:0.187675
## [295]    train-error:0.190476
## [296]    train-error:0.187675
## [297]    train-error:0.190476
## [298]    train-error:0.187675
## [299]    train-error:0.190476
## [300]    train-error:0.187675
## [301]    train-error:0.190476
## [302]    train-error:0.187675
## [303]    train-error:0.187675
## [304]    train-error:0.187675
## [305]    train-error:0.190476
## [306]    train-error:0.190476
## [307]    train-error:0.190476
## [308]    train-error:0.190476
## [309]    train-error:0.198880
## [310]    train-error:0.196078
## [311]    train-error:0.196078
## [312]    train-error:0.196078
## [313]    train-error:0.196078
## [314]    train-error:0.198880
## [315]    train-error:0.198880
## [316]    train-error:0.198880
## [317]    train-error:0.198880
## [318]    train-error:0.198880
## [319]    train-error:0.196078
## [320]    train-error:0.198880
## [321]    train-error:0.196078
## [322]    train-error:0.196078
## [323]    train-error:0.196078
## [324]    train-error:0.196078
## [325]    train-error:0.196078
## [326]    train-error:0.201681
## [327]    train-error:0.201681
## [328]    train-error:0.201681
## [329]    train-error:0.201681
## [330]    train-error:0.201681
## [331]    train-error:0.196078
## [332]    train-error:0.196078
## [333]    train-error:0.196078
## [334]    train-error:0.196078
## [335]    train-error:0.201681
## [336]    train-error:0.198880
## [337]    train-error:0.198880
## [338]    train-error:0.198880
## [339]    train-error:0.198880
## [340]    train-error:0.198880
## [341]    train-error:0.198880
## [342]    train-error:0.201681
## [343]    train-error:0.201681
## [344]    train-error:0.201681
## [345]    train-error:0.198880
## [346]    train-error:0.198880
## [347]    train-error:0.193277
## [348]    train-error:0.193277
## [349]    train-error:0.190476
## [350]    train-error:0.193277
## [351]    train-error:0.193277
## [352]    train-error:0.190476
## [353]    train-error:0.190476
## [354]    train-error:0.190476
## [355]    train-error:0.190476
## [356]    train-error:0.190476
## [357]    train-error:0.190476
## [358]    train-error:0.190476
## [359]    train-error:0.190476
## [360]    train-error:0.193277
## [361]    train-error:0.193277
## [362]    train-error:0.193277
## [363]    train-error:0.193277
## [364]    train-error:0.196078
## [365]    train-error:0.198880
## [366]    train-error:0.198880
## [367]    train-error:0.198880
## [368]    train-error:0.196078
## [369]    train-error:0.196078
## [370]    train-error:0.196078
## [371]    train-error:0.196078
## [372]    train-error:0.196078
## [373]    train-error:0.193277
## [374]    train-error:0.190476
## [375]    train-error:0.190476
## [376]    train-error:0.190476
## [377]    train-error:0.187675
## [378]    train-error:0.187675
## [379]    train-error:0.184874
## [380]    train-error:0.184874
## [381]    train-error:0.184874
## [382]    train-error:0.187675
## [383]    train-error:0.187675
## [384]    train-error:0.187675
## [385]    train-error:0.184874
## [386]    train-error:0.187675
## [387]    train-error:0.184874
## [388]    train-error:0.184874
## [389]    train-error:0.184874
## [390]    train-error:0.182073
## [391]    train-error:0.184874
## [392]    train-error:0.184874
## [393]    train-error:0.184874
## [394]    train-error:0.184874
## [395]    train-error:0.184874
## [396]    train-error:0.187675
## [397]    train-error:0.184874
## [398]    train-error:0.184874
## [399]    train-error:0.184874
## [400]    train-error:0.184874
## [401]    train-error:0.182073
## [402]    train-error:0.184874
## [403]    train-error:0.184874
## [404]    train-error:0.184874
## [405]    train-error:0.184874
## [406]    train-error:0.184874
## [407]    train-error:0.193277
## [408]    train-error:0.193277
## [409]    train-error:0.193277
## [410]    train-error:0.187675
## [411]    train-error:0.193277
## [412]    train-error:0.196078
## [413]    train-error:0.187675
## [414]    train-error:0.187675
## [415]    train-error:0.187675
## [416]    train-error:0.187675
## [417]    train-error:0.193277
## [418]    train-error:0.196078
## [419]    train-error:0.193277
## [420]    train-error:0.193277
## [421]    train-error:0.196078
## [422]    train-error:0.193277
## [423]    train-error:0.201681
## [424]    train-error:0.201681
## [425]    train-error:0.201681
## [426]    train-error:0.190476
## [427]    train-error:0.198880
## [428]    train-error:0.201681
## [429]    train-error:0.201681
## [430]    train-error:0.193277
## [431]    train-error:0.193277
## [432]    train-error:0.193277
## [433]    train-error:0.198880
## [434]    train-error:0.193277
## [435]    train-error:0.193277
## [436]    train-error:0.193277
## [437]    train-error:0.198880
## [438]    train-error:0.190476
## [439]    train-error:0.190476
## [440]    train-error:0.198880
## [441]    train-error:0.198880
## [442]    train-error:0.193277
## [443]    train-error:0.193277
## [444]    train-error:0.193277
## [445]    train-error:0.198880
## [446]    train-error:0.198880
## [447]    train-error:0.193277
## [448]    train-error:0.193277
## [449]    train-error:0.193277
## [450]    train-error:0.190476
## [451]    train-error:0.187675
## [452]    train-error:0.187675
## [453]    train-error:0.190476
## [454]    train-error:0.190476
## [455]    train-error:0.193277
## [456]    train-error:0.193277
## [457]    train-error:0.187675
## [458]    train-error:0.187675
## [459]    train-error:0.190476
## [460]    train-error:0.190476
## [461]    train-error:0.193277
## [462]    train-error:0.193277
## [463]    train-error:0.196078
## [464]    train-error:0.196078
## [465]    train-error:0.196078
## [466]    train-error:0.193277
## [467]    train-error:0.198880
## [468]    train-error:0.190476
## [469]    train-error:0.190476
## [470]    train-error:0.190476
## [471]    train-error:0.190476
## [472]    train-error:0.190476
## [473]    train-error:0.190476
## [474]    train-error:0.187675
## [475]    train-error:0.187675
## [476]    train-error:0.187675
## [477]    train-error:0.196078
## [478]    train-error:0.196078
## [479]    train-error:0.187675
## [480]    train-error:0.190476
## [481]    train-error:0.187675
## [482]    train-error:0.196078
## [483]    train-error:0.198880
## [484]    train-error:0.193277
## [485]    train-error:0.193277
## [486]    train-error:0.198880
## [487]    train-error:0.193277
## [488]    train-error:0.190476
## [489]    train-error:0.198880
## [490]    train-error:0.196078
## [491]    train-error:0.196078
## [492]    train-error:0.190476
## [493]    train-error:0.190476
## [494]    train-error:0.196078
## [495]    train-error:0.190476
## [496]    train-error:0.193277
## [497]    train-error:0.196078
## [498]    train-error:0.201681
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.198324
## [9]  train-error:0.195531
## [10] train-error:0.192737
## [11] train-error:0.189944
## [12] train-error:0.195531
## [13] train-error:0.195531
## [14] train-error:0.195531
## [15] train-error:0.187151
## [16] train-error:0.195531
## [17] train-error:0.189944
## [18] train-error:0.192737
## [19] train-error:0.189944
## [20] train-error:0.195531
## [21] train-error:0.184358
## [22] train-error:0.189944
## [23] train-error:0.181564
## [24] train-error:0.187151
## [25] train-error:0.178771
## [26] train-error:0.184358
## [27] train-error:0.178771
## [28] train-error:0.181564
## [29] train-error:0.178771
## [30] train-error:0.175978
## [31] train-error:0.170391
## [32] train-error:0.173184
## [33] train-error:0.175978
## [34] train-error:0.173184
## [35] train-error:0.181564
## [36] train-error:0.173184
## [37] train-error:0.170391
## [38] train-error:0.170391
## [39] train-error:0.170391
## [40] train-error:0.167598
## [41] train-error:0.167598
## [42] train-error:0.167598
## [43] train-error:0.173184
## [44] train-error:0.173184
## [45] train-error:0.170391
## [46] train-error:0.170391
## [47] train-error:0.170391
## [48] train-error:0.170391
## [49] train-error:0.167598
## [50] train-error:0.170391
## [51] train-error:0.164804
## [52] train-error:0.173184
## [53] train-error:0.173184
## [54] train-error:0.167598
## [55] train-error:0.164804
## [56] train-error:0.167598
## [57] train-error:0.173184
## [58] train-error:0.175978
## [59] train-error:0.175978
## [60] train-error:0.173184
## [61] train-error:0.164804
## [62] train-error:0.159218
## [63] train-error:0.156425
## [64] train-error:0.156425
## [65] train-error:0.159218
## [66] train-error:0.156425
## [67] train-error:0.164804
## [68] train-error:0.173184
## [69] train-error:0.162011
## [70] train-error:0.162011
## [71] train-error:0.164804
## [72] train-error:0.167598
## [73] train-error:0.164804
## [74] train-error:0.164804
## [75] train-error:0.175978
## [76] train-error:0.173184
## [77] train-error:0.164804
## [78] train-error:0.164804
## [79] train-error:0.164804
## [80] train-error:0.162011
## [81] train-error:0.164804
## [82] train-error:0.164804
## [83] train-error:0.162011
## [84] train-error:0.159218
## [85] train-error:0.156425
## [86] train-error:0.164804
## [87] train-error:0.162011
## [88] train-error:0.164804
## [89] train-error:0.162011
## [90] train-error:0.162011
## [91] train-error:0.159218
## [92] train-error:0.162011
## [93] train-error:0.162011
## [94] train-error:0.162011
## [95] train-error:0.162011
## [96] train-error:0.159218
## [97] train-error:0.167598
## [98] train-error:0.170391
## [99] train-error:0.167598
## [100]    train-error:0.170391
## [101]    train-error:0.167598
## [102]    train-error:0.159218
## [103]    train-error:0.156425
## [104]    train-error:0.173184
## [105]    train-error:0.170391
## [106]    train-error:0.175978
## [107]    train-error:0.170391
## [108]    train-error:0.162011
## [109]    train-error:0.170391
## [110]    train-error:0.167598
## [111]    train-error:0.164804
## [112]    train-error:0.164804
## [113]    train-error:0.159218
## [114]    train-error:0.164804
## [115]    train-error:0.156425
## [116]    train-error:0.162011
## [117]    train-error:0.162011
## [118]    train-error:0.164804
## [119]    train-error:0.156425
## [120]    train-error:0.148045
## [121]    train-error:0.150838
## [122]    train-error:0.150838
## [123]    train-error:0.153631
## [124]    train-error:0.156425
## [125]    train-error:0.153631
## [126]    train-error:0.156425
## [127]    train-error:0.159218
## [128]    train-error:0.164804
## [129]    train-error:0.170391
## [130]    train-error:0.164804
## [131]    train-error:0.162011
## [132]    train-error:0.150838
## [133]    train-error:0.156425
## [134]    train-error:0.159218
## [135]    train-error:0.153631
## [136]    train-error:0.156425
## [137]    train-error:0.153631
## [138]    train-error:0.153631
## [139]    train-error:0.156425
## [140]    train-error:0.153631
## [141]    train-error:0.159218
## [142]    train-error:0.153631
## [143]    train-error:0.153631
## [144]    train-error:0.148045
## [145]    train-error:0.145251
## [146]    train-error:0.156425
## [147]    train-error:0.148045
## [148]    train-error:0.148045
## [149]    train-error:0.145251
## [150]    train-error:0.156425
## [151]    train-error:0.159218
## [152]    train-error:0.153631
## [153]    train-error:0.159218
## [154]    train-error:0.156425
## [155]    train-error:0.156425
## [156]    train-error:0.150838
## [157]    train-error:0.148045
## [158]    train-error:0.148045
## [159]    train-error:0.148045
## [160]    train-error:0.153631
## [161]    train-error:0.156425
## [162]    train-error:0.153631
## [163]    train-error:0.156425
## [164]    train-error:0.153631
## [165]    train-error:0.150838
## [166]    train-error:0.150838
## [167]    train-error:0.156425
## [168]    train-error:0.156425
## [169]    train-error:0.153631
## [170]    train-error:0.150838
## [171]    train-error:0.153631
## [172]    train-error:0.148045
## [173]    train-error:0.148045
## [174]    train-error:0.150838
## [175]    train-error:0.145251
## [176]    train-error:0.145251
## [177]    train-error:0.142458
## [178]    train-error:0.145251
## [179]    train-error:0.145251
## [180]    train-error:0.148045
## [181]    train-error:0.153631
## [182]    train-error:0.159218
## [183]    train-error:0.153631
## [184]    train-error:0.159218
## [185]    train-error:0.153631
## [186]    train-error:0.159218
## [187]    train-error:0.156425
## [188]    train-error:0.153631
## [189]    train-error:0.150838
## [190]    train-error:0.156425
## [191]    train-error:0.156425
## [192]    train-error:0.148045
## [193]    train-error:0.148045
## [194]    train-error:0.145251
## [195]    train-error:0.148045
## [196]    train-error:0.150838
## [197]    train-error:0.153631
## [198]    train-error:0.148045
## [199]    train-error:0.145251
## [200]    train-error:0.142458
## [201]    train-error:0.142458
## [202]    train-error:0.145251
## [203]    train-error:0.145251
## [204]    train-error:0.142458
## [205]    train-error:0.142458
## [206]    train-error:0.148045
## [207]    train-error:0.148045
## [208]    train-error:0.145251
## [209]    train-error:0.148045
## [210]    train-error:0.145251
## [211]    train-error:0.142458
## [212]    train-error:0.139665
## [213]    train-error:0.142458
## [214]    train-error:0.145251
## [215]    train-error:0.145251
## [216]    train-error:0.139665
## [217]    train-error:0.142458
## [218]    train-error:0.145251
## [219]    train-error:0.148045
## [220]    train-error:0.142458
## [221]    train-error:0.145251
## [222]    train-error:0.145251
## [223]    train-error:0.142458
## [224]    train-error:0.139665
## [225]    train-error:0.136872
## [226]    train-error:0.139665
## [227]    train-error:0.139665
## [228]    train-error:0.139665
## [229]    train-error:0.139665
## [230]    train-error:0.128492
## [231]    train-error:0.131285
## [232]    train-error:0.139665
## [233]    train-error:0.139665
## [234]    train-error:0.139665
## [235]    train-error:0.142458
## [236]    train-error:0.131285
## [237]    train-error:0.136872
## [238]    train-error:0.136872
## [239]    train-error:0.136872
## [240]    train-error:0.134078
## [241]    train-error:0.131285
## [242]    train-error:0.134078
## [243]    train-error:0.139665
## [244]    train-error:0.136872
## [245]    train-error:0.134078
## [246]    train-error:0.134078
## [247]    train-error:0.134078
## [248]    train-error:0.134078
## [249]    train-error:0.136872
## [250]    train-error:0.139665
## [251]    train-error:0.148045
## [252]    train-error:0.148045
## [253]    train-error:0.148045
## [254]    train-error:0.148045
## [255]    train-error:0.150838
## [256]    train-error:0.148045
## [257]    train-error:0.148045
## [258]    train-error:0.145251
## [259]    train-error:0.148045
## [260]    train-error:0.145251
## [261]    train-error:0.145251
## [262]    train-error:0.145251
## [263]    train-error:0.148045
## [264]    train-error:0.142458
## [265]    train-error:0.145251
## [266]    train-error:0.148045
## [267]    train-error:0.134078
## [268]    train-error:0.136872
## [269]    train-error:0.134078
## [270]    train-error:0.134078
## [271]    train-error:0.136872
## [272]    train-error:0.134078
## [273]    train-error:0.136872
## [274]    train-error:0.136872
## [275]    train-error:0.139665
## [276]    train-error:0.142458
## [277]    train-error:0.139665
## [278]    train-error:0.139665
## [279]    train-error:0.142458
## [280]    train-error:0.139665
## [281]    train-error:0.142458
## [282]    train-error:0.145251
## [283]    train-error:0.139665
## [284]    train-error:0.148045
## [285]    train-error:0.145251
## [286]    train-error:0.142458
## [287]    train-error:0.139665
## [288]    train-error:0.136872
## [289]    train-error:0.136872
## [290]    train-error:0.142458
## [291]    train-error:0.139665
## [292]    train-error:0.145251
## [293]    train-error:0.142458
## [294]    train-error:0.139665
## [295]    train-error:0.145251
## [296]    train-error:0.142458
## [297]    train-error:0.139665
## [298]    train-error:0.142458
## [299]    train-error:0.142458
## [300]    train-error:0.139665
## [301]    train-error:0.142458
## [302]    train-error:0.139665
## [303]    train-error:0.139665
## [304]    train-error:0.136872
## [305]    train-error:0.142458
## [306]    train-error:0.148045
## [307]    train-error:0.145251
## [308]    train-error:0.148045
## [309]    train-error:0.142458
## [310]    train-error:0.148045
## [311]    train-error:0.142458
## [312]    train-error:0.145251
## [313]    train-error:0.145251
## [314]    train-error:0.142458
## [315]    train-error:0.139665
## [316]    train-error:0.150838
## [317]    train-error:0.139665
## [318]    train-error:0.139665
## [319]    train-error:0.134078
## [320]    train-error:0.134078
## [321]    train-error:0.134078
## [322]    train-error:0.136872
## [323]    train-error:0.139665
## [324]    train-error:0.136872
## [325]    train-error:0.134078
## [326]    train-error:0.136872
## [327]    train-error:0.134078
## [328]    train-error:0.128492
## [329]    train-error:0.134078
## [330]    train-error:0.131285
## [331]    train-error:0.136872
## [332]    train-error:0.131285
## [333]    train-error:0.131285
## [334]    train-error:0.142458
## [335]    train-error:0.142458
## [336]    train-error:0.139665
## [337]    train-error:0.142458
## [338]    train-error:0.136872
## [339]    train-error:0.139665
## [340]    train-error:0.139665
## [341]    train-error:0.142458
## [342]    train-error:0.136872
## [343]    train-error:0.139665
## [344]    train-error:0.142458
## [345]    train-error:0.142458
## [346]    train-error:0.139665
## [347]    train-error:0.131285
## [348]    train-error:0.136872
## [349]    train-error:0.134078
## [350]    train-error:0.134078
## [351]    train-error:0.139665
## [352]    train-error:0.139665
## [353]    train-error:0.139665
## [354]    train-error:0.142458
## [355]    train-error:0.139665
## [356]    train-error:0.139665
## [357]    train-error:0.142458
## [358]    train-error:0.145251
## [359]    train-error:0.139665
## [360]    train-error:0.134078
## [361]    train-error:0.136872
## [362]    train-error:0.134078
## [363]    train-error:0.142458
## [364]    train-error:0.134078
## [365]    train-error:0.139665
## [366]    train-error:0.142458
## [367]    train-error:0.131285
## [368]    train-error:0.134078
## [369]    train-error:0.136872
## [370]    train-error:0.125698
## [371]    train-error:0.128492
## [372]    train-error:0.134078
## [373]    train-error:0.131285
## [374]    train-error:0.128492
## [375]    train-error:0.131285
## [376]    train-error:0.128492
## [377]    train-error:0.125698
## [378]    train-error:0.122905
## [379]    train-error:0.120112
## [380]    train-error:0.108939
## [381]    train-error:0.111732
## [382]    train-error:0.122905
## [383]    train-error:0.125698
## [384]    train-error:0.128492
## [385]    train-error:0.125698
## [386]    train-error:0.131285
## [387]    train-error:0.128492
## [388]    train-error:0.128492
## [389]    train-error:0.128492
## [390]    train-error:0.120112
## [391]    train-error:0.117318
## [392]    train-error:0.117318
## [393]    train-error:0.117318
## [394]    train-error:0.122905
## [395]    train-error:0.125698
## [396]    train-error:0.125698
## [397]    train-error:0.122905
## [398]    train-error:0.122905
## [399]    train-error:0.117318
## [400]    train-error:0.120112
## [401]    train-error:0.125698
## [402]    train-error:0.120112
## [403]    train-error:0.117318
## [404]    train-error:0.125698
## [405]    train-error:0.120112
## [406]    train-error:0.122905
## [407]    train-error:0.128492
## [408]    train-error:0.128492
## [409]    train-error:0.131285
## [410]    train-error:0.125698
## [411]    train-error:0.122905
## [412]    train-error:0.122905
## [413]    train-error:0.120112
## [414]    train-error:0.117318
## [415]    train-error:0.120112
## [416]    train-error:0.114525
## [417]    train-error:0.114525
## [418]    train-error:0.114525
## [419]    train-error:0.114525
## [420]    train-error:0.117318
## [421]    train-error:0.122905
## [422]    train-error:0.120112
## [423]    train-error:0.122905
## [424]    train-error:0.125698
## [425]    train-error:0.131285
## [426]    train-error:0.125698
## [427]    train-error:0.128492
## [428]    train-error:0.136872
## [429]    train-error:0.131285
## [430]    train-error:0.131285
## [431]    train-error:0.128492
## [432]    train-error:0.131285
## [433]    train-error:0.131285
## [434]    train-error:0.125698
## [435]    train-error:0.120112
## [436]    train-error:0.117318
## [437]    train-error:0.117318
## [438]    train-error:0.122905
## [439]    train-error:0.125698
## [440]    train-error:0.125698
## [441]    train-error:0.128492
## [442]    train-error:0.122905
## [443]    train-error:0.128492
## [444]    train-error:0.122905
## [445]    train-error:0.120112
## [446]    train-error:0.117318
## [447]    train-error:0.114525
## [448]    train-error:0.120112
## [449]    train-error:0.117318
## [450]    train-error:0.122905
## [451]    train-error:0.117318
## [452]    train-error:0.114525
## [453]    train-error:0.117318
## [454]    train-error:0.114525
## [455]    train-error:0.120112
## [456]    train-error:0.128492
## [457]    train-error:0.122905
## [458]    train-error:0.120112
## [459]    train-error:0.117318
## [460]    train-error:0.120112
## [461]    train-error:0.125698
## [462]    train-error:0.120112
## [463]    train-error:0.122905
## [464]    train-error:0.122905
## [465]    train-error:0.128492
## [466]    train-error:0.120112
## [467]    train-error:0.125698
## [468]    train-error:0.128492
## [469]    train-error:0.131285
## [470]    train-error:0.125698
## [471]    train-error:0.128492
## [472]    train-error:0.122905
## [473]    train-error:0.125698
## [474]    train-error:0.125698
## [475]    train-error:0.117318
## [476]    train-error:0.125698
## [477]    train-error:0.120112
## [478]    train-error:0.117318
## [479]    train-error:0.114525
## [480]    train-error:0.117318
## [481]    train-error:0.114525
## [482]    train-error:0.117318
## [483]    train-error:0.120112
## [484]    train-error:0.122905
## [485]    train-error:0.120112
## [486]    train-error:0.120112
## [487]    train-error:0.125698
## [488]    train-error:0.114525
## [489]    train-error:0.106145
## [490]    train-error:0.125698
## [491]    train-error:0.120112
## [492]    train-error:0.120112
## [493]    train-error:0.120112
## [494]    train-error:0.117318
## [495]    train-error:0.120112
## [496]    train-error:0.114525
## [497]    train-error:0.111732
## [498]    train-error:0.108939
## [499]    train-error:0.114525
## [500]    train-error:0.111732
## [501]    train-error:0.108939
## [502]    train-error:0.108939
## [503]    train-error:0.117318
## [504]    train-error:0.114525
## [505]    train-error:0.122905
## [506]    train-error:0.117318
## [507]    train-error:0.120112
## [508]    train-error:0.117318
## [509]    train-error:0.117318
## [510]    train-error:0.117318
## [511]    train-error:0.114525
## [512]    train-error:0.117318
## [513]    train-error:0.114525
## [514]    train-error:0.114525
## [515]    train-error:0.117318
## [516]    train-error:0.117318
## [517]    train-error:0.117318
## [518]    train-error:0.114525
## [519]    train-error:0.120112
## [520]    train-error:0.122905
## [521]    train-error:0.114525
## [522]    train-error:0.103352
## [523]    train-error:0.111732
## [524]    train-error:0.114525
## [525]    train-error:0.117318
## [526]    train-error:0.114525
## [527]    train-error:0.108939
## [528]    train-error:0.120112
## [529]    train-error:0.117318
## [530]    train-error:0.114525
## [531]    train-error:0.111732
## [532]    train-error:0.111732
## [533]    train-error:0.111732
## [534]    train-error:0.114525
## [535]    train-error:0.100559
## [536]    train-error:0.097765
## [537]    train-error:0.103352
## [538]    train-error:0.120112
## [539]    train-error:0.100559
## [540]    train-error:0.103352
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.187675
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.190476
## [9]  train-error:0.193277
## [10] train-error:0.182073
## [11] train-error:0.170868
## [12] train-error:0.176471
## [13] train-error:0.176471
## [14] train-error:0.176471
## [15] train-error:0.151261
## [16] train-error:0.151261
## [17] train-error:0.159664
## [18] train-error:0.162465
## [19] train-error:0.156863
## [20] train-error:0.168067
## [21] train-error:0.145658
## [22] train-error:0.173669
## [23] train-error:0.179272
## [24] train-error:0.170868
## [25] train-error:0.170868
## [26] train-error:0.162465
## [27] train-error:0.162465
## [28] train-error:0.156863
## [29] train-error:0.159664
## [30] train-error:0.159664
## [31] train-error:0.151261
## [32] train-error:0.159664
## [33] train-error:0.156863
## [34] train-error:0.151261
## [35] train-error:0.151261
## [36] train-error:0.156863
## [37] train-error:0.154062
## [38] train-error:0.145658
## [39] train-error:0.148459
## [40] train-error:0.134454
## [41] train-error:0.140056
## [42] train-error:0.156863
## [43] train-error:0.140056
## [44] train-error:0.131653
## [45] train-error:0.142857
## [46] train-error:0.134454
## [47] train-error:0.126050
## [48] train-error:0.123249
## [49] train-error:0.134454
## [50] train-error:0.131653
## [51] train-error:0.134454
## [52] train-error:0.142857
## [53] train-error:0.148459
## [54] train-error:0.142857
## [55] train-error:0.142857
## [56] train-error:0.140056
## [57] train-error:0.140056
## [58] train-error:0.131653
## [59] train-error:0.137255
## [60] train-error:0.128852
## [61] train-error:0.126050
## [62] train-error:0.126050
## [63] train-error:0.126050
## [64] train-error:0.134454
## [65] train-error:0.126050
## [66] train-error:0.112045
## [67] train-error:0.117647
## [68] train-error:0.126050
## [69] train-error:0.128852
## [70] train-error:0.126050
## [71] train-error:0.134454
## [72] train-error:0.128852
## [73] train-error:0.134454
## [74] train-error:0.131653
## [75] train-error:0.131653
## [76] train-error:0.128852
## [77] train-error:0.128852
## [78] train-error:0.128852
## [79] train-error:0.126050
## [80] train-error:0.123249
## [81] train-error:0.131653
## [82] train-error:0.128852
## [83] train-error:0.128852
## [84] train-error:0.123249
## [85] train-error:0.123249
## [86] train-error:0.117647
## [87] train-error:0.128852
## [88] train-error:0.120448
## [89] train-error:0.123249
## [90] train-error:0.120448
## [91] train-error:0.114846
## [92] train-error:0.120448
## [93] train-error:0.126050
## [94] train-error:0.126050
## [95] train-error:0.126050
## [96] train-error:0.126050
## [97] train-error:0.126050
## [98] train-error:0.117647
## [99] train-error:0.112045
## [100]    train-error:0.112045
## [101]    train-error:0.114846
## [102]    train-error:0.120448
## [103]    train-error:0.109244
## [104]    train-error:0.114846
## [105]    train-error:0.114846
## [106]    train-error:0.117647
## [107]    train-error:0.114846
## [108]    train-error:0.109244
## [109]    train-error:0.117647
## [110]    train-error:0.117647
## [111]    train-error:0.114846
## [112]    train-error:0.112045
## [113]    train-error:0.126050
## [114]    train-error:0.140056
## [115]    train-error:0.128852
## [116]    train-error:0.126050
## [117]    train-error:0.128852
## [118]    train-error:0.117647
## [119]    train-error:0.123249
## [120]    train-error:0.123249
## [121]    train-error:0.120448
## [122]    train-error:0.117647
## [123]    train-error:0.117647
## [124]    train-error:0.126050
## [125]    train-error:0.123249
## [126]    train-error:0.123249
## [127]    train-error:0.117647
## [128]    train-error:0.123249
## [129]    train-error:0.126050
## [130]    train-error:0.128852
## [131]    train-error:0.123249
## [132]    train-error:0.131653
## [133]    train-error:0.117647
## [134]    train-error:0.126050
## [135]    train-error:0.126050
## [136]    train-error:0.126050
## [137]    train-error:0.126050
## [138]    train-error:0.128852
## [139]    train-error:0.126050
## [140]    train-error:0.131653
## [141]    train-error:0.120448
## [142]    train-error:0.126050
## [143]    train-error:0.123249
## [144]    train-error:0.126050
## [145]    train-error:0.117647
## [146]    train-error:0.117647
## [147]    train-error:0.120448
## [148]    train-error:0.114846
## [149]    train-error:0.126050
## [150]    train-error:0.123249
## [151]    train-error:0.126050
## [152]    train-error:0.120448
## [153]    train-error:0.120448
## [154]    train-error:0.114846
## [155]    train-error:0.126050
## [156]    train-error:0.120448
## [157]    train-error:0.123249
## [158]    train-error:0.123249
## [159]    train-error:0.120448
## [160]    train-error:0.120448
## [161]    train-error:0.114846
## [162]    train-error:0.120448
## [163]    train-error:0.117647
## [164]    train-error:0.117647
## [165]    train-error:0.114846
## [166]    train-error:0.117647
## [167]    train-error:0.112045
## [168]    train-error:0.114846
## [169]    train-error:0.114846
## [170]    train-error:0.120448
## [171]    train-error:0.117647
## [172]    train-error:0.117647
## [173]    train-error:0.114846
## [174]    train-error:0.109244
## [175]    train-error:0.120448
## [176]    train-error:0.117647
## [177]    train-error:0.120448
## [178]    train-error:0.120448
## [179]    train-error:0.123249
## [180]    train-error:0.117647
## [181]    train-error:0.117647
## [182]    train-error:0.120448
## [183]    train-error:0.120448
## [184]    train-error:0.117647
## [185]    train-error:0.114846
## [186]    train-error:0.117647
## [187]    train-error:0.120448
## [188]    train-error:0.114846
## [189]    train-error:0.123249
## [190]    train-error:0.114846
## [191]    train-error:0.117647
## [192]    train-error:0.120448
## [193]    train-error:0.120448
## [194]    train-error:0.120448
## [195]    train-error:0.120448
## [196]    train-error:0.112045
## [197]    train-error:0.109244
## [198]    train-error:0.112045
## [199]    train-error:0.109244
## [200]    train-error:0.106443
## [201]    train-error:0.109244
## [202]    train-error:0.103641
## [203]    train-error:0.106443
## [204]    train-error:0.106443
## [205]    train-error:0.103641
## [206]    train-error:0.117647
## [207]    train-error:0.103641
## [208]    train-error:0.109244
## [209]    train-error:0.109244
## [210]    train-error:0.100840
## [211]    train-error:0.106443
## [212]    train-error:0.109244
## [213]    train-error:0.109244
## [214]    train-error:0.106443
## [215]    train-error:0.106443
## [216]    train-error:0.109244
## [217]    train-error:0.106443
## [218]    train-error:0.106443
## [219]    train-error:0.106443
## [220]    train-error:0.106443
## [221]    train-error:0.100840
## [222]    train-error:0.098039
## [223]    train-error:0.100840
## [224]    train-error:0.103641
## [225]    train-error:0.100840
## [226]    train-error:0.106443
## [227]    train-error:0.106443
## [228]    train-error:0.109244
## [229]    train-error:0.109244
## [230]    train-error:0.114846
## [231]    train-error:0.112045
## [232]    train-error:0.112045
## [233]    train-error:0.112045
## [234]    train-error:0.114846
## [235]    train-error:0.103641
## [236]    train-error:0.109244
## [237]    train-error:0.109244
## [238]    train-error:0.100840
## [239]    train-error:0.106443
## [240]    train-error:0.100840
## [241]    train-error:0.106443
## [242]    train-error:0.112045
## [243]    train-error:0.112045
## [244]    train-error:0.112045
## [245]    train-error:0.117647
## [246]    train-error:0.112045
## [247]    train-error:0.120448
## [248]    train-error:0.117647
## [249]    train-error:0.120448
## [250]    train-error:0.120448
## [251]    train-error:0.123249
## [252]    train-error:0.120448
## [253]    train-error:0.120448
## [254]    train-error:0.123249
## [255]    train-error:0.117647
## [256]    train-error:0.120448
## [257]    train-error:0.120448
## [258]    train-error:0.117647
## [259]    train-error:0.114846
## [260]    train-error:0.117647
## [261]    train-error:0.117647
## [262]    train-error:0.112045
## [263]    train-error:0.117647
## [264]    train-error:0.114846
## [265]    train-error:0.112045
## [266]    train-error:0.114846
## [267]    train-error:0.114846
## [268]    train-error:0.114846
## [269]    train-error:0.109244
## [270]    train-error:0.109244
## [271]    train-error:0.117647
## [272]    train-error:0.114846
## [273]    train-error:0.112045
## [274]    train-error:0.112045
## [275]    train-error:0.106443
## [276]    train-error:0.106443
## [277]    train-error:0.117647
## [278]    train-error:0.114846
## [279]    train-error:0.114846
## [280]    train-error:0.112045
## [281]    train-error:0.114846
## [282]    train-error:0.114846
## [283]    train-error:0.112045
## [284]    train-error:0.112045
## [285]    train-error:0.117647
## [286]    train-error:0.114846
## [287]    train-error:0.120448
## [288]    train-error:0.120448
## [289]    train-error:0.120448
## [290]    train-error:0.117647
## [291]    train-error:0.123249
## [292]    train-error:0.123249
## [293]    train-error:0.123249
## [294]    train-error:0.120448
## [295]    train-error:0.123249
## [296]    train-error:0.123249
## [297]    train-error:0.126050
## [298]    train-error:0.123249
## [299]    train-error:0.117647
## [300]    train-error:0.114846
## [301]    train-error:0.114846
## [302]    train-error:0.117647
## [303]    train-error:0.112045
## [304]    train-error:0.114846
## [305]    train-error:0.114846
## [306]    train-error:0.112045
## [307]    train-error:0.114846
## [308]    train-error:0.106443
## [309]    train-error:0.106443
## [310]    train-error:0.112045
## [311]    train-error:0.106443
## [312]    train-error:0.109244
## [313]    train-error:0.109244
## [314]    train-error:0.100840
## [315]    train-error:0.106443
## [316]    train-error:0.106443
## [317]    train-error:0.106443
## [318]    train-error:0.106443
## [319]    train-error:0.106443
## [320]    train-error:0.109244
## [321]    train-error:0.112045
## [322]    train-error:0.117647
## [323]    train-error:0.117647
## [324]    train-error:0.117647
## [325]    train-error:0.117647
## [326]    train-error:0.114846
## [327]    train-error:0.120448
## [328]    train-error:0.123249
## [329]    train-error:0.120448
## [330]    train-error:0.117647
## [331]    train-error:0.112045
## [332]    train-error:0.114846
## [333]    train-error:0.114846
## [334]    train-error:0.117647
## [335]    train-error:0.112045
## [336]    train-error:0.114846
## [337]    train-error:0.109244
## [338]    train-error:0.117647
## [339]    train-error:0.109244
## [340]    train-error:0.112045
## [341]    train-error:0.109244
## [342]    train-error:0.114846
## [343]    train-error:0.112045
## [344]    train-error:0.109244
## [345]    train-error:0.109244
## [346]    train-error:0.109244
## [347]    train-error:0.112045
## [348]    train-error:0.112045
## [349]    train-error:0.106443
## [350]    train-error:0.103641
## [351]    train-error:0.100840
## [352]    train-error:0.100840
## [353]    train-error:0.106443
## [354]    train-error:0.100840
## [355]    train-error:0.098039
## [356]    train-error:0.100840
## [357]    train-error:0.100840
## [358]    train-error:0.095238
## [359]    train-error:0.095238
## [360]    train-error:0.103641
## [361]    train-error:0.114846
## [362]    train-error:0.109244
## [363]    train-error:0.114846
## [364]    train-error:0.109244
## [365]    train-error:0.106443
## [366]    train-error:0.109244
## [367]    train-error:0.112045
## [368]    train-error:0.106443
## [369]    train-error:0.106443
## [370]    train-error:0.103641
## [371]    train-error:0.109244
## [372]    train-error:0.103641
## [373]    train-error:0.103641
## [374]    train-error:0.098039
## [375]    train-error:0.100840
## [376]    train-error:0.100840
## [377]    train-error:0.100840
## [378]    train-error:0.109244
## [379]    train-error:0.103641
## [380]    train-error:0.106443
## [381]    train-error:0.109244
## [382]    train-error:0.109244
## [383]    train-error:0.106443
## [384]    train-error:0.106443
## [385]    train-error:0.103641
## [386]    train-error:0.103641
## [387]    train-error:0.103641
## [388]    train-error:0.103641
## [389]    train-error:0.100840
## [390]    train-error:0.103641
## [391]    train-error:0.100840
## [392]    train-error:0.100840
## [393]    train-error:0.100840
## [394]    train-error:0.106443
## [395]    train-error:0.095238
## [396]    train-error:0.106443
## [397]    train-error:0.109244
## [398]    train-error:0.112045
## [399]    train-error:0.106443
## [400]    train-error:0.103641
## [401]    train-error:0.098039
## [402]    train-error:0.103641
## [403]    train-error:0.100840
## [404]    train-error:0.098039
## [405]    train-error:0.095238
## [406]    train-error:0.095238
## [407]    train-error:0.095238
## [408]    train-error:0.100840
## [409]    train-error:0.103641
## [410]    train-error:0.100840
## [411]    train-error:0.092437
## [412]    train-error:0.100840
## [413]    train-error:0.098039
## [414]    train-error:0.098039
## [415]    train-error:0.098039
## [416]    train-error:0.095238
## [417]    train-error:0.095238
## [418]    train-error:0.095238
## [419]    train-error:0.100840
## [420]    train-error:0.103641
## [421]    train-error:0.098039
## [422]    train-error:0.095238
## [423]    train-error:0.092437
## [424]    train-error:0.103641
## [425]    train-error:0.098039
## [426]    train-error:0.100840
## [427]    train-error:0.092437
## [428]    train-error:0.098039
## [429]    train-error:0.098039
## [430]    train-error:0.098039
## [431]    train-error:0.100840
## [432]    train-error:0.098039
## [433]    train-error:0.098039
## [434]    train-error:0.106443
## [435]    train-error:0.109244
## [436]    train-error:0.109244
## [437]    train-error:0.109244
## [438]    train-error:0.112045
## [439]    train-error:0.112045
## [440]    train-error:0.109244
## [441]    train-error:0.106443
## [442]    train-error:0.103641
## [443]    train-error:0.103641
## [444]    train-error:0.098039
## [445]    train-error:0.103641
## [446]    train-error:0.100840
## [447]    train-error:0.100840
## [448]    train-error:0.098039
## [449]    train-error:0.106443
## [450]    train-error:0.103641
## [451]    train-error:0.103641
## [452]    train-error:0.103641
## [453]    train-error:0.103641
## [454]    train-error:0.109244
## [455]    train-error:0.109244
## [456]    train-error:0.106443
## [457]    train-error:0.109244
## [458]    train-error:0.109244
## [459]    train-error:0.109244
## [460]    train-error:0.109244
## [461]    train-error:0.106443
## [462]    train-error:0.114846
## [463]    train-error:0.106443
## [464]    train-error:0.112045
## [465]    train-error:0.106443
## [466]    train-error:0.098039
## [467]    train-error:0.103641
## [468]    train-error:0.106443
## [469]    train-error:0.109244
## [470]    train-error:0.117647
## [471]    train-error:0.112045
## [472]    train-error:0.106443
## [473]    train-error:0.106443
## [474]    train-error:0.109244
## [475]    train-error:0.109244
## [476]    train-error:0.106443
## [477]    train-error:0.106443
## [478]    train-error:0.112045
## [479]    train-error:0.112045
## [480]    train-error:0.112045
## [481]    train-error:0.109244
## [482]    train-error:0.100840
## [483]    train-error:0.112045
## [484]    train-error:0.109244
## [485]    train-error:0.109244
## [486]    train-error:0.103641
## [487]    train-error:0.106443
## [488]    train-error:0.100840
## [489]    train-error:0.103641
## [490]    train-error:0.103641
## [491]    train-error:0.103641
## [492]    train-error:0.100840
## [493]    train-error:0.106443
## [494]    train-error:0.100840
## [495]    train-error:0.103641
## [496]    train-error:0.109244
## [497]    train-error:0.106443
## [498]    train-error:0.095238
## [499]    train-error:0.103641
## [500]    train-error:0.109244
## [501]    train-error:0.109244
## [502]    train-error:0.109244
## [503]    train-error:0.106443
## [504]    train-error:0.103641
## [505]    train-error:0.103641
## [506]    train-error:0.103641
## [507]    train-error:0.103641
## [508]    train-error:0.098039
## [509]    train-error:0.100840
## [510]    train-error:0.106443
## [511]    train-error:0.103641
## [512]    train-error:0.100840
## [513]    train-error:0.098039
## [514]    train-error:0.098039
## [515]    train-error:0.098039
## [516]    train-error:0.098039
## [517]    train-error:0.103641
## [518]    train-error:0.100840
## [519]    train-error:0.098039
## [520]    train-error:0.092437
## [521]    train-error:0.095238
## [522]    train-error:0.098039
## [523]    train-error:0.098039
## [524]    train-error:0.100840
## [525]    train-error:0.100840
## [526]    train-error:0.100840
## [527]    train-error:0.098039
## [528]    train-error:0.095238
## [529]    train-error:0.092437
## [530]    train-error:0.098039
## [531]    train-error:0.095238
## [532]    train-error:0.098039
## [533]    train-error:0.095238
## [534]    train-error:0.098039
## [535]    train-error:0.098039
## [536]    train-error:0.098039
## [537]    train-error:0.100840
## [538]    train-error:0.103641
## [539]    train-error:0.103641
## [540]    train-error:0.100840
## [0]  train-error:0.218487
## [1]  train-error:0.196078
## [2]  train-error:0.196078
## [3]  train-error:0.182073
## [4]  train-error:0.179272
## [5]  train-error:0.179272
## [6]  train-error:0.193277
## [7]  train-error:0.187675
## [8]  train-error:0.168067
## [9]  train-error:0.170868
## [10] train-error:0.156863
## [11] train-error:0.165266
## [12] train-error:0.170868
## [13] train-error:0.170868
## [14] train-error:0.168067
## [15] train-error:0.168067
## [16] train-error:0.162465
## [17] train-error:0.173669
## [18] train-error:0.173669
## [19] train-error:0.156863
## [20] train-error:0.162465
## [21] train-error:0.156863
## [22] train-error:0.148459
## [23] train-error:0.156863
## [24] train-error:0.151261
## [25] train-error:0.145658
## [26] train-error:0.142857
## [27] train-error:0.154062
## [28] train-error:0.148459
## [29] train-error:0.148459
## [30] train-error:0.148459
## [31] train-error:0.134454
## [32] train-error:0.134454
## [33] train-error:0.142857
## [34] train-error:0.145658
## [35] train-error:0.140056
## [36] train-error:0.140056
## [37] train-error:0.142857
## [38] train-error:0.140056
## [39] train-error:0.145658
## [40] train-error:0.142857
## [41] train-error:0.142857
## [42] train-error:0.137255
## [43] train-error:0.142857
## [44] train-error:0.140056
## [45] train-error:0.140056
## [46] train-error:0.137255
## [47] train-error:0.145658
## [48] train-error:0.140056
## [49] train-error:0.137255
## [50] train-error:0.131653
## [51] train-error:0.137255
## [52] train-error:0.137255
## [53] train-error:0.134454
## [54] train-error:0.134454
## [55] train-error:0.137255
## [56] train-error:0.140056
## [57] train-error:0.142857
## [58] train-error:0.140056
## [59] train-error:0.137255
## [60] train-error:0.134454
## [61] train-error:0.137255
## [62] train-error:0.140056
## [63] train-error:0.134454
## [64] train-error:0.134454
## [65] train-error:0.131653
## [66] train-error:0.128852
## [67] train-error:0.131653
## [68] train-error:0.134454
## [69] train-error:0.134454
## [70] train-error:0.134454
## [71] train-error:0.134454
## [72] train-error:0.131653
## [73] train-error:0.134454
## [74] train-error:0.137255
## [75] train-error:0.134454
## [76] train-error:0.134454
## [77] train-error:0.131653
## [78] train-error:0.128852
## [79] train-error:0.128852
## [80] train-error:0.128852
## [81] train-error:0.126050
## [82] train-error:0.134454
## [83] train-error:0.131653
## [84] train-error:0.134454
## [85] train-error:0.134454
## [86] train-error:0.134454
## [87] train-error:0.134454
## [88] train-error:0.137255
## [89] train-error:0.137255
## [90] train-error:0.140056
## [91] train-error:0.131653
## [92] train-error:0.131653
## [93] train-error:0.134454
## [94] train-error:0.134454
## [95] train-error:0.128852
## [96] train-error:0.128852
## [97] train-error:0.134454
## [98] train-error:0.126050
## [99] train-error:0.134454
## [100]    train-error:0.128852
## [101]    train-error:0.131653
## [102]    train-error:0.131653
## [103]    train-error:0.131653
## [104]    train-error:0.134454
## [105]    train-error:0.123249
## [106]    train-error:0.137255
## [107]    train-error:0.142857
## [108]    train-error:0.131653
## [109]    train-error:0.137255
## [110]    train-error:0.131653
## [111]    train-error:0.131653
## [112]    train-error:0.126050
## [113]    train-error:0.126050
## [114]    train-error:0.126050
## [115]    train-error:0.128852
## [116]    train-error:0.128852
## [117]    train-error:0.137255
## [118]    train-error:0.128852
## [119]    train-error:0.134454
## [120]    train-error:0.140056
## [121]    train-error:0.128852
## [122]    train-error:0.120448
## [123]    train-error:0.131653
## [124]    train-error:0.128852
## [125]    train-error:0.140056
## [126]    train-error:0.128852
## [127]    train-error:0.128852
## [128]    train-error:0.134454
## [129]    train-error:0.134454
## [130]    train-error:0.137255
## [131]    train-error:0.134454
## [132]    train-error:0.140056
## [133]    train-error:0.134454
## [134]    train-error:0.128852
## [135]    train-error:0.128852
## [136]    train-error:0.131653
## [137]    train-error:0.131653
## [138]    train-error:0.126050
## [139]    train-error:0.137255
## [140]    train-error:0.140056
## [141]    train-error:0.134454
## [142]    train-error:0.140056
## [143]    train-error:0.134454
## [144]    train-error:0.131653
## [145]    train-error:0.134454
## [146]    train-error:0.134454
## [147]    train-error:0.134454
## [148]    train-error:0.137255
## [149]    train-error:0.134454
## [150]    train-error:0.131653
## [151]    train-error:0.142857
## [152]    train-error:0.128852
## [153]    train-error:0.142857
## [154]    train-error:0.140056
## [155]    train-error:0.131653
## [156]    train-error:0.134454
## [157]    train-error:0.126050
## [158]    train-error:0.128852
## [159]    train-error:0.128852
## [160]    train-error:0.131653
## [161]    train-error:0.131653
## [162]    train-error:0.128852
## [163]    train-error:0.128852
## [164]    train-error:0.131653
## [165]    train-error:0.131653
## [166]    train-error:0.126050
## [167]    train-error:0.120448
## [168]    train-error:0.117647
## [169]    train-error:0.123249
## [170]    train-error:0.131653
## [171]    train-error:0.126050
## [172]    train-error:0.123249
## [173]    train-error:0.123249
## [174]    train-error:0.128852
## [175]    train-error:0.123249
## [176]    train-error:0.120448
## [177]    train-error:0.128852
## [178]    train-error:0.131653
## [179]    train-error:0.131653
## [180]    train-error:0.131653
## [181]    train-error:0.134454
## [182]    train-error:0.128852
## [183]    train-error:0.128852
## [184]    train-error:0.128852
## [185]    train-error:0.128852
## [186]    train-error:0.123249
## [187]    train-error:0.120448
## [188]    train-error:0.126050
## [189]    train-error:0.123249
## [190]    train-error:0.123249
## [191]    train-error:0.128852
## [192]    train-error:0.128852
## [193]    train-error:0.131653
## [194]    train-error:0.126050
## [195]    train-error:0.131653
## [196]    train-error:0.123249
## [197]    train-error:0.120448
## [198]    train-error:0.126050
## [199]    train-error:0.126050
## [200]    train-error:0.131653
## [201]    train-error:0.126050
## [202]    train-error:0.131653
## [203]    train-error:0.134454
## [204]    train-error:0.131653
## [205]    train-error:0.128852
## [206]    train-error:0.131653
## [207]    train-error:0.131653
## [208]    train-error:0.128852
## [209]    train-error:0.126050
## [210]    train-error:0.126050
## [211]    train-error:0.126050
## [212]    train-error:0.123249
## [213]    train-error:0.117647
## [214]    train-error:0.126050
## [215]    train-error:0.126050
## [216]    train-error:0.126050
## [217]    train-error:0.123249
## [218]    train-error:0.123249
## [219]    train-error:0.123249
## [220]    train-error:0.128852
## [221]    train-error:0.123249
## [222]    train-error:0.123249
## [223]    train-error:0.120448
## [224]    train-error:0.120448
## [225]    train-error:0.123249
## [226]    train-error:0.120448
## [227]    train-error:0.120448
## [228]    train-error:0.117647
## [229]    train-error:0.117647
## [230]    train-error:0.126050
## [231]    train-error:0.117647
## [232]    train-error:0.123249
## [233]    train-error:0.126050
## [234]    train-error:0.123249
## [235]    train-error:0.117647
## [236]    train-error:0.117647
## [237]    train-error:0.128852
## [238]    train-error:0.123249
## [239]    train-error:0.123249
## [240]    train-error:0.123249
## [241]    train-error:0.123249
## [242]    train-error:0.120448
## [243]    train-error:0.114846
## [244]    train-error:0.123249
## [245]    train-error:0.126050
## [246]    train-error:0.131653
## [247]    train-error:0.131653
## [248]    train-error:0.128852
## [249]    train-error:0.128852
## [250]    train-error:0.137255
## [251]    train-error:0.120448
## [252]    train-error:0.120448
## [253]    train-error:0.126050
## [254]    train-error:0.126050
## [255]    train-error:0.120448
## [256]    train-error:0.123249
## [257]    train-error:0.120448
## [258]    train-error:0.126050
## [259]    train-error:0.123249
## [260]    train-error:0.120448
## [261]    train-error:0.123249
## [262]    train-error:0.126050
## [263]    train-error:0.120448
## [264]    train-error:0.123249
## [265]    train-error:0.120448
## [266]    train-error:0.117647
## [267]    train-error:0.120448
## [268]    train-error:0.117647
## [269]    train-error:0.123249
## [270]    train-error:0.114846
## [271]    train-error:0.120448
## [272]    train-error:0.114846
## [273]    train-error:0.120448
## [274]    train-error:0.120448
## [275]    train-error:0.117647
## [276]    train-error:0.114846
## [277]    train-error:0.117647
## [278]    train-error:0.109244
## [279]    train-error:0.109244
## [280]    train-error:0.112045
## [281]    train-error:0.109244
## [282]    train-error:0.117647
## [283]    train-error:0.114846
## [284]    train-error:0.114846
## [285]    train-error:0.117647
## [286]    train-error:0.117647
## [287]    train-error:0.126050
## [288]    train-error:0.123249
## [289]    train-error:0.120448
## [290]    train-error:0.123249
## [291]    train-error:0.117647
## [292]    train-error:0.123249
## [293]    train-error:0.123249
## [294]    train-error:0.137255
## [295]    train-error:0.134454
## [296]    train-error:0.120448
## [297]    train-error:0.126050
## [298]    train-error:0.126050
## [299]    train-error:0.117647
## [300]    train-error:0.112045
## [301]    train-error:0.120448
## [302]    train-error:0.112045
## [303]    train-error:0.117647
## [304]    train-error:0.114846
## [305]    train-error:0.109244
## [306]    train-error:0.112045
## [307]    train-error:0.103641
## [308]    train-error:0.109244
## [309]    train-error:0.112045
## [310]    train-error:0.103641
## [311]    train-error:0.103641
## [312]    train-error:0.112045
## [313]    train-error:0.106443
## [314]    train-error:0.109244
## [315]    train-error:0.106443
## [316]    train-error:0.109244
## [317]    train-error:0.114846
## [318]    train-error:0.117647
## [319]    train-error:0.117647
## [320]    train-error:0.112045
## [321]    train-error:0.114846
## [322]    train-error:0.114846
## [323]    train-error:0.114846
## [324]    train-error:0.120448
## [325]    train-error:0.120448
## [326]    train-error:0.120448
## [327]    train-error:0.117647
## [328]    train-error:0.114846
## [329]    train-error:0.109244
## [330]    train-error:0.112045
## [331]    train-error:0.117647
## [332]    train-error:0.120448
## [333]    train-error:0.120448
## [334]    train-error:0.117647
## [335]    train-error:0.117647
## [336]    train-error:0.114846
## [337]    train-error:0.117647
## [338]    train-error:0.114846
## [339]    train-error:0.112045
## [340]    train-error:0.117647
## [341]    train-error:0.117647
## [342]    train-error:0.114846
## [343]    train-error:0.112045
## [344]    train-error:0.112045
## [345]    train-error:0.114846
## [346]    train-error:0.112045
## [347]    train-error:0.112045
## [348]    train-error:0.109244
## [349]    train-error:0.114846
## [350]    train-error:0.114846
## [351]    train-error:0.114846
## [352]    train-error:0.106443
## [353]    train-error:0.109244
## [354]    train-error:0.106443
## [355]    train-error:0.109244
## [356]    train-error:0.103641
## [357]    train-error:0.106443
## [358]    train-error:0.109244
## [359]    train-error:0.112045
## [360]    train-error:0.109244
## [361]    train-error:0.112045
## [362]    train-error:0.112045
## [363]    train-error:0.114846
## [364]    train-error:0.114846
## [365]    train-error:0.109244
## [366]    train-error:0.112045
## [367]    train-error:0.112045
## [368]    train-error:0.109244
## [369]    train-error:0.112045
## [370]    train-error:0.112045
## [371]    train-error:0.114846
## [372]    train-error:0.112045
## [373]    train-error:0.109244
## [374]    train-error:0.106443
## [375]    train-error:0.106443
## [376]    train-error:0.103641
## [377]    train-error:0.103641
## [378]    train-error:0.100840
## [379]    train-error:0.109244
## [380]    train-error:0.106443
## [381]    train-error:0.106443
## [382]    train-error:0.109244
## [383]    train-error:0.120448
## [384]    train-error:0.117647
## [385]    train-error:0.114846
## [386]    train-error:0.109244
## [387]    train-error:0.106443
## [388]    train-error:0.112045
## [389]    train-error:0.112045
## [390]    train-error:0.109244
## [391]    train-error:0.112045
## [392]    train-error:0.112045
## [393]    train-error:0.117647
## [394]    train-error:0.117647
## [395]    train-error:0.120448
## [396]    train-error:0.112045
## [397]    train-error:0.109244
## [398]    train-error:0.109244
## [399]    train-error:0.106443
## [400]    train-error:0.106443
## [401]    train-error:0.114846
## [402]    train-error:0.114846
## [403]    train-error:0.112045
## [404]    train-error:0.109244
## [405]    train-error:0.117647
## [406]    train-error:0.117647
## [407]    train-error:0.112045
## [408]    train-error:0.114846
## [409]    train-error:0.109244
## [410]    train-error:0.112045
## [411]    train-error:0.106443
## [412]    train-error:0.106443
## [413]    train-error:0.100840
## [414]    train-error:0.100840
## [415]    train-error:0.106443
## [416]    train-error:0.109244
## [417]    train-error:0.109244
## [418]    train-error:0.106443
## [419]    train-error:0.103641
## [420]    train-error:0.106443
## [421]    train-error:0.109244
## [422]    train-error:0.106443
## [423]    train-error:0.112045
## [424]    train-error:0.109244
## [425]    train-error:0.112045
## [426]    train-error:0.109244
## [427]    train-error:0.109244
## [428]    train-error:0.109244
## [429]    train-error:0.109244
## [430]    train-error:0.106443
## [431]    train-error:0.106443
## [432]    train-error:0.106443
## [433]    train-error:0.109244
## [434]    train-error:0.103641
## [435]    train-error:0.103641
## [436]    train-error:0.103641
## [437]    train-error:0.098039
## [438]    train-error:0.106443
## [439]    train-error:0.100840
## [440]    train-error:0.103641
## [441]    train-error:0.100840
## [442]    train-error:0.103641
## [443]    train-error:0.098039
## [444]    train-error:0.109244
## [445]    train-error:0.106443
## [446]    train-error:0.109244
## [447]    train-error:0.103641
## [448]    train-error:0.103641
## [449]    train-error:0.109244
## [450]    train-error:0.098039
## [451]    train-error:0.098039
## [452]    train-error:0.098039
## [453]    train-error:0.103641
## [454]    train-error:0.106443
## [455]    train-error:0.103641
## [456]    train-error:0.103641
## [457]    train-error:0.092437
## [458]    train-error:0.109244
## [459]    train-error:0.095238
## [460]    train-error:0.098039
## [461]    train-error:0.098039
## [462]    train-error:0.106443
## [463]    train-error:0.098039
## [464]    train-error:0.098039
## [465]    train-error:0.103641
## [466]    train-error:0.100840
## [467]    train-error:0.100840
## [468]    train-error:0.095238
## [469]    train-error:0.100840
## [470]    train-error:0.100840
## [471]    train-error:0.095238
## [472]    train-error:0.100840
## [473]    train-error:0.098039
## [474]    train-error:0.100840
## [475]    train-error:0.100840
## [476]    train-error:0.100840
## [477]    train-error:0.100840
## [478]    train-error:0.103641
## [479]    train-error:0.106443
## [480]    train-error:0.106443
## [481]    train-error:0.109244
## [482]    train-error:0.103641
## [483]    train-error:0.106443
## [484]    train-error:0.106443
## [485]    train-error:0.109244
## [486]    train-error:0.109244
## [487]    train-error:0.106443
## [488]    train-error:0.092437
## [489]    train-error:0.103641
## [490]    train-error:0.100840
## [491]    train-error:0.098039
## [492]    train-error:0.103641
## [493]    train-error:0.100840
## [494]    train-error:0.103641
## [495]    train-error:0.095238
## [496]    train-error:0.103641
## [497]    train-error:0.100840
## [498]    train-error:0.098039
## [499]    train-error:0.100840
## [500]    train-error:0.109244
## [501]    train-error:0.109244
## [502]    train-error:0.103641
## [503]    train-error:0.109244
## [504]    train-error:0.109244
## [505]    train-error:0.106443
## [506]    train-error:0.109244
## [507]    train-error:0.106443
## [508]    train-error:0.103641
## [509]    train-error:0.095238
## [510]    train-error:0.100840
## [511]    train-error:0.106443
## [512]    train-error:0.098039
## [513]    train-error:0.100840
## [514]    train-error:0.098039
## [515]    train-error:0.098039
## [516]    train-error:0.098039
## [517]    train-error:0.103641
## [518]    train-error:0.103641
## [519]    train-error:0.103641
## [520]    train-error:0.109244
## [521]    train-error:0.106443
## [522]    train-error:0.103641
## [523]    train-error:0.100840
## [524]    train-error:0.100840
## [525]    train-error:0.109244
## [526]    train-error:0.109244
## [527]    train-error:0.106443
## [528]    train-error:0.106443
## [529]    train-error:0.109244
## [530]    train-error:0.106443
## [531]    train-error:0.106443
## [532]    train-error:0.106443
## [533]    train-error:0.106443
## [534]    train-error:0.106443
## [535]    train-error:0.106443
## [536]    train-error:0.112045
## [537]    train-error:0.112045
## [538]    train-error:0.106443
## [539]    train-error:0.109244
## [540]    train-error:0.109244
## [0]  train-error:0.290503
## [1]  train-error:0.259777
## [2]  train-error:0.248603
## [3]  train-error:0.164804
## [4]  train-error:0.148045
## [5]  train-error:0.125698
## [6]  train-error:0.139665
## [7]  train-error:0.131285
## [8]  train-error:0.134078
## [9]  train-error:0.128492
## [10] train-error:0.125698
## [11] train-error:0.122905
## [12] train-error:0.120112
## [13] train-error:0.120112
## [14] train-error:0.122905
## [15] train-error:0.114525
## [16] train-error:0.108939
## [17] train-error:0.106145
## [18] train-error:0.108939
## [19] train-error:0.111732
## [20] train-error:0.111732
## [21] train-error:0.111732
## [22] train-error:0.114525
## [23] train-error:0.106145
## [24] train-error:0.108939
## [25] train-error:0.103352
## [26] train-error:0.103352
## [27] train-error:0.108939
## [28] train-error:0.108939
## [29] train-error:0.106145
## [30] train-error:0.103352
## [31] train-error:0.103352
## [32] train-error:0.103352
## [33] train-error:0.097765
## [34] train-error:0.097765
## [35] train-error:0.092179
## [36] train-error:0.092179
## [37] train-error:0.086592
## [38] train-error:0.086592
## [39] train-error:0.081006
## [40] train-error:0.081006
## [41] train-error:0.083799
## [42] train-error:0.081006
## [43] train-error:0.083799
## [44] train-error:0.086592
## [45] train-error:0.078212
## [46] train-error:0.081006
## [47] train-error:0.081006
## [48] train-error:0.075419
## [49] train-error:0.072626
## [50] train-error:0.075419
## [51] train-error:0.075419
## [52] train-error:0.075419
## [53] train-error:0.075419
## [54] train-error:0.072626
## [55] train-error:0.072626
## [56] train-error:0.072626
## [57] train-error:0.069832
## [58] train-error:0.067039
## [59] train-error:0.067039
## [60] train-error:0.069832
## [61] train-error:0.072626
## [62] train-error:0.072626
## [63] train-error:0.058659
## [64] train-error:0.058659
## [65] train-error:0.055866
## [66] train-error:0.058659
## [67] train-error:0.058659
## [68] train-error:0.061453
## [69] train-error:0.055866
## [70] train-error:0.055866
## [71] train-error:0.058659
## [72] train-error:0.053073
## [73] train-error:0.050279
## [74] train-error:0.050279
## [75] train-error:0.055866
## [76] train-error:0.053073
## [77] train-error:0.058659
## [78] train-error:0.053073
## [79] train-error:0.053073
## [80] train-error:0.050279
## [81] train-error:0.053073
## [82] train-error:0.053073
## [83] train-error:0.047486
## [84] train-error:0.050279
## [85] train-error:0.047486
## [86] train-error:0.044693
## [87] train-error:0.047486
## [88] train-error:0.047486
## [89] train-error:0.044693
## [90] train-error:0.047486
## [91] train-error:0.041899
## [92] train-error:0.041899
## [93] train-error:0.047486
## [94] train-error:0.041899
## [95] train-error:0.053073
## [96] train-error:0.050279
## [97] train-error:0.044693
## [98] train-error:0.041899
## [99] train-error:0.044693
## [100]    train-error:0.044693
## [101]    train-error:0.047486
## [102]    train-error:0.041899
## [103]    train-error:0.039106
## [104]    train-error:0.050279
## [105]    train-error:0.050279
## [106]    train-error:0.047486
## [107]    train-error:0.047486
## [108]    train-error:0.047486
## [109]    train-error:0.047486
## [110]    train-error:0.044693
## [111]    train-error:0.044693
## [112]    train-error:0.044693
## [113]    train-error:0.044693
## [114]    train-error:0.047486
## [115]    train-error:0.041899
## [116]    train-error:0.039106
## [117]    train-error:0.041899
## [118]    train-error:0.039106
## [119]    train-error:0.044693
## [120]    train-error:0.041899
## [121]    train-error:0.041899
## [122]    train-error:0.041899
## [123]    train-error:0.041899
## [124]    train-error:0.039106
## [125]    train-error:0.041899
## [126]    train-error:0.039106
## [127]    train-error:0.039106
## [128]    train-error:0.030726
## [129]    train-error:0.036313
## [130]    train-error:0.036313
## [131]    train-error:0.027933
## [132]    train-error:0.033520
## [133]    train-error:0.030726
## [134]    train-error:0.027933
## [135]    train-error:0.027933
## [136]    train-error:0.027933
## [137]    train-error:0.030726
## [138]    train-error:0.027933
## [139]    train-error:0.025140
## [140]    train-error:0.033520
## [141]    train-error:0.030726
## [142]    train-error:0.033520
## [143]    train-error:0.030726
## [144]    train-error:0.027933
## [145]    train-error:0.027933
## [146]    train-error:0.033520
## [147]    train-error:0.033520
## [148]    train-error:0.025140
## [149]    train-error:0.027933
## [150]    train-error:0.022346
## [151]    train-error:0.022346
## [152]    train-error:0.022346
## [153]    train-error:0.030726
## [154]    train-error:0.027933
## [155]    train-error:0.025140
## [156]    train-error:0.022346
## [157]    train-error:0.025140
## [158]    train-error:0.025140
## [159]    train-error:0.025140
## [160]    train-error:0.025140
## [161]    train-error:0.025140
## [162]    train-error:0.025140
## [163]    train-error:0.022346
## [164]    train-error:0.022346
## [165]    train-error:0.022346
## [166]    train-error:0.022346
## [167]    train-error:0.025140
## [168]    train-error:0.022346
## [169]    train-error:0.022346
## [170]    train-error:0.022346
## [171]    train-error:0.022346
## [172]    train-error:0.016760
## [173]    train-error:0.016760
## [174]    train-error:0.016760
## [175]    train-error:0.022346
## [176]    train-error:0.022346
## [177]    train-error:0.022346
## [178]    train-error:0.019553
## [179]    train-error:0.022346
## [180]    train-error:0.022346
## [181]    train-error:0.019553
## [182]    train-error:0.019553
## [183]    train-error:0.019553
## [184]    train-error:0.019553
## [185]    train-error:0.022346
## [186]    train-error:0.022346
## [187]    train-error:0.016760
## [188]    train-error:0.022346
## [189]    train-error:0.019553
## [190]    train-error:0.019553
## [191]    train-error:0.019553
## [192]    train-error:0.019553
## [193]    train-error:0.019553
## [194]    train-error:0.016760
## [195]    train-error:0.019553
## [196]    train-error:0.016760
## [197]    train-error:0.016760
## [198]    train-error:0.019553
## [199]    train-error:0.019553
## [200]    train-error:0.019553
## [201]    train-error:0.016760
## [202]    train-error:0.016760
## [203]    train-error:0.016760
## [204]    train-error:0.011173
## [205]    train-error:0.013966
## [206]    train-error:0.013966
## [207]    train-error:0.013966
## [208]    train-error:0.013966
## [209]    train-error:0.013966
## [210]    train-error:0.013966
## [211]    train-error:0.013966
## [212]    train-error:0.013966
## [213]    train-error:0.013966
## [214]    train-error:0.013966
## [215]    train-error:0.011173
## [216]    train-error:0.013966
## [217]    train-error:0.013966
## [218]    train-error:0.011173
## [219]    train-error:0.011173
## [220]    train-error:0.008380
## [221]    train-error:0.011173
## [222]    train-error:0.013966
## [223]    train-error:0.011173
## [224]    train-error:0.011173
## [225]    train-error:0.008380
## [226]    train-error:0.008380
## [227]    train-error:0.011173
## [228]    train-error:0.008380
## [229]    train-error:0.008380
## [230]    train-error:0.008380
## [231]    train-error:0.011173
## [232]    train-error:0.011173
## [233]    train-error:0.011173
## [234]    train-error:0.008380
## [235]    train-error:0.011173
## [236]    train-error:0.008380
## [237]    train-error:0.008380
## [238]    train-error:0.011173
## [239]    train-error:0.008380
## [240]    train-error:0.008380
## [241]    train-error:0.011173
## [242]    train-error:0.008380
## [243]    train-error:0.011173
## [244]    train-error:0.008380
## [245]    train-error:0.011173
## [246]    train-error:0.008380
## [247]    train-error:0.008380
## [248]    train-error:0.011173
## [249]    train-error:0.011173
## [250]    train-error:0.008380
## [251]    train-error:0.008380
## [252]    train-error:0.008380
## [253]    train-error:0.008380
## [254]    train-error:0.008380
## [255]    train-error:0.008380
## [256]    train-error:0.008380
## [257]    train-error:0.008380
## [258]    train-error:0.008380
## [259]    train-error:0.008380
## [260]    train-error:0.008380
## [261]    train-error:0.008380
## [262]    train-error:0.008380
## [263]    train-error:0.008380
## [264]    train-error:0.008380
## [265]    train-error:0.008380
## [266]    train-error:0.008380
## [267]    train-error:0.008380
## [268]    train-error:0.008380
## [269]    train-error:0.008380
## [270]    train-error:0.008380
## [271]    train-error:0.008380
## [272]    train-error:0.008380
## [273]    train-error:0.008380
## [274]    train-error:0.008380
## [275]    train-error:0.008380
## [276]    train-error:0.008380
## [277]    train-error:0.008380
## [278]    train-error:0.008380
## [279]    train-error:0.008380
## [280]    train-error:0.008380
## [281]    train-error:0.008380
## [282]    train-error:0.008380
## [283]    train-error:0.008380
## [284]    train-error:0.008380
## [285]    train-error:0.005587
## [286]    train-error:0.008380
## [287]    train-error:0.005587
## [288]    train-error:0.005587
## [289]    train-error:0.008380
## [290]    train-error:0.005587
## [291]    train-error:0.005587
## [292]    train-error:0.008380
## [293]    train-error:0.008380
## [294]    train-error:0.008380
## [295]    train-error:0.008380
## [296]    train-error:0.005587
## [297]    train-error:0.005587
## [298]    train-error:0.005587
## [299]    train-error:0.005587
## [300]    train-error:0.005587
## [301]    train-error:0.008380
## [302]    train-error:0.005587
## [303]    train-error:0.005587
## [304]    train-error:0.008380
## [305]    train-error:0.008380
## [306]    train-error:0.008380
## [307]    train-error:0.008380
## [308]    train-error:0.005587
## [309]    train-error:0.005587
## [310]    train-error:0.005587
## [311]    train-error:0.005587
## [312]    train-error:0.005587
## [313]    train-error:0.005587
## [314]    train-error:0.005587
## [315]    train-error:0.005587
## [316]    train-error:0.005587
## [317]    train-error:0.005587
## [318]    train-error:0.008380
## [319]    train-error:0.011173
## [320]    train-error:0.005587
## [321]    train-error:0.005587
## [322]    train-error:0.005587
## [323]    train-error:0.008380
## [324]    train-error:0.008380
## [325]    train-error:0.005587
## [326]    train-error:0.005587
## [327]    train-error:0.008380
## [328]    train-error:0.008380
## [329]    train-error:0.008380
## [330]    train-error:0.008380
## [331]    train-error:0.008380
## [332]    train-error:0.008380
## [333]    train-error:0.008380
## [334]    train-error:0.008380
## [335]    train-error:0.008380
## [336]    train-error:0.008380
## [337]    train-error:0.005587
## [338]    train-error:0.008380
## [339]    train-error:0.008380
## [340]    train-error:0.005587
## [341]    train-error:0.005587
## [342]    train-error:0.005587
## [343]    train-error:0.005587
## [344]    train-error:0.005587
## [345]    train-error:0.005587
## [346]    train-error:0.005587
## [347]    train-error:0.005587
## [348]    train-error:0.005587
## [349]    train-error:0.008380
## [350]    train-error:0.008380
## [351]    train-error:0.008380
## [352]    train-error:0.008380
## [353]    train-error:0.005587
## [354]    train-error:0.005587
## [355]    train-error:0.008380
## [356]    train-error:0.008380
## [357]    train-error:0.008380
## [358]    train-error:0.008380
## [359]    train-error:0.008380
## [360]    train-error:0.005587
## [361]    train-error:0.005587
## [362]    train-error:0.005587
## [363]    train-error:0.005587
## [364]    train-error:0.008380
## [365]    train-error:0.008380
## [366]    train-error:0.008380
## [367]    train-error:0.008380
## [368]    train-error:0.008380
## [369]    train-error:0.008380
## [370]    train-error:0.008380
## [371]    train-error:0.008380
## [372]    train-error:0.005587
## [373]    train-error:0.008380
## [374]    train-error:0.005587
## [375]    train-error:0.005587
## [376]    train-error:0.008380
## [377]    train-error:0.008380
## [378]    train-error:0.008380
## [379]    train-error:0.008380
## [380]    train-error:0.008380
## [381]    train-error:0.005587
## [382]    train-error:0.008380
## [383]    train-error:0.005587
## [384]    train-error:0.005587
## [385]    train-error:0.005587
## [386]    train-error:0.005587
## [387]    train-error:0.005587
## [388]    train-error:0.005587
## [389]    train-error:0.005587
## [390]    train-error:0.005587
## [391]    train-error:0.005587
## [392]    train-error:0.005587
## [393]    train-error:0.008380
## [394]    train-error:0.008380
## [395]    train-error:0.008380
## [396]    train-error:0.008380
## [397]    train-error:0.008380
## [398]    train-error:0.005587
## [399]    train-error:0.008380
## [400]    train-error:0.008380
## [401]    train-error:0.005587
## [402]    train-error:0.008380
## [403]    train-error:0.005587
## [404]    train-error:0.008380
## [405]    train-error:0.008380
## [406]    train-error:0.008380
## [407]    train-error:0.011173
## [408]    train-error:0.008380
## [409]    train-error:0.008380
## [410]    train-error:0.008380
## [411]    train-error:0.008380
## [412]    train-error:0.008380
## [413]    train-error:0.008380
## [414]    train-error:0.008380
## [415]    train-error:0.008380
## [416]    train-error:0.008380
## [417]    train-error:0.008380
## [418]    train-error:0.008380
## [419]    train-error:0.008380
## [420]    train-error:0.008380
## [421]    train-error:0.008380
## [422]    train-error:0.008380
## [423]    train-error:0.005587
## [424]    train-error:0.005587
## [425]    train-error:0.005587
## [426]    train-error:0.005587
## [427]    train-error:0.005587
## [428]    train-error:0.008380
## [429]    train-error:0.008380
## [430]    train-error:0.008380
## [431]    train-error:0.008380
## [432]    train-error:0.008380
## [433]    train-error:0.008380
## [434]    train-error:0.008380
## [435]    train-error:0.008380
## [436]    train-error:0.008380
## [437]    train-error:0.008380
## [438]    train-error:0.008380
## [439]    train-error:0.008380
## [440]    train-error:0.008380
## [441]    train-error:0.008380
## [442]    train-error:0.008380
## [443]    train-error:0.008380
## [444]    train-error:0.008380
## [445]    train-error:0.008380
## [446]    train-error:0.008380
## [447]    train-error:0.008380
## [448]    train-error:0.008380
## [449]    train-error:0.008380
## [450]    train-error:0.005587
## [451]    train-error:0.005587
## [452]    train-error:0.008380
## [453]    train-error:0.008380
## [454]    train-error:0.008380
## [455]    train-error:0.008380
## [456]    train-error:0.008380
## [457]    train-error:0.008380
## [458]    train-error:0.008380
## [459]    train-error:0.008380
## [460]    train-error:0.008380
## [461]    train-error:0.008380
## [462]    train-error:0.008380
## [463]    train-error:0.008380
## [464]    train-error:0.008380
## [465]    train-error:0.005587
## [466]    train-error:0.005587
## [467]    train-error:0.005587
## [468]    train-error:0.005587
## [469]    train-error:0.005587
## [470]    train-error:0.005587
## [471]    train-error:0.005587
## [472]    train-error:0.008380
## [473]    train-error:0.008380
## [0]  train-error:0.170868
## [1]  train-error:0.134454
## [2]  train-error:0.120448
## [3]  train-error:0.114846
## [4]  train-error:0.120448
## [5]  train-error:0.114846
## [6]  train-error:0.109244
## [7]  train-error:0.112045
## [8]  train-error:0.117647
## [9]  train-error:0.114846
## [10] train-error:0.106443
## [11] train-error:0.092437
## [12] train-error:0.081232
## [13] train-error:0.075630
## [14] train-error:0.086835
## [15] train-error:0.086835
## [16] train-error:0.075630
## [17] train-error:0.075630
## [18] train-error:0.075630
## [19] train-error:0.081232
## [20] train-error:0.081232
## [21] train-error:0.078431
## [22] train-error:0.081232
## [23] train-error:0.086835
## [24] train-error:0.081232
## [25] train-error:0.078431
## [26] train-error:0.081232
## [27] train-error:0.075630
## [28] train-error:0.081232
## [29] train-error:0.072829
## [30] train-error:0.072829
## [31] train-error:0.070028
## [32] train-error:0.070028
## [33] train-error:0.072829
## [34] train-error:0.072829
## [35] train-error:0.067227
## [36] train-error:0.072829
## [37] train-error:0.070028
## [38] train-error:0.070028
## [39] train-error:0.070028
## [40] train-error:0.064426
## [41] train-error:0.064426
## [42] train-error:0.064426
## [43] train-error:0.070028
## [44] train-error:0.070028
## [45] train-error:0.072829
## [46] train-error:0.070028
## [47] train-error:0.067227
## [48] train-error:0.064426
## [49] train-error:0.067227
## [50] train-error:0.067227
## [51] train-error:0.067227
## [52] train-error:0.064426
## [53] train-error:0.067227
## [54] train-error:0.064426
## [55] train-error:0.061625
## [56] train-error:0.061625
## [57] train-error:0.070028
## [58] train-error:0.067227
## [59] train-error:0.064426
## [60] train-error:0.061625
## [61] train-error:0.067227
## [62] train-error:0.058824
## [63] train-error:0.061625
## [64] train-error:0.061625
## [65] train-error:0.064426
## [66] train-error:0.064426
## [67] train-error:0.061625
## [68] train-error:0.058824
## [69] train-error:0.056022
## [70] train-error:0.058824
## [71] train-error:0.058824
## [72] train-error:0.058824
## [73] train-error:0.058824
## [74] train-error:0.058824
## [75] train-error:0.056022
## [76] train-error:0.058824
## [77] train-error:0.056022
## [78] train-error:0.056022
## [79] train-error:0.056022
## [80] train-error:0.050420
## [81] train-error:0.050420
## [82] train-error:0.047619
## [83] train-error:0.053221
## [84] train-error:0.050420
## [85] train-error:0.050420
## [86] train-error:0.042017
## [87] train-error:0.042017
## [88] train-error:0.044818
## [89] train-error:0.047619
## [90] train-error:0.050420
## [91] train-error:0.047619
## [92] train-error:0.047619
## [93] train-error:0.050420
## [94] train-error:0.050420
## [95] train-error:0.050420
## [96] train-error:0.044818
## [97] train-error:0.044818
## [98] train-error:0.044818
## [99] train-error:0.044818
## [100]    train-error:0.039216
## [101]    train-error:0.042017
## [102]    train-error:0.042017
## [103]    train-error:0.039216
## [104]    train-error:0.036415
## [105]    train-error:0.039216
## [106]    train-error:0.036415
## [107]    train-error:0.042017
## [108]    train-error:0.042017
## [109]    train-error:0.039216
## [110]    train-error:0.039216
## [111]    train-error:0.033613
## [112]    train-error:0.033613
## [113]    train-error:0.033613
## [114]    train-error:0.033613
## [115]    train-error:0.036415
## [116]    train-error:0.033613
## [117]    train-error:0.028011
## [118]    train-error:0.030812
## [119]    train-error:0.028011
## [120]    train-error:0.025210
## [121]    train-error:0.025210
## [122]    train-error:0.025210
## [123]    train-error:0.028011
## [124]    train-error:0.028011
## [125]    train-error:0.030812
## [126]    train-error:0.028011
## [127]    train-error:0.028011
## [128]    train-error:0.025210
## [129]    train-error:0.025210
## [130]    train-error:0.022409
## [131]    train-error:0.022409
## [132]    train-error:0.022409
## [133]    train-error:0.022409
## [134]    train-error:0.022409
## [135]    train-error:0.028011
## [136]    train-error:0.028011
## [137]    train-error:0.028011
## [138]    train-error:0.028011
## [139]    train-error:0.022409
## [140]    train-error:0.022409
## [141]    train-error:0.022409
## [142]    train-error:0.025210
## [143]    train-error:0.022409
## [144]    train-error:0.022409
## [145]    train-error:0.022409
## [146]    train-error:0.025210
## [147]    train-error:0.025210
## [148]    train-error:0.025210
## [149]    train-error:0.022409
## [150]    train-error:0.025210
## [151]    train-error:0.030812
## [152]    train-error:0.030812
## [153]    train-error:0.028011
## [154]    train-error:0.030812
## [155]    train-error:0.028011
## [156]    train-error:0.025210
## [157]    train-error:0.030812
## [158]    train-error:0.028011
## [159]    train-error:0.030812
## [160]    train-error:0.025210
## [161]    train-error:0.028011
## [162]    train-error:0.025210
## [163]    train-error:0.025210
## [164]    train-error:0.028011
## [165]    train-error:0.025210
## [166]    train-error:0.028011
## [167]    train-error:0.025210
## [168]    train-error:0.025210
## [169]    train-error:0.025210
## [170]    train-error:0.028011
## [171]    train-error:0.025210
## [172]    train-error:0.022409
## [173]    train-error:0.025210
## [174]    train-error:0.025210
## [175]    train-error:0.028011
## [176]    train-error:0.022409
## [177]    train-error:0.025210
## [178]    train-error:0.022409
## [179]    train-error:0.025210
## [180]    train-error:0.025210
## [181]    train-error:0.025210
## [182]    train-error:0.028011
## [183]    train-error:0.022409
## [184]    train-error:0.025210
## [185]    train-error:0.025210
## [186]    train-error:0.019608
## [187]    train-error:0.022409
## [188]    train-error:0.022409
## [189]    train-error:0.022409
## [190]    train-error:0.022409
## [191]    train-error:0.025210
## [192]    train-error:0.025210
## [193]    train-error:0.028011
## [194]    train-error:0.025210
## [195]    train-error:0.025210
## [196]    train-error:0.022409
## [197]    train-error:0.022409
## [198]    train-error:0.022409
## [199]    train-error:0.022409
## [200]    train-error:0.022409
## [201]    train-error:0.019608
## [202]    train-error:0.022409
## [203]    train-error:0.022409
## [204]    train-error:0.019608
## [205]    train-error:0.022409
## [206]    train-error:0.016807
## [207]    train-error:0.016807
## [208]    train-error:0.016807
## [209]    train-error:0.016807
## [210]    train-error:0.016807
## [211]    train-error:0.016807
## [212]    train-error:0.016807
## [213]    train-error:0.016807
## [214]    train-error:0.019608
## [215]    train-error:0.016807
## [216]    train-error:0.016807
## [217]    train-error:0.016807
## [218]    train-error:0.014006
## [219]    train-error:0.019608
## [220]    train-error:0.019608
## [221]    train-error:0.016807
## [222]    train-error:0.016807
## [223]    train-error:0.016807
## [224]    train-error:0.016807
## [225]    train-error:0.016807
## [226]    train-error:0.019608
## [227]    train-error:0.016807
## [228]    train-error:0.016807
## [229]    train-error:0.019608
## [230]    train-error:0.022409
## [231]    train-error:0.019608
## [232]    train-error:0.019608
## [233]    train-error:0.019608
## [234]    train-error:0.019608
## [235]    train-error:0.019608
## [236]    train-error:0.016807
## [237]    train-error:0.016807
## [238]    train-error:0.016807
## [239]    train-error:0.016807
## [240]    train-error:0.014006
## [241]    train-error:0.014006
## [242]    train-error:0.014006
## [243]    train-error:0.014006
## [244]    train-error:0.014006
## [245]    train-error:0.016807
## [246]    train-error:0.016807
## [247]    train-error:0.014006
## [248]    train-error:0.016807
## [249]    train-error:0.016807
## [250]    train-error:0.016807
## [251]    train-error:0.016807
## [252]    train-error:0.016807
## [253]    train-error:0.016807
## [254]    train-error:0.014006
## [255]    train-error:0.016807
## [256]    train-error:0.016807
## [257]    train-error:0.016807
## [258]    train-error:0.016807
## [259]    train-error:0.016807
## [260]    train-error:0.016807
## [261]    train-error:0.014006
## [262]    train-error:0.016807
## [263]    train-error:0.016807
## [264]    train-error:0.016807
## [265]    train-error:0.016807
## [266]    train-error:0.014006
## [267]    train-error:0.014006
## [268]    train-error:0.016807
## [269]    train-error:0.019608
## [270]    train-error:0.019608
## [271]    train-error:0.019608
## [272]    train-error:0.019608
## [273]    train-error:0.016807
## [274]    train-error:0.016807
## [275]    train-error:0.016807
## [276]    train-error:0.016807
## [277]    train-error:0.016807
## [278]    train-error:0.016807
## [279]    train-error:0.014006
## [280]    train-error:0.014006
## [281]    train-error:0.019608
## [282]    train-error:0.016807
## [283]    train-error:0.016807
## [284]    train-error:0.019608
## [285]    train-error:0.016807
## [286]    train-error:0.016807
## [287]    train-error:0.016807
## [288]    train-error:0.014006
## [289]    train-error:0.016807
## [290]    train-error:0.016807
## [291]    train-error:0.016807
## [292]    train-error:0.016807
## [293]    train-error:0.016807
## [294]    train-error:0.014006
## [295]    train-error:0.014006
## [296]    train-error:0.016807
## [297]    train-error:0.016807
## [298]    train-error:0.016807
## [299]    train-error:0.019608
## [300]    train-error:0.019608
## [301]    train-error:0.019608
## [302]    train-error:0.016807
## [303]    train-error:0.019608
## [304]    train-error:0.019608
## [305]    train-error:0.014006
## [306]    train-error:0.014006
## [307]    train-error:0.014006
## [308]    train-error:0.014006
## [309]    train-error:0.014006
## [310]    train-error:0.014006
## [311]    train-error:0.014006
## [312]    train-error:0.014006
## [313]    train-error:0.014006
## [314]    train-error:0.014006
## [315]    train-error:0.014006
## [316]    train-error:0.014006
## [317]    train-error:0.014006
## [318]    train-error:0.014006
## [319]    train-error:0.014006
## [320]    train-error:0.014006
## [321]    train-error:0.014006
## [322]    train-error:0.014006
## [323]    train-error:0.014006
## [324]    train-error:0.014006
## [325]    train-error:0.014006
## [326]    train-error:0.014006
## [327]    train-error:0.014006
## [328]    train-error:0.014006
## [329]    train-error:0.016807
## [330]    train-error:0.014006
## [331]    train-error:0.014006
## [332]    train-error:0.014006
## [333]    train-error:0.014006
## [334]    train-error:0.014006
## [335]    train-error:0.014006
## [336]    train-error:0.014006
## [337]    train-error:0.014006
## [338]    train-error:0.014006
## [339]    train-error:0.014006
## [340]    train-error:0.014006
## [341]    train-error:0.014006
## [342]    train-error:0.014006
## [343]    train-error:0.014006
## [344]    train-error:0.014006
## [345]    train-error:0.014006
## [346]    train-error:0.014006
## [347]    train-error:0.014006
## [348]    train-error:0.014006
## [349]    train-error:0.014006
## [350]    train-error:0.014006
## [351]    train-error:0.014006
## [352]    train-error:0.014006
## [353]    train-error:0.014006
## [354]    train-error:0.014006
## [355]    train-error:0.014006
## [356]    train-error:0.014006
## [357]    train-error:0.016807
## [358]    train-error:0.014006
## [359]    train-error:0.014006
## [360]    train-error:0.014006
## [361]    train-error:0.014006
## [362]    train-error:0.014006
## [363]    train-error:0.014006
## [364]    train-error:0.014006
## [365]    train-error:0.014006
## [366]    train-error:0.014006
## [367]    train-error:0.014006
## [368]    train-error:0.011204
## [369]    train-error:0.011204
## [370]    train-error:0.014006
## [371]    train-error:0.011204
## [372]    train-error:0.014006
## [373]    train-error:0.014006
## [374]    train-error:0.014006
## [375]    train-error:0.014006
## [376]    train-error:0.014006
## [377]    train-error:0.014006
## [378]    train-error:0.014006
## [379]    train-error:0.014006
## [380]    train-error:0.014006
## [381]    train-error:0.014006
## [382]    train-error:0.014006
## [383]    train-error:0.014006
## [384]    train-error:0.014006
## [385]    train-error:0.014006
## [386]    train-error:0.014006
## [387]    train-error:0.014006
## [388]    train-error:0.014006
## [389]    train-error:0.014006
## [390]    train-error:0.014006
## [391]    train-error:0.014006
## [392]    train-error:0.014006
## [393]    train-error:0.014006
## [394]    train-error:0.014006
## [395]    train-error:0.014006
## [396]    train-error:0.014006
## [397]    train-error:0.014006
## [398]    train-error:0.014006
## [399]    train-error:0.014006
## [400]    train-error:0.014006
## [401]    train-error:0.014006
## [402]    train-error:0.014006
## [403]    train-error:0.014006
## [404]    train-error:0.014006
## [405]    train-error:0.014006
## [406]    train-error:0.014006
## [407]    train-error:0.014006
## [408]    train-error:0.014006
## [409]    train-error:0.014006
## [410]    train-error:0.014006
## [411]    train-error:0.014006
## [412]    train-error:0.014006
## [413]    train-error:0.016807
## [414]    train-error:0.014006
## [415]    train-error:0.014006
## [416]    train-error:0.014006
## [417]    train-error:0.014006
## [418]    train-error:0.016807
## [419]    train-error:0.016807
## [420]    train-error:0.016807
## [421]    train-error:0.014006
## [422]    train-error:0.014006
## [423]    train-error:0.014006
## [424]    train-error:0.016807
## [425]    train-error:0.016807
## [426]    train-error:0.016807
## [427]    train-error:0.016807
## [428]    train-error:0.016807
## [429]    train-error:0.016807
## [430]    train-error:0.016807
## [431]    train-error:0.014006
## [432]    train-error:0.014006
## [433]    train-error:0.014006
## [434]    train-error:0.014006
## [435]    train-error:0.016807
## [436]    train-error:0.014006
## [437]    train-error:0.016807
## [438]    train-error:0.014006
## [439]    train-error:0.014006
## [440]    train-error:0.014006
## [441]    train-error:0.014006
## [442]    train-error:0.014006
## [443]    train-error:0.014006
## [444]    train-error:0.014006
## [445]    train-error:0.011204
## [446]    train-error:0.011204
## [447]    train-error:0.011204
## [448]    train-error:0.011204
## [449]    train-error:0.011204
## [450]    train-error:0.011204
## [451]    train-error:0.014006
## [452]    train-error:0.014006
## [453]    train-error:0.014006
## [454]    train-error:0.014006
## [455]    train-error:0.011204
## [456]    train-error:0.014006
## [457]    train-error:0.011204
## [458]    train-error:0.011204
## [459]    train-error:0.014006
## [460]    train-error:0.014006
## [461]    train-error:0.014006
## [462]    train-error:0.011204
## [463]    train-error:0.011204
## [464]    train-error:0.011204
## [465]    train-error:0.011204
## [466]    train-error:0.011204
## [467]    train-error:0.011204
## [468]    train-error:0.011204
## [469]    train-error:0.011204
## [470]    train-error:0.011204
## [471]    train-error:0.011204
## [472]    train-error:0.011204
## [473]    train-error:0.011204
## [0]  train-error:0.134454
## [1]  train-error:0.131653
## [2]  train-error:0.117647
## [3]  train-error:0.117647
## [4]  train-error:0.120448
## [5]  train-error:0.117647
## [6]  train-error:0.106443
## [7]  train-error:0.092437
## [8]  train-error:0.106443
## [9]  train-error:0.106443
## [10] train-error:0.109244
## [11] train-error:0.109244
## [12] train-error:0.100840
## [13] train-error:0.100840
## [14] train-error:0.100840
## [15] train-error:0.109244
## [16] train-error:0.098039
## [17] train-error:0.089636
## [18] train-error:0.095238
## [19] train-error:0.092437
## [20] train-error:0.089636
## [21] train-error:0.089636
## [22] train-error:0.089636
## [23] train-error:0.089636
## [24] train-error:0.092437
## [25] train-error:0.084034
## [26] train-error:0.084034
## [27] train-error:0.086835
## [28] train-error:0.089636
## [29] train-error:0.086835
## [30] train-error:0.086835
## [31] train-error:0.086835
## [32] train-error:0.086835
## [33] train-error:0.081232
## [34] train-error:0.075630
## [35] train-error:0.084034
## [36] train-error:0.078431
## [37] train-error:0.078431
## [38] train-error:0.078431
## [39] train-error:0.086835
## [40] train-error:0.081232
## [41] train-error:0.078431
## [42] train-error:0.075630
## [43] train-error:0.070028
## [44] train-error:0.070028
## [45] train-error:0.078431
## [46] train-error:0.067227
## [47] train-error:0.070028
## [48] train-error:0.070028
## [49] train-error:0.070028
## [50] train-error:0.067227
## [51] train-error:0.072829
## [52] train-error:0.075630
## [53] train-error:0.067227
## [54] train-error:0.058824
## [55] train-error:0.050420
## [56] train-error:0.053221
## [57] train-error:0.053221
## [58] train-error:0.053221
## [59] train-error:0.050420
## [60] train-error:0.053221
## [61] train-error:0.050420
## [62] train-error:0.056022
## [63] train-error:0.050420
## [64] train-error:0.061625
## [65] train-error:0.050420
## [66] train-error:0.058824
## [67] train-error:0.056022
## [68] train-error:0.058824
## [69] train-error:0.056022
## [70] train-error:0.056022
## [71] train-error:0.056022
## [72] train-error:0.058824
## [73] train-error:0.056022
## [74] train-error:0.047619
## [75] train-error:0.050420
## [76] train-error:0.050420
## [77] train-error:0.047619
## [78] train-error:0.042017
## [79] train-error:0.053221
## [80] train-error:0.047619
## [81] train-error:0.050420
## [82] train-error:0.042017
## [83] train-error:0.042017
## [84] train-error:0.039216
## [85] train-error:0.044818
## [86] train-error:0.042017
## [87] train-error:0.042017
## [88] train-error:0.044818
## [89] train-error:0.042017
## [90] train-error:0.042017
## [91] train-error:0.042017
## [92] train-error:0.042017
## [93] train-error:0.047619
## [94] train-error:0.039216
## [95] train-error:0.042017
## [96] train-error:0.036415
## [97] train-error:0.036415
## [98] train-error:0.036415
## [99] train-error:0.039216
## [100]    train-error:0.042017
## [101]    train-error:0.042017
## [102]    train-error:0.042017
## [103]    train-error:0.039216
## [104]    train-error:0.039216
## [105]    train-error:0.036415
## [106]    train-error:0.044818
## [107]    train-error:0.044818
## [108]    train-error:0.047619
## [109]    train-error:0.044818
## [110]    train-error:0.042017
## [111]    train-error:0.042017
## [112]    train-error:0.042017
## [113]    train-error:0.042017
## [114]    train-error:0.039216
## [115]    train-error:0.044818
## [116]    train-error:0.044818
## [117]    train-error:0.042017
## [118]    train-error:0.039216
## [119]    train-error:0.036415
## [120]    train-error:0.036415
## [121]    train-error:0.036415
## [122]    train-error:0.039216
## [123]    train-error:0.033613
## [124]    train-error:0.033613
## [125]    train-error:0.036415
## [126]    train-error:0.039216
## [127]    train-error:0.039216
## [128]    train-error:0.033613
## [129]    train-error:0.036415
## [130]    train-error:0.036415
## [131]    train-error:0.033613
## [132]    train-error:0.033613
## [133]    train-error:0.036415
## [134]    train-error:0.033613
## [135]    train-error:0.036415
## [136]    train-error:0.033613
## [137]    train-error:0.030812
## [138]    train-error:0.030812
## [139]    train-error:0.025210
## [140]    train-error:0.030812
## [141]    train-error:0.030812
## [142]    train-error:0.030812
## [143]    train-error:0.028011
## [144]    train-error:0.025210
## [145]    train-error:0.028011
## [146]    train-error:0.028011
## [147]    train-error:0.028011
## [148]    train-error:0.025210
## [149]    train-error:0.022409
## [150]    train-error:0.025210
## [151]    train-error:0.025210
## [152]    train-error:0.025210
## [153]    train-error:0.022409
## [154]    train-error:0.022409
## [155]    train-error:0.022409
## [156]    train-error:0.022409
## [157]    train-error:0.025210
## [158]    train-error:0.025210
## [159]    train-error:0.025210
## [160]    train-error:0.025210
## [161]    train-error:0.022409
## [162]    train-error:0.022409
## [163]    train-error:0.022409
## [164]    train-error:0.019608
## [165]    train-error:0.016807
## [166]    train-error:0.016807
## [167]    train-error:0.019608
## [168]    train-error:0.019608
## [169]    train-error:0.019608
## [170]    train-error:0.016807
## [171]    train-error:0.016807
## [172]    train-error:0.019608
## [173]    train-error:0.019608
## [174]    train-error:0.019608
## [175]    train-error:0.019608
## [176]    train-error:0.022409
## [177]    train-error:0.025210
## [178]    train-error:0.025210
## [179]    train-error:0.022409
## [180]    train-error:0.019608
## [181]    train-error:0.019608
## [182]    train-error:0.019608
## [183]    train-error:0.022409
## [184]    train-error:0.022409
## [185]    train-error:0.022409
## [186]    train-error:0.022409
## [187]    train-error:0.022409
## [188]    train-error:0.019608
## [189]    train-error:0.022409
## [190]    train-error:0.019608
## [191]    train-error:0.019608
## [192]    train-error:0.019608
## [193]    train-error:0.022409
## [194]    train-error:0.019608
## [195]    train-error:0.019608
## [196]    train-error:0.019608
## [197]    train-error:0.019608
## [198]    train-error:0.019608
## [199]    train-error:0.022409
## [200]    train-error:0.022409
## [201]    train-error:0.022409
## [202]    train-error:0.019608
## [203]    train-error:0.019608
## [204]    train-error:0.019608
## [205]    train-error:0.019608
## [206]    train-error:0.019608
## [207]    train-error:0.016807
## [208]    train-error:0.016807
## [209]    train-error:0.016807
## [210]    train-error:0.019608
## [211]    train-error:0.019608
## [212]    train-error:0.019608
## [213]    train-error:0.016807
## [214]    train-error:0.016807
## [215]    train-error:0.019608
## [216]    train-error:0.016807
## [217]    train-error:0.019608
## [218]    train-error:0.016807
## [219]    train-error:0.016807
## [220]    train-error:0.019608
## [221]    train-error:0.019608
## [222]    train-error:0.019608
## [223]    train-error:0.019608
## [224]    train-error:0.016807
## [225]    train-error:0.016807
## [226]    train-error:0.016807
## [227]    train-error:0.019608
## [228]    train-error:0.016807
## [229]    train-error:0.016807
## [230]    train-error:0.019608
## [231]    train-error:0.019608
## [232]    train-error:0.019608
## [233]    train-error:0.019608
## [234]    train-error:0.016807
## [235]    train-error:0.016807
## [236]    train-error:0.016807
## [237]    train-error:0.016807
## [238]    train-error:0.016807
## [239]    train-error:0.016807
## [240]    train-error:0.016807
## [241]    train-error:0.016807
## [242]    train-error:0.016807
## [243]    train-error:0.016807
## [244]    train-error:0.019608
## [245]    train-error:0.019608
## [246]    train-error:0.019608
## [247]    train-error:0.019608
## [248]    train-error:0.019608
## [249]    train-error:0.016807
## [250]    train-error:0.016807
## [251]    train-error:0.016807
## [252]    train-error:0.016807
## [253]    train-error:0.016807
## [254]    train-error:0.016807
## [255]    train-error:0.019608
## [256]    train-error:0.019608
## [257]    train-error:0.019608
## [258]    train-error:0.022409
## [259]    train-error:0.019608
## [260]    train-error:0.016807
## [261]    train-error:0.016807
## [262]    train-error:0.016807
## [263]    train-error:0.016807
## [264]    train-error:0.016807
## [265]    train-error:0.016807
## [266]    train-error:0.016807
## [267]    train-error:0.016807
## [268]    train-error:0.019608
## [269]    train-error:0.016807
## [270]    train-error:0.016807
## [271]    train-error:0.016807
## [272]    train-error:0.016807
## [273]    train-error:0.019608
## [274]    train-error:0.019608
## [275]    train-error:0.016807
## [276]    train-error:0.016807
## [277]    train-error:0.016807
## [278]    train-error:0.016807
## [279]    train-error:0.016807
## [280]    train-error:0.016807
## [281]    train-error:0.016807
## [282]    train-error:0.016807
## [283]    train-error:0.016807
## [284]    train-error:0.016807
## [285]    train-error:0.016807
## [286]    train-error:0.016807
## [287]    train-error:0.016807
## [288]    train-error:0.019608
## [289]    train-error:0.019608
## [290]    train-error:0.019608
## [291]    train-error:0.019608
## [292]    train-error:0.019608
## [293]    train-error:0.019608
## [294]    train-error:0.019608
## [295]    train-error:0.019608
## [296]    train-error:0.019608
## [297]    train-error:0.019608
## [298]    train-error:0.019608
## [299]    train-error:0.019608
## [300]    train-error:0.019608
## [301]    train-error:0.016807
## [302]    train-error:0.016807
## [303]    train-error:0.016807
## [304]    train-error:0.019608
## [305]    train-error:0.019608
## [306]    train-error:0.019608
## [307]    train-error:0.016807
## [308]    train-error:0.016807
## [309]    train-error:0.016807
## [310]    train-error:0.016807
## [311]    train-error:0.019608
## [312]    train-error:0.016807
## [313]    train-error:0.016807
## [314]    train-error:0.016807
## [315]    train-error:0.019608
## [316]    train-error:0.019608
## [317]    train-error:0.016807
## [318]    train-error:0.016807
## [319]    train-error:0.014006
## [320]    train-error:0.016807
## [321]    train-error:0.014006
## [322]    train-error:0.014006
## [323]    train-error:0.014006
## [324]    train-error:0.014006
## [325]    train-error:0.014006
## [326]    train-error:0.014006
## [327]    train-error:0.014006
## [328]    train-error:0.016807
## [329]    train-error:0.016807
## [330]    train-error:0.019608
## [331]    train-error:0.016807
## [332]    train-error:0.016807
## [333]    train-error:0.014006
## [334]    train-error:0.016807
## [335]    train-error:0.016807
## [336]    train-error:0.014006
## [337]    train-error:0.016807
## [338]    train-error:0.014006
## [339]    train-error:0.016807
## [340]    train-error:0.011204
## [341]    train-error:0.014006
## [342]    train-error:0.014006
## [343]    train-error:0.016807
## [344]    train-error:0.011204
## [345]    train-error:0.011204
## [346]    train-error:0.011204
## [347]    train-error:0.011204
## [348]    train-error:0.014006
## [349]    train-error:0.014006
## [350]    train-error:0.011204
## [351]    train-error:0.011204
## [352]    train-error:0.014006
## [353]    train-error:0.019608
## [354]    train-error:0.014006
## [355]    train-error:0.014006
## [356]    train-error:0.014006
## [357]    train-error:0.016807
## [358]    train-error:0.016807
## [359]    train-error:0.016807
## [360]    train-error:0.011204
## [361]    train-error:0.014006
## [362]    train-error:0.016807
## [363]    train-error:0.014006
## [364]    train-error:0.016807
## [365]    train-error:0.014006
## [366]    train-error:0.014006
## [367]    train-error:0.014006
## [368]    train-error:0.011204
## [369]    train-error:0.014006
## [370]    train-error:0.014006
## [371]    train-error:0.014006
## [372]    train-error:0.014006
## [373]    train-error:0.014006
## [374]    train-error:0.014006
## [375]    train-error:0.014006
## [376]    train-error:0.016807
## [377]    train-error:0.014006
## [378]    train-error:0.014006
## [379]    train-error:0.016807
## [380]    train-error:0.011204
## [381]    train-error:0.011204
## [382]    train-error:0.011204
## [383]    train-error:0.011204
## [384]    train-error:0.014006
## [385]    train-error:0.014006
## [386]    train-error:0.011204
## [387]    train-error:0.011204
## [388]    train-error:0.011204
## [389]    train-error:0.011204
## [390]    train-error:0.011204
## [391]    train-error:0.011204
## [392]    train-error:0.011204
## [393]    train-error:0.011204
## [394]    train-error:0.011204
## [395]    train-error:0.011204
## [396]    train-error:0.011204
## [397]    train-error:0.011204
## [398]    train-error:0.016807
## [399]    train-error:0.014006
## [400]    train-error:0.014006
## [401]    train-error:0.014006
## [402]    train-error:0.014006
## [403]    train-error:0.014006
## [404]    train-error:0.014006
## [405]    train-error:0.014006
## [406]    train-error:0.014006
## [407]    train-error:0.014006
## [408]    train-error:0.016807
## [409]    train-error:0.016807
## [410]    train-error:0.016807
## [411]    train-error:0.016807
## [412]    train-error:0.014006
## [413]    train-error:0.014006
## [414]    train-error:0.014006
## [415]    train-error:0.014006
## [416]    train-error:0.014006
## [417]    train-error:0.014006
## [418]    train-error:0.014006
## [419]    train-error:0.014006
## [420]    train-error:0.014006
## [421]    train-error:0.014006
## [422]    train-error:0.014006
## [423]    train-error:0.014006
## [424]    train-error:0.014006
## [425]    train-error:0.014006
## [426]    train-error:0.014006
## [427]    train-error:0.014006
## [428]    train-error:0.014006
## [429]    train-error:0.014006
## [430]    train-error:0.014006
## [431]    train-error:0.014006
## [432]    train-error:0.014006
## [433]    train-error:0.014006
## [434]    train-error:0.014006
## [435]    train-error:0.014006
## [436]    train-error:0.014006
## [437]    train-error:0.014006
## [438]    train-error:0.014006
## [439]    train-error:0.014006
## [440]    train-error:0.014006
## [441]    train-error:0.014006
## [442]    train-error:0.014006
## [443]    train-error:0.014006
## [444]    train-error:0.014006
## [445]    train-error:0.014006
## [446]    train-error:0.014006
## [447]    train-error:0.014006
## [448]    train-error:0.014006
## [449]    train-error:0.011204
## [450]    train-error:0.014006
## [451]    train-error:0.014006
## [452]    train-error:0.014006
## [453]    train-error:0.014006
## [454]    train-error:0.014006
## [455]    train-error:0.014006
## [456]    train-error:0.014006
## [457]    train-error:0.014006
## [458]    train-error:0.014006
## [459]    train-error:0.014006
## [460]    train-error:0.014006
## [461]    train-error:0.014006
## [462]    train-error:0.014006
## [463]    train-error:0.014006
## [464]    train-error:0.014006
## [465]    train-error:0.014006
## [466]    train-error:0.014006
## [467]    train-error:0.014006
## [468]    train-error:0.014006
## [469]    train-error:0.014006
## [470]    train-error:0.014006
## [471]    train-error:0.014006
## [472]    train-error:0.014006
## [473]    train-error:0.014006
## [0]  train-error:0.184358
## [1]  train-error:0.178771
## [2]  train-error:0.215084
## [3]  train-error:0.184358
## [4]  train-error:0.203911
## [5]  train-error:0.184358
## [6]  train-error:0.195531
## [7]  train-error:0.175978
## [8]  train-error:0.173184
## [9]  train-error:0.162011
## [10] train-error:0.156425
## [11] train-error:0.150838
## [12] train-error:0.148045
## [13] train-error:0.145251
## [14] train-error:0.150838
## [15] train-error:0.153631
## [16] train-error:0.142458
## [17] train-error:0.145251
## [18] train-error:0.150838
## [19] train-error:0.148045
## [20] train-error:0.145251
## [21] train-error:0.145251
## [22] train-error:0.150838
## [23] train-error:0.150838
## [24] train-error:0.150838
## [25] train-error:0.153631
## [26] train-error:0.156425
## [27] train-error:0.150838
## [28] train-error:0.153631
## [29] train-error:0.150838
## [30] train-error:0.148045
## [31] train-error:0.153631
## [32] train-error:0.153631
## [33] train-error:0.153631
## [34] train-error:0.153631
## [35] train-error:0.162011
## [36] train-error:0.159218
## [37] train-error:0.159218
## [38] train-error:0.162011
## [39] train-error:0.159218
## [40] train-error:0.159218
## [41] train-error:0.159218
## [42] train-error:0.159218
## [43] train-error:0.159218
## [44] train-error:0.162011
## [45] train-error:0.159218
## [46] train-error:0.153631
## [47] train-error:0.153631
## [48] train-error:0.153631
## [49] train-error:0.153631
## [50] train-error:0.156425
## [51] train-error:0.153631
## [52] train-error:0.156425
## [53] train-error:0.159218
## [54] train-error:0.156425
## [55] train-error:0.156425
## [56] train-error:0.153631
## [57] train-error:0.159218
## [58] train-error:0.159218
## [59] train-error:0.153631
## [60] train-error:0.153631
## [61] train-error:0.156425
## [62] train-error:0.153631
## [63] train-error:0.153631
## [64] train-error:0.150838
## [65] train-error:0.148045
## [66] train-error:0.150838
## [67] train-error:0.145251
## [68] train-error:0.148045
## [69] train-error:0.148045
## [70] train-error:0.153631
## [71] train-error:0.148045
## [72] train-error:0.148045
## [73] train-error:0.145251
## [74] train-error:0.145251
## [75] train-error:0.145251
## [76] train-error:0.145251
## [77] train-error:0.145251
## [78] train-error:0.145251
## [79] train-error:0.145251
## [80] train-error:0.145251
## [81] train-error:0.145251
## [82] train-error:0.148045
## [83] train-error:0.148045
## [84] train-error:0.145251
## [85] train-error:0.145251
## [86] train-error:0.150838
## [87] train-error:0.150838
## [88] train-error:0.150838
## [89] train-error:0.150838
## [90] train-error:0.153631
## [91] train-error:0.153631
## [92] train-error:0.153631
## [93] train-error:0.150838
## [94] train-error:0.150838
## [95] train-error:0.150838
## [96] train-error:0.150838
## [97] train-error:0.150838
## [98] train-error:0.150838
## [99] train-error:0.148045
## [100]    train-error:0.150838
## [101]    train-error:0.148045
## [102]    train-error:0.150838
## [103]    train-error:0.150838
## [104]    train-error:0.148045
## [105]    train-error:0.150838
## [106]    train-error:0.150838
## [107]    train-error:0.150838
## [108]    train-error:0.150838
## [109]    train-error:0.150838
## [110]    train-error:0.150838
## [111]    train-error:0.150838
## [112]    train-error:0.150838
## [113]    train-error:0.150838
## [114]    train-error:0.150838
## [115]    train-error:0.150838
## [116]    train-error:0.150838
## [117]    train-error:0.150838
## [118]    train-error:0.150838
## [119]    train-error:0.150838
## [120]    train-error:0.153631
## [121]    train-error:0.153631
## [122]    train-error:0.150838
## [123]    train-error:0.153631
## [124]    train-error:0.153631
## [125]    train-error:0.150838
## [126]    train-error:0.153631
## [127]    train-error:0.153631
## [128]    train-error:0.153631
## [129]    train-error:0.153631
## [130]    train-error:0.153631
## [131]    train-error:0.153631
## [132]    train-error:0.153631
## [133]    train-error:0.153631
## [134]    train-error:0.153631
## [135]    train-error:0.153631
## [136]    train-error:0.153631
## [137]    train-error:0.153631
## [138]    train-error:0.150838
## [139]    train-error:0.150838
## [140]    train-error:0.150838
## [141]    train-error:0.150838
## [142]    train-error:0.150838
## [143]    train-error:0.150838
## [144]    train-error:0.150838
## [145]    train-error:0.150838
## [146]    train-error:0.148045
## [147]    train-error:0.150838
## [148]    train-error:0.150838
## [149]    train-error:0.148045
## [150]    train-error:0.148045
## [151]    train-error:0.150838
## [152]    train-error:0.148045
## [153]    train-error:0.148045
## [154]    train-error:0.145251
## [155]    train-error:0.145251
## [156]    train-error:0.148045
## [157]    train-error:0.145251
## [158]    train-error:0.145251
## [159]    train-error:0.148045
## [160]    train-error:0.148045
## [161]    train-error:0.148045
## [162]    train-error:0.148045
## [163]    train-error:0.148045
## [164]    train-error:0.148045
## [165]    train-error:0.148045
## [166]    train-error:0.148045
## [167]    train-error:0.148045
## [168]    train-error:0.148045
## [169]    train-error:0.148045
## [170]    train-error:0.148045
## [171]    train-error:0.148045
## [172]    train-error:0.148045
## [173]    train-error:0.148045
## [174]    train-error:0.145251
## [175]    train-error:0.145251
## [176]    train-error:0.148045
## [177]    train-error:0.148045
## [178]    train-error:0.150838
## [179]    train-error:0.153631
## [180]    train-error:0.148045
## [181]    train-error:0.150838
## [182]    train-error:0.153631
## [183]    train-error:0.150838
## [184]    train-error:0.150838
## [185]    train-error:0.148045
## [186]    train-error:0.148045
## [187]    train-error:0.148045
## [188]    train-error:0.148045
## [189]    train-error:0.148045
## [190]    train-error:0.148045
## [191]    train-error:0.148045
## [192]    train-error:0.148045
## [193]    train-error:0.148045
## [194]    train-error:0.148045
## [195]    train-error:0.148045
## [196]    train-error:0.148045
## [197]    train-error:0.148045
## [198]    train-error:0.148045
## [199]    train-error:0.148045
## [200]    train-error:0.148045
## [201]    train-error:0.148045
## [202]    train-error:0.148045
## [203]    train-error:0.148045
## [204]    train-error:0.148045
## [205]    train-error:0.148045
## [206]    train-error:0.148045
## [207]    train-error:0.148045
## [208]    train-error:0.148045
## [209]    train-error:0.148045
## [210]    train-error:0.148045
## [211]    train-error:0.148045
## [212]    train-error:0.148045
## [213]    train-error:0.148045
## [214]    train-error:0.148045
## [215]    train-error:0.148045
## [216]    train-error:0.148045
## [217]    train-error:0.148045
## [218]    train-error:0.148045
## [219]    train-error:0.148045
## [220]    train-error:0.148045
## [221]    train-error:0.148045
## [222]    train-error:0.148045
## [223]    train-error:0.148045
## [224]    train-error:0.148045
## [225]    train-error:0.148045
## [226]    train-error:0.145251
## [227]    train-error:0.145251
## [228]    train-error:0.145251
## [229]    train-error:0.145251
## [230]    train-error:0.148045
## [231]    train-error:0.145251
## [232]    train-error:0.148045
## [233]    train-error:0.148045
## [234]    train-error:0.148045
## [235]    train-error:0.148045
## [236]    train-error:0.148045
## [237]    train-error:0.148045
## [238]    train-error:0.148045
## [239]    train-error:0.148045
## [240]    train-error:0.148045
## [241]    train-error:0.148045
## [242]    train-error:0.148045
## [243]    train-error:0.148045
## [244]    train-error:0.148045
## [245]    train-error:0.148045
## [246]    train-error:0.148045
## [247]    train-error:0.148045
## [248]    train-error:0.148045
## [249]    train-error:0.148045
## [250]    train-error:0.148045
## [251]    train-error:0.148045
## [252]    train-error:0.148045
## [253]    train-error:0.148045
## [254]    train-error:0.148045
## [255]    train-error:0.148045
## [256]    train-error:0.148045
## [257]    train-error:0.148045
## [258]    train-error:0.148045
## [259]    train-error:0.148045
## [260]    train-error:0.148045
## [261]    train-error:0.148045
## [262]    train-error:0.148045
## [263]    train-error:0.148045
## [264]    train-error:0.145251
## [265]    train-error:0.145251
## [266]    train-error:0.148045
## [267]    train-error:0.148045
## [268]    train-error:0.148045
## [269]    train-error:0.148045
## [270]    train-error:0.148045
## [271]    train-error:0.148045
## [272]    train-error:0.148045
## [273]    train-error:0.148045
## [274]    train-error:0.148045
## [275]    train-error:0.148045
## [276]    train-error:0.148045
## [277]    train-error:0.148045
## [278]    train-error:0.148045
## [279]    train-error:0.148045
## [280]    train-error:0.148045
## [281]    train-error:0.148045
## [282]    train-error:0.148045
## [283]    train-error:0.148045
## [284]    train-error:0.148045
## [285]    train-error:0.148045
## [286]    train-error:0.148045
## [287]    train-error:0.148045
## [288]    train-error:0.148045
## [289]    train-error:0.148045
## [290]    train-error:0.148045
## [291]    train-error:0.148045
## [292]    train-error:0.148045
## [293]    train-error:0.148045
## [294]    train-error:0.148045
## [295]    train-error:0.148045
## [296]    train-error:0.148045
## [297]    train-error:0.148045
## [298]    train-error:0.148045
## [299]    train-error:0.148045
## [300]    train-error:0.148045
## [301]    train-error:0.148045
## [302]    train-error:0.145251
## [303]    train-error:0.145251
## [304]    train-error:0.145251
## [305]    train-error:0.148045
## [0]  train-error:0.196078
## [1]  train-error:0.196078
## [2]  train-error:0.156863
## [3]  train-error:0.154062
## [4]  train-error:0.162465
## [5]  train-error:0.168067
## [6]  train-error:0.159664
## [7]  train-error:0.148459
## [8]  train-error:0.151261
## [9]  train-error:0.162465
## [10] train-error:0.154062
## [11] train-error:0.154062
## [12] train-error:0.145658
## [13] train-error:0.140056
## [14] train-error:0.145658
## [15] train-error:0.145658
## [16] train-error:0.148459
## [17] train-error:0.140056
## [18] train-error:0.142857
## [19] train-error:0.142857
## [20] train-error:0.148459
## [21] train-error:0.145658
## [22] train-error:0.140056
## [23] train-error:0.148459
## [24] train-error:0.142857
## [25] train-error:0.142857
## [26] train-error:0.142857
## [27] train-error:0.142857
## [28] train-error:0.137255
## [29] train-error:0.140056
## [30] train-error:0.148459
## [31] train-error:0.151261
## [32] train-error:0.154062
## [33] train-error:0.145658
## [34] train-error:0.145658
## [35] train-error:0.145658
## [36] train-error:0.145658
## [37] train-error:0.140056
## [38] train-error:0.134454
## [39] train-error:0.134454
## [40] train-error:0.131653
## [41] train-error:0.126050
## [42] train-error:0.131653
## [43] train-error:0.128852
## [44] train-error:0.128852
## [45] train-error:0.123249
## [46] train-error:0.120448
## [47] train-error:0.126050
## [48] train-error:0.128852
## [49] train-error:0.126050
## [50] train-error:0.128852
## [51] train-error:0.126050
## [52] train-error:0.126050
## [53] train-error:0.120448
## [54] train-error:0.123249
## [55] train-error:0.126050
## [56] train-error:0.123249
## [57] train-error:0.131653
## [58] train-error:0.128852
## [59] train-error:0.126050
## [60] train-error:0.123249
## [61] train-error:0.123249
## [62] train-error:0.120448
## [63] train-error:0.112045
## [64] train-error:0.123249
## [65] train-error:0.120448
## [66] train-error:0.123249
## [67] train-error:0.123249
## [68] train-error:0.128852
## [69] train-error:0.128852
## [70] train-error:0.131653
## [71] train-error:0.126050
## [72] train-error:0.126050
## [73] train-error:0.128852
## [74] train-error:0.131653
## [75] train-error:0.137255
## [76] train-error:0.137255
## [77] train-error:0.134454
## [78] train-error:0.134454
## [79] train-error:0.134454
## [80] train-error:0.131653
## [81] train-error:0.134454
## [82] train-error:0.134454
## [83] train-error:0.131653
## [84] train-error:0.134454
## [85] train-error:0.131653
## [86] train-error:0.134454
## [87] train-error:0.134454
## [88] train-error:0.137255
## [89] train-error:0.134454
## [90] train-error:0.128852
## [91] train-error:0.131653
## [92] train-error:0.126050
## [93] train-error:0.123249
## [94] train-error:0.128852
## [95] train-error:0.131653
## [96] train-error:0.128852
## [97] train-error:0.131653
## [98] train-error:0.131653
## [99] train-error:0.131653
## [100]    train-error:0.134454
## [101]    train-error:0.140056
## [102]    train-error:0.134454
## [103]    train-error:0.142857
## [104]    train-error:0.134454
## [105]    train-error:0.134454
## [106]    train-error:0.142857
## [107]    train-error:0.142857
## [108]    train-error:0.137255
## [109]    train-error:0.137255
## [110]    train-error:0.137255
## [111]    train-error:0.137255
## [112]    train-error:0.137255
## [113]    train-error:0.134454
## [114]    train-error:0.134454
## [115]    train-error:0.137255
## [116]    train-error:0.134454
## [117]    train-error:0.134454
## [118]    train-error:0.131653
## [119]    train-error:0.131653
## [120]    train-error:0.131653
## [121]    train-error:0.134454
## [122]    train-error:0.131653
## [123]    train-error:0.131653
## [124]    train-error:0.131653
## [125]    train-error:0.131653
## [126]    train-error:0.134454
## [127]    train-error:0.131653
## [128]    train-error:0.131653
## [129]    train-error:0.126050
## [130]    train-error:0.128852
## [131]    train-error:0.128852
## [132]    train-error:0.128852
## [133]    train-error:0.126050
## [134]    train-error:0.126050
## [135]    train-error:0.126050
## [136]    train-error:0.123249
## [137]    train-error:0.126050
## [138]    train-error:0.126050
## [139]    train-error:0.123249
## [140]    train-error:0.123249
## [141]    train-error:0.120448
## [142]    train-error:0.123249
## [143]    train-error:0.123249
## [144]    train-error:0.123249
## [145]    train-error:0.123249
## [146]    train-error:0.123249
## [147]    train-error:0.123249
## [148]    train-error:0.123249
## [149]    train-error:0.123249
## [150]    train-error:0.123249
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.123249
## [154]    train-error:0.123249
## [155]    train-error:0.120448
## [156]    train-error:0.123249
## [157]    train-error:0.126050
## [158]    train-error:0.123249
## [159]    train-error:0.126050
## [160]    train-error:0.123249
## [161]    train-error:0.117647
## [162]    train-error:0.120448
## [163]    train-error:0.120448
## [164]    train-error:0.120448
## [165]    train-error:0.120448
## [166]    train-error:0.120448
## [167]    train-error:0.120448
## [168]    train-error:0.120448
## [169]    train-error:0.117647
## [170]    train-error:0.117647
## [171]    train-error:0.120448
## [172]    train-error:0.117647
## [173]    train-error:0.120448
## [174]    train-error:0.120448
## [175]    train-error:0.120448
## [176]    train-error:0.120448
## [177]    train-error:0.117647
## [178]    train-error:0.120448
## [179]    train-error:0.117647
## [180]    train-error:0.117647
## [181]    train-error:0.117647
## [182]    train-error:0.114846
## [183]    train-error:0.114846
## [184]    train-error:0.114846
## [185]    train-error:0.114846
## [186]    train-error:0.114846
## [187]    train-error:0.117647
## [188]    train-error:0.117647
## [189]    train-error:0.117647
## [190]    train-error:0.117647
## [191]    train-error:0.123249
## [192]    train-error:0.120448
## [193]    train-error:0.123249
## [194]    train-error:0.123249
## [195]    train-error:0.123249
## [196]    train-error:0.117647
## [197]    train-error:0.114846
## [198]    train-error:0.114846
## [199]    train-error:0.117647
## [200]    train-error:0.120448
## [201]    train-error:0.114846
## [202]    train-error:0.114846
## [203]    train-error:0.120448
## [204]    train-error:0.117647
## [205]    train-error:0.120448
## [206]    train-error:0.114846
## [207]    train-error:0.117647
## [208]    train-error:0.117647
## [209]    train-error:0.117647
## [210]    train-error:0.117647
## [211]    train-error:0.117647
## [212]    train-error:0.117647
## [213]    train-error:0.117647
## [214]    train-error:0.117647
## [215]    train-error:0.112045
## [216]    train-error:0.120448
## [217]    train-error:0.117647
## [218]    train-error:0.117647
## [219]    train-error:0.114846
## [220]    train-error:0.117647
## [221]    train-error:0.114846
## [222]    train-error:0.114846
## [223]    train-error:0.114846
## [224]    train-error:0.120448
## [225]    train-error:0.117647
## [226]    train-error:0.114846
## [227]    train-error:0.117647
## [228]    train-error:0.117647
## [229]    train-error:0.117647
## [230]    train-error:0.117647
## [231]    train-error:0.117647
## [232]    train-error:0.117647
## [233]    train-error:0.117647
## [234]    train-error:0.117647
## [235]    train-error:0.120448
## [236]    train-error:0.120448
## [237]    train-error:0.117647
## [238]    train-error:0.117647
## [239]    train-error:0.117647
## [240]    train-error:0.120448
## [241]    train-error:0.117647
## [242]    train-error:0.117647
## [243]    train-error:0.120448
## [244]    train-error:0.117647
## [245]    train-error:0.117647
## [246]    train-error:0.120448
## [247]    train-error:0.117647
## [248]    train-error:0.117647
## [249]    train-error:0.120448
## [250]    train-error:0.120448
## [251]    train-error:0.117647
## [252]    train-error:0.117647
## [253]    train-error:0.117647
## [254]    train-error:0.117647
## [255]    train-error:0.120448
## [256]    train-error:0.117647
## [257]    train-error:0.120448
## [258]    train-error:0.120448
## [259]    train-error:0.120448
## [260]    train-error:0.120448
## [261]    train-error:0.117647
## [262]    train-error:0.117647
## [263]    train-error:0.120448
## [264]    train-error:0.120448
## [265]    train-error:0.123249
## [266]    train-error:0.123249
## [267]    train-error:0.123249
## [268]    train-error:0.123249
## [269]    train-error:0.123249
## [270]    train-error:0.123249
## [271]    train-error:0.117647
## [272]    train-error:0.117647
## [273]    train-error:0.117647
## [274]    train-error:0.117647
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.117647
## [278]    train-error:0.117647
## [279]    train-error:0.117647
## [280]    train-error:0.117647
## [281]    train-error:0.117647
## [282]    train-error:0.120448
## [283]    train-error:0.120448
## [284]    train-error:0.120448
## [285]    train-error:0.120448
## [286]    train-error:0.120448
## [287]    train-error:0.120448
## [288]    train-error:0.120448
## [289]    train-error:0.120448
## [290]    train-error:0.120448
## [291]    train-error:0.120448
## [292]    train-error:0.120448
## [293]    train-error:0.120448
## [294]    train-error:0.120448
## [295]    train-error:0.120448
## [296]    train-error:0.120448
## [297]    train-error:0.120448
## [298]    train-error:0.120448
## [299]    train-error:0.120448
## [300]    train-error:0.120448
## [301]    train-error:0.120448
## [302]    train-error:0.120448
## [303]    train-error:0.120448
## [304]    train-error:0.120448
## [305]    train-error:0.120448
## [0]  train-error:0.204482
## [1]  train-error:0.182073
## [2]  train-error:0.173669
## [3]  train-error:0.187675
## [4]  train-error:0.165266
## [5]  train-error:0.145658
## [6]  train-error:0.142857
## [7]  train-error:0.154062
## [8]  train-error:0.159664
## [9]  train-error:0.137255
## [10] train-error:0.142857
## [11] train-error:0.140056
## [12] train-error:0.140056
## [13] train-error:0.148459
## [14] train-error:0.137255
## [15] train-error:0.148459
## [16] train-error:0.151261
## [17] train-error:0.148459
## [18] train-error:0.145658
## [19] train-error:0.148459
## [20] train-error:0.151261
## [21] train-error:0.151261
## [22] train-error:0.156863
## [23] train-error:0.145658
## [24] train-error:0.151261
## [25] train-error:0.142857
## [26] train-error:0.140056
## [27] train-error:0.137255
## [28] train-error:0.140056
## [29] train-error:0.134454
## [30] train-error:0.140056
## [31] train-error:0.142857
## [32] train-error:0.134454
## [33] train-error:0.131653
## [34] train-error:0.137255
## [35] train-error:0.137255
## [36] train-error:0.142857
## [37] train-error:0.140056
## [38] train-error:0.134454
## [39] train-error:0.137255
## [40] train-error:0.134454
## [41] train-error:0.134454
## [42] train-error:0.131653
## [43] train-error:0.140056
## [44] train-error:0.137255
## [45] train-error:0.137255
## [46] train-error:0.137255
## [47] train-error:0.140056
## [48] train-error:0.140056
## [49] train-error:0.131653
## [50] train-error:0.131653
## [51] train-error:0.131653
## [52] train-error:0.128852
## [53] train-error:0.128852
## [54] train-error:0.126050
## [55] train-error:0.126050
## [56] train-error:0.128852
## [57] train-error:0.128852
## [58] train-error:0.131653
## [59] train-error:0.126050
## [60] train-error:0.126050
## [61] train-error:0.126050
## [62] train-error:0.126050
## [63] train-error:0.126050
## [64] train-error:0.128852
## [65] train-error:0.134454
## [66] train-error:0.134454
## [67] train-error:0.137255
## [68] train-error:0.131653
## [69] train-error:0.134454
## [70] train-error:0.134454
## [71] train-error:0.134454
## [72] train-error:0.131653
## [73] train-error:0.128852
## [74] train-error:0.131653
## [75] train-error:0.131653
## [76] train-error:0.131653
## [77] train-error:0.131653
## [78] train-error:0.131653
## [79] train-error:0.131653
## [80] train-error:0.128852
## [81] train-error:0.131653
## [82] train-error:0.128852
## [83] train-error:0.131653
## [84] train-error:0.134454
## [85] train-error:0.131653
## [86] train-error:0.128852
## [87] train-error:0.134454
## [88] train-error:0.131653
## [89] train-error:0.128852
## [90] train-error:0.131653
## [91] train-error:0.134454
## [92] train-error:0.140056
## [93] train-error:0.134454
## [94] train-error:0.131653
## [95] train-error:0.134454
## [96] train-error:0.128852
## [97] train-error:0.131653
## [98] train-error:0.131653
## [99] train-error:0.137255
## [100]    train-error:0.134454
## [101]    train-error:0.128852
## [102]    train-error:0.134454
## [103]    train-error:0.142857
## [104]    train-error:0.140056
## [105]    train-error:0.145658
## [106]    train-error:0.145658
## [107]    train-error:0.142857
## [108]    train-error:0.142857
## [109]    train-error:0.137255
## [110]    train-error:0.137255
## [111]    train-error:0.140056
## [112]    train-error:0.142857
## [113]    train-error:0.142857
## [114]    train-error:0.142857
## [115]    train-error:0.140056
## [116]    train-error:0.145658
## [117]    train-error:0.140056
## [118]    train-error:0.142857
## [119]    train-error:0.142857
## [120]    train-error:0.140056
## [121]    train-error:0.142857
## [122]    train-error:0.140056
## [123]    train-error:0.142857
## [124]    train-error:0.140056
## [125]    train-error:0.142857
## [126]    train-error:0.137255
## [127]    train-error:0.137255
## [128]    train-error:0.137255
## [129]    train-error:0.137255
## [130]    train-error:0.140056
## [131]    train-error:0.142857
## [132]    train-error:0.140056
## [133]    train-error:0.137255
## [134]    train-error:0.140056
## [135]    train-error:0.137255
## [136]    train-error:0.134454
## [137]    train-error:0.142857
## [138]    train-error:0.142857
## [139]    train-error:0.140056
## [140]    train-error:0.137255
## [141]    train-error:0.137255
## [142]    train-error:0.134454
## [143]    train-error:0.137255
## [144]    train-error:0.137255
## [145]    train-error:0.134454
## [146]    train-error:0.134454
## [147]    train-error:0.134454
## [148]    train-error:0.134454
## [149]    train-error:0.137255
## [150]    train-error:0.137255
## [151]    train-error:0.137255
## [152]    train-error:0.137255
## [153]    train-error:0.134454
## [154]    train-error:0.137255
## [155]    train-error:0.137255
## [156]    train-error:0.137255
## [157]    train-error:0.140056
## [158]    train-error:0.134454
## [159]    train-error:0.140056
## [160]    train-error:0.140056
## [161]    train-error:0.140056
## [162]    train-error:0.142857
## [163]    train-error:0.137255
## [164]    train-error:0.140056
## [165]    train-error:0.137255
## [166]    train-error:0.137255
## [167]    train-error:0.137255
## [168]    train-error:0.137255
## [169]    train-error:0.137255
## [170]    train-error:0.137255
## [171]    train-error:0.137255
## [172]    train-error:0.137255
## [173]    train-error:0.137255
## [174]    train-error:0.137255
## [175]    train-error:0.137255
## [176]    train-error:0.137255
## [177]    train-error:0.137255
## [178]    train-error:0.140056
## [179]    train-error:0.140056
## [180]    train-error:0.140056
## [181]    train-error:0.137255
## [182]    train-error:0.142857
## [183]    train-error:0.140056
## [184]    train-error:0.142857
## [185]    train-error:0.142857
## [186]    train-error:0.142857
## [187]    train-error:0.142857
## [188]    train-error:0.140056
## [189]    train-error:0.140056
## [190]    train-error:0.142857
## [191]    train-error:0.140056
## [192]    train-error:0.137255
## [193]    train-error:0.137255
## [194]    train-error:0.137255
## [195]    train-error:0.137255
## [196]    train-error:0.137255
## [197]    train-error:0.137255
## [198]    train-error:0.137255
## [199]    train-error:0.140056
## [200]    train-error:0.140056
## [201]    train-error:0.140056
## [202]    train-error:0.137255
## [203]    train-error:0.140056
## [204]    train-error:0.140056
## [205]    train-error:0.137255
## [206]    train-error:0.140056
## [207]    train-error:0.140056
## [208]    train-error:0.137255
## [209]    train-error:0.140056
## [210]    train-error:0.137255
## [211]    train-error:0.134454
## [212]    train-error:0.134454
## [213]    train-error:0.134454
## [214]    train-error:0.134454
## [215]    train-error:0.137255
## [216]    train-error:0.137255
## [217]    train-error:0.134454
## [218]    train-error:0.134454
## [219]    train-error:0.134454
## [220]    train-error:0.134454
## [221]    train-error:0.134454
## [222]    train-error:0.131653
## [223]    train-error:0.128852
## [224]    train-error:0.131653
## [225]    train-error:0.131653
## [226]    train-error:0.131653
## [227]    train-error:0.134454
## [228]    train-error:0.134454
## [229]    train-error:0.134454
## [230]    train-error:0.137255
## [231]    train-error:0.134454
## [232]    train-error:0.134454
## [233]    train-error:0.131653
## [234]    train-error:0.134454
## [235]    train-error:0.134454
## [236]    train-error:0.134454
## [237]    train-error:0.131653
## [238]    train-error:0.131653
## [239]    train-error:0.131653
## [240]    train-error:0.131653
## [241]    train-error:0.131653
## [242]    train-error:0.131653
## [243]    train-error:0.131653
## [244]    train-error:0.131653
## [245]    train-error:0.131653
## [246]    train-error:0.128852
## [247]    train-error:0.131653
## [248]    train-error:0.128852
## [249]    train-error:0.128852
## [250]    train-error:0.128852
## [251]    train-error:0.128852
## [252]    train-error:0.128852
## [253]    train-error:0.128852
## [254]    train-error:0.128852
## [255]    train-error:0.128852
## [256]    train-error:0.126050
## [257]    train-error:0.128852
## [258]    train-error:0.128852
## [259]    train-error:0.128852
## [260]    train-error:0.128852
## [261]    train-error:0.128852
## [262]    train-error:0.128852
## [263]    train-error:0.128852
## [264]    train-error:0.128852
## [265]    train-error:0.128852
## [266]    train-error:0.131653
## [267]    train-error:0.131653
## [268]    train-error:0.131653
## [269]    train-error:0.134454
## [270]    train-error:0.134454
## [271]    train-error:0.126050
## [272]    train-error:0.126050
## [273]    train-error:0.126050
## [274]    train-error:0.126050
## [275]    train-error:0.126050
## [276]    train-error:0.128852
## [277]    train-error:0.126050
## [278]    train-error:0.128852
## [279]    train-error:0.126050
## [280]    train-error:0.126050
## [281]    train-error:0.126050
## [282]    train-error:0.126050
## [283]    train-error:0.126050
## [284]    train-error:0.126050
## [285]    train-error:0.126050
## [286]    train-error:0.126050
## [287]    train-error:0.126050
## [288]    train-error:0.126050
## [289]    train-error:0.126050
## [290]    train-error:0.126050
## [291]    train-error:0.126050
## [292]    train-error:0.126050
## [293]    train-error:0.126050
## [294]    train-error:0.126050
## [295]    train-error:0.126050
## [296]    train-error:0.126050
## [297]    train-error:0.126050
## [298]    train-error:0.126050
## [299]    train-error:0.126050
## [300]    train-error:0.126050
## [301]    train-error:0.126050
## [302]    train-error:0.126050
## [303]    train-error:0.126050
## [304]    train-error:0.126050
## [305]    train-error:0.123249
## [0]  train-error:0.192737
## [1]  train-error:0.173184
## [2]  train-error:0.175978
## [3]  train-error:0.184358
## [4]  train-error:0.181564
## [5]  train-error:0.198324
## [6]  train-error:0.201117
## [7]  train-error:0.201117
## [8]  train-error:0.206704
## [9]  train-error:0.198324
## [10] train-error:0.195531
## [11] train-error:0.195531
## [12] train-error:0.187151
## [13] train-error:0.187151
## [14] train-error:0.189944
## [15] train-error:0.192737
## [16] train-error:0.187151
## [17] train-error:0.192737
## [18] train-error:0.192737
## [19] train-error:0.187151
## [20] train-error:0.187151
## [21] train-error:0.187151
## [22] train-error:0.181564
## [23] train-error:0.181564
## [24] train-error:0.181564
## [25] train-error:0.187151
## [26] train-error:0.189944
## [27] train-error:0.187151
## [28] train-error:0.178771
## [29] train-error:0.181564
## [30] train-error:0.181564
## [31] train-error:0.175978
## [32] train-error:0.175978
## [33] train-error:0.173184
## [34] train-error:0.175978
## [35] train-error:0.178771
## [36] train-error:0.178771
## [37] train-error:0.175978
## [38] train-error:0.175978
## [39] train-error:0.175978
## [40] train-error:0.175978
## [41] train-error:0.178771
## [42] train-error:0.187151
## [43] train-error:0.187151
## [44] train-error:0.181564
## [45] train-error:0.195531
## [46] train-error:0.195531
## [47] train-error:0.189944
## [48] train-error:0.187151
## [49] train-error:0.178771
## [50] train-error:0.184358
## [51] train-error:0.181564
## [52] train-error:0.175978
## [53] train-error:0.178771
## [54] train-error:0.181564
## [55] train-error:0.178771
## [56] train-error:0.187151
## [57] train-error:0.187151
## [58] train-error:0.181564
## [59] train-error:0.184358
## [60] train-error:0.187151
## [61] train-error:0.192737
## [62] train-error:0.184358
## [63] train-error:0.184358
## [64] train-error:0.189944
## [65] train-error:0.184358
## [66] train-error:0.189944
## [67] train-error:0.187151
## [68] train-error:0.178771
## [69] train-error:0.181564
## [70] train-error:0.184358
## [71] train-error:0.181564
## [72] train-error:0.178771
## [73] train-error:0.181564
## [74] train-error:0.178771
## [75] train-error:0.178771
## [76] train-error:0.178771
## [77] train-error:0.181564
## [78] train-error:0.178771
## [79] train-error:0.170391
## [80] train-error:0.170391
## [81] train-error:0.175978
## [82] train-error:0.175978
## [83] train-error:0.175978
## [84] train-error:0.175978
## [85] train-error:0.175978
## [86] train-error:0.175978
## [87] train-error:0.175978
## [88] train-error:0.170391
## [89] train-error:0.170391
## [90] train-error:0.170391
## [91] train-error:0.170391
## [92] train-error:0.167598
## [93] train-error:0.167598
## [94] train-error:0.167598
## [95] train-error:0.173184
## [96] train-error:0.173184
## [97] train-error:0.173184
## [98] train-error:0.175978
## [99] train-error:0.173184
## [100]    train-error:0.173184
## [101]    train-error:0.173184
## [102]    train-error:0.173184
## [103]    train-error:0.173184
## [104]    train-error:0.175978
## [105]    train-error:0.173184
## [106]    train-error:0.167598
## [107]    train-error:0.167598
## [108]    train-error:0.167598
## [109]    train-error:0.162011
## [110]    train-error:0.164804
## [111]    train-error:0.167598
## [112]    train-error:0.167598
## [113]    train-error:0.170391
## [114]    train-error:0.170391
## [115]    train-error:0.173184
## [116]    train-error:0.170391
## [117]    train-error:0.170391
## [118]    train-error:0.173184
## [119]    train-error:0.173184
## [120]    train-error:0.170391
## [121]    train-error:0.167598
## [122]    train-error:0.170391
## [123]    train-error:0.167598
## [124]    train-error:0.170391
## [125]    train-error:0.167598
## [126]    train-error:0.170391
## [127]    train-error:0.167598
## [128]    train-error:0.167598
## [129]    train-error:0.167598
## [130]    train-error:0.167598
## [131]    train-error:0.170391
## [132]    train-error:0.173184
## [133]    train-error:0.167598
## [134]    train-error:0.164804
## [135]    train-error:0.162011
## [136]    train-error:0.162011
## [137]    train-error:0.164804
## [138]    train-error:0.164804
## [139]    train-error:0.162011
## [140]    train-error:0.159218
## [141]    train-error:0.162011
## [142]    train-error:0.162011
## [143]    train-error:0.159218
## [144]    train-error:0.164804
## [145]    train-error:0.162011
## [146]    train-error:0.162011
## [147]    train-error:0.164804
## [148]    train-error:0.164804
## [149]    train-error:0.159218
## [150]    train-error:0.162011
## [151]    train-error:0.164804
## [152]    train-error:0.159218
## [153]    train-error:0.159218
## [154]    train-error:0.159218
## [155]    train-error:0.156425
## [156]    train-error:0.156425
## [157]    train-error:0.153631
## [158]    train-error:0.156425
## [159]    train-error:0.153631
## [160]    train-error:0.153631
## [161]    train-error:0.153631
## [162]    train-error:0.156425
## [163]    train-error:0.156425
## [164]    train-error:0.156425
## [165]    train-error:0.156425
## [166]    train-error:0.156425
## [167]    train-error:0.153631
## [168]    train-error:0.156425
## [169]    train-error:0.153631
## [170]    train-error:0.156425
## [171]    train-error:0.156425
## [172]    train-error:0.153631
## [173]    train-error:0.153631
## [174]    train-error:0.150838
## [175]    train-error:0.150838
## [176]    train-error:0.150838
## [177]    train-error:0.150838
## [178]    train-error:0.153631
## [179]    train-error:0.153631
## [180]    train-error:0.153631
## [181]    train-error:0.153631
## [182]    train-error:0.153631
## [183]    train-error:0.153631
## [184]    train-error:0.150838
## [185]    train-error:0.148045
## [186]    train-error:0.153631
## [187]    train-error:0.150838
## [188]    train-error:0.153631
## [189]    train-error:0.153631
## [190]    train-error:0.156425
## [191]    train-error:0.156425
## [192]    train-error:0.156425
## [193]    train-error:0.156425
## [194]    train-error:0.153631
## [195]    train-error:0.156425
## [196]    train-error:0.156425
## [197]    train-error:0.156425
## [198]    train-error:0.156425
## [199]    train-error:0.156425
## [200]    train-error:0.156425
## [201]    train-error:0.156425
## [202]    train-error:0.156425
## [203]    train-error:0.156425
## [204]    train-error:0.156425
## [205]    train-error:0.156425
## [206]    train-error:0.156425
## [207]    train-error:0.156425
## [208]    train-error:0.156425
## [209]    train-error:0.156425
## [210]    train-error:0.153631
## [211]    train-error:0.153631
## [212]    train-error:0.153631
## [213]    train-error:0.153631
## [214]    train-error:0.153631
## [215]    train-error:0.150838
## [216]    train-error:0.153631
## [217]    train-error:0.153631
## [218]    train-error:0.153631
## [219]    train-error:0.153631
## [220]    train-error:0.153631
## [221]    train-error:0.153631
## [222]    train-error:0.153631
## [223]    train-error:0.153631
## [224]    train-error:0.153631
## [225]    train-error:0.153631
## [226]    train-error:0.153631
## [227]    train-error:0.153631
## [228]    train-error:0.150838
## [229]    train-error:0.150838
## [230]    train-error:0.153631
## [231]    train-error:0.150838
## [232]    train-error:0.150838
## [233]    train-error:0.153631
## [234]    train-error:0.153631
## [235]    train-error:0.153631
## [236]    train-error:0.150838
## [237]    train-error:0.150838
## [238]    train-error:0.150838
## [239]    train-error:0.150838
## [240]    train-error:0.153631
## [241]    train-error:0.153631
## [242]    train-error:0.153631
## [243]    train-error:0.153631
## [244]    train-error:0.153631
## [245]    train-error:0.153631
## [246]    train-error:0.153631
## [247]    train-error:0.153631
## [248]    train-error:0.153631
## [249]    train-error:0.153631
## [250]    train-error:0.153631
## [251]    train-error:0.153631
## [252]    train-error:0.153631
## [253]    train-error:0.153631
## [254]    train-error:0.153631
## [255]    train-error:0.150838
## [256]    train-error:0.153631
## [257]    train-error:0.153631
## [258]    train-error:0.153631
## [259]    train-error:0.153631
## [260]    train-error:0.153631
## [261]    train-error:0.153631
## [262]    train-error:0.153631
## [263]    train-error:0.153631
## [264]    train-error:0.153631
## [265]    train-error:0.150838
## [266]    train-error:0.150838
## [267]    train-error:0.150838
## [268]    train-error:0.150838
## [269]    train-error:0.150838
## [270]    train-error:0.150838
## [271]    train-error:0.150838
## [272]    train-error:0.150838
## [273]    train-error:0.150838
## [274]    train-error:0.150838
## [275]    train-error:0.150838
## [276]    train-error:0.150838
## [277]    train-error:0.150838
## [278]    train-error:0.150838
## [279]    train-error:0.150838
## [280]    train-error:0.150838
## [281]    train-error:0.150838
## [282]    train-error:0.150838
## [283]    train-error:0.150838
## [284]    train-error:0.150838
## [285]    train-error:0.150838
## [286]    train-error:0.150838
## [287]    train-error:0.150838
## [288]    train-error:0.150838
## [289]    train-error:0.145251
## [290]    train-error:0.150838
## [291]    train-error:0.148045
## [292]    train-error:0.150838
## [293]    train-error:0.148045
## [294]    train-error:0.145251
## [295]    train-error:0.148045
## [296]    train-error:0.148045
## [297]    train-error:0.148045
## [298]    train-error:0.150838
## [299]    train-error:0.145251
## [300]    train-error:0.145251
## [301]    train-error:0.148045
## [302]    train-error:0.142458
## [303]    train-error:0.142458
## [304]    train-error:0.145251
## [305]    train-error:0.148045
## [306]    train-error:0.148045
## [307]    train-error:0.150838
## [308]    train-error:0.148045
## [309]    train-error:0.145251
## [310]    train-error:0.139665
## [311]    train-error:0.148045
## [312]    train-error:0.142458
## [313]    train-error:0.142458
## [314]    train-error:0.139665
## [315]    train-error:0.139665
## [316]    train-error:0.142458
## [317]    train-error:0.139665
## [318]    train-error:0.139665
## [319]    train-error:0.142458
## [320]    train-error:0.142458
## [321]    train-error:0.142458
## [322]    train-error:0.145251
## [323]    train-error:0.142458
## [324]    train-error:0.142458
## [325]    train-error:0.145251
## [326]    train-error:0.142458
## [327]    train-error:0.142458
## [328]    train-error:0.145251
## [329]    train-error:0.145251
## [330]    train-error:0.145251
## [331]    train-error:0.145251
## [332]    train-error:0.145251
## [333]    train-error:0.145251
## [0]  train-error:0.154062
## [1]  train-error:0.173669
## [2]  train-error:0.159664
## [3]  train-error:0.159664
## [4]  train-error:0.182073
## [5]  train-error:0.182073
## [6]  train-error:0.168067
## [7]  train-error:0.168067
## [8]  train-error:0.154062
## [9]  train-error:0.148459
## [10] train-error:0.145658
## [11] train-error:0.148459
## [12] train-error:0.142857
## [13] train-error:0.151261
## [14] train-error:0.154062
## [15] train-error:0.151261
## [16] train-error:0.162465
## [17] train-error:0.154062
## [18] train-error:0.151261
## [19] train-error:0.148459
## [20] train-error:0.151261
## [21] train-error:0.151261
## [22] train-error:0.154062
## [23] train-error:0.151261
## [24] train-error:0.156863
## [25] train-error:0.148459
## [26] train-error:0.154062
## [27] train-error:0.154062
## [28] train-error:0.154062
## [29] train-error:0.151261
## [30] train-error:0.151261
## [31] train-error:0.145658
## [32] train-error:0.145658
## [33] train-error:0.145658
## [34] train-error:0.148459
## [35] train-error:0.142857
## [36] train-error:0.142857
## [37] train-error:0.142857
## [38] train-error:0.142857
## [39] train-error:0.145658
## [40] train-error:0.142857
## [41] train-error:0.145658
## [42] train-error:0.145658
## [43] train-error:0.148459
## [44] train-error:0.151261
## [45] train-error:0.145658
## [46] train-error:0.151261
## [47] train-error:0.148459
## [48] train-error:0.148459
## [49] train-error:0.148459
## [50] train-error:0.154062
## [51] train-error:0.154062
## [52] train-error:0.151261
## [53] train-error:0.154062
## [54] train-error:0.148459
## [55] train-error:0.140056
## [56] train-error:0.142857
## [57] train-error:0.142857
## [58] train-error:0.142857
## [59] train-error:0.151261
## [60] train-error:0.145658
## [61] train-error:0.154062
## [62] train-error:0.148459
## [63] train-error:0.148459
## [64] train-error:0.145658
## [65] train-error:0.142857
## [66] train-error:0.142857
## [67] train-error:0.137255
## [68] train-error:0.145658
## [69] train-error:0.145658
## [70] train-error:0.151261
## [71] train-error:0.145658
## [72] train-error:0.151261
## [73] train-error:0.148459
## [74] train-error:0.154062
## [75] train-error:0.145658
## [76] train-error:0.151261
## [77] train-error:0.151261
## [78] train-error:0.154062
## [79] train-error:0.154062
## [80] train-error:0.154062
## [81] train-error:0.154062
## [82] train-error:0.148459
## [83] train-error:0.142857
## [84] train-error:0.140056
## [85] train-error:0.134454
## [86] train-error:0.134454
## [87] train-error:0.137255
## [88] train-error:0.134454
## [89] train-error:0.142857
## [90] train-error:0.140056
## [91] train-error:0.137255
## [92] train-error:0.140056
## [93] train-error:0.134454
## [94] train-error:0.137255
## [95] train-error:0.140056
## [96] train-error:0.145658
## [97] train-error:0.134454
## [98] train-error:0.137255
## [99] train-error:0.140056
## [100]    train-error:0.142857
## [101]    train-error:0.140056
## [102]    train-error:0.145658
## [103]    train-error:0.145658
## [104]    train-error:0.145658
## [105]    train-error:0.148459
## [106]    train-error:0.140056
## [107]    train-error:0.142857
## [108]    train-error:0.145658
## [109]    train-error:0.148459
## [110]    train-error:0.148459
## [111]    train-error:0.142857
## [112]    train-error:0.154062
## [113]    train-error:0.154062
## [114]    train-error:0.154062
## [115]    train-error:0.156863
## [116]    train-error:0.154062
## [117]    train-error:0.145658
## [118]    train-error:0.145658
## [119]    train-error:0.148459
## [120]    train-error:0.148459
## [121]    train-error:0.142857
## [122]    train-error:0.145658
## [123]    train-error:0.148459
## [124]    train-error:0.145658
## [125]    train-error:0.145658
## [126]    train-error:0.140056
## [127]    train-error:0.140056
## [128]    train-error:0.140056
## [129]    train-error:0.140056
## [130]    train-error:0.142857
## [131]    train-error:0.142857
## [132]    train-error:0.140056
## [133]    train-error:0.148459
## [134]    train-error:0.142857
## [135]    train-error:0.140056
## [136]    train-error:0.140056
## [137]    train-error:0.140056
## [138]    train-error:0.140056
## [139]    train-error:0.142857
## [140]    train-error:0.140056
## [141]    train-error:0.142857
## [142]    train-error:0.142857
## [143]    train-error:0.142857
## [144]    train-error:0.142857
## [145]    train-error:0.145658
## [146]    train-error:0.140056
## [147]    train-error:0.140056
## [148]    train-error:0.140056
## [149]    train-error:0.142857
## [150]    train-error:0.142857
## [151]    train-error:0.140056
## [152]    train-error:0.140056
## [153]    train-error:0.140056
## [154]    train-error:0.140056
## [155]    train-error:0.137255
## [156]    train-error:0.137255
## [157]    train-error:0.137255
## [158]    train-error:0.142857
## [159]    train-error:0.142857
## [160]    train-error:0.140056
## [161]    train-error:0.137255
## [162]    train-error:0.140056
## [163]    train-error:0.142857
## [164]    train-error:0.142857
## [165]    train-error:0.142857
## [166]    train-error:0.142857
## [167]    train-error:0.145658
## [168]    train-error:0.145658
## [169]    train-error:0.142857
## [170]    train-error:0.142857
## [171]    train-error:0.140056
## [172]    train-error:0.145658
## [173]    train-error:0.145658
## [174]    train-error:0.145658
## [175]    train-error:0.145658
## [176]    train-error:0.145658
## [177]    train-error:0.145658
## [178]    train-error:0.145658
## [179]    train-error:0.145658
## [180]    train-error:0.142857
## [181]    train-error:0.142857
## [182]    train-error:0.145658
## [183]    train-error:0.145658
## [184]    train-error:0.145658
## [185]    train-error:0.145658
## [186]    train-error:0.145658
## [187]    train-error:0.148459
## [188]    train-error:0.145658
## [189]    train-error:0.142857
## [190]    train-error:0.145658
## [191]    train-error:0.145658
## [192]    train-error:0.142857
## [193]    train-error:0.142857
## [194]    train-error:0.142857
## [195]    train-error:0.142857
## [196]    train-error:0.142857
## [197]    train-error:0.142857
## [198]    train-error:0.151261
## [199]    train-error:0.145658
## [200]    train-error:0.145658
## [201]    train-error:0.145658
## [202]    train-error:0.145658
## [203]    train-error:0.145658
## [204]    train-error:0.134454
## [205]    train-error:0.134454
## [206]    train-error:0.134454
## [207]    train-error:0.134454
## [208]    train-error:0.131653
## [209]    train-error:0.131653
## [210]    train-error:0.131653
## [211]    train-error:0.131653
## [212]    train-error:0.131653
## [213]    train-error:0.131653
## [214]    train-error:0.131653
## [215]    train-error:0.131653
## [216]    train-error:0.131653
## [217]    train-error:0.131653
## [218]    train-error:0.131653
## [219]    train-error:0.128852
## [220]    train-error:0.128852
## [221]    train-error:0.128852
## [222]    train-error:0.128852
## [223]    train-error:0.131653
## [224]    train-error:0.128852
## [225]    train-error:0.128852
## [226]    train-error:0.128852
## [227]    train-error:0.128852
## [228]    train-error:0.128852
## [229]    train-error:0.128852
## [230]    train-error:0.128852
## [231]    train-error:0.128852
## [232]    train-error:0.128852
## [233]    train-error:0.131653
## [234]    train-error:0.131653
## [235]    train-error:0.128852
## [236]    train-error:0.131653
## [237]    train-error:0.128852
## [238]    train-error:0.128852
## [239]    train-error:0.128852
## [240]    train-error:0.128852
## [241]    train-error:0.128852
## [242]    train-error:0.134454
## [243]    train-error:0.131653
## [244]    train-error:0.131653
## [245]    train-error:0.131653
## [246]    train-error:0.131653
## [247]    train-error:0.131653
## [248]    train-error:0.131653
## [249]    train-error:0.128852
## [250]    train-error:0.128852
## [251]    train-error:0.128852
## [252]    train-error:0.128852
## [253]    train-error:0.128852
## [254]    train-error:0.128852
## [255]    train-error:0.128852
## [256]    train-error:0.128852
## [257]    train-error:0.128852
## [258]    train-error:0.128852
## [259]    train-error:0.128852
## [260]    train-error:0.128852
## [261]    train-error:0.128852
## [262]    train-error:0.128852
## [263]    train-error:0.128852
## [264]    train-error:0.128852
## [265]    train-error:0.128852
## [266]    train-error:0.128852
## [267]    train-error:0.128852
## [268]    train-error:0.128852
## [269]    train-error:0.128852
## [270]    train-error:0.128852
## [271]    train-error:0.123249
## [272]    train-error:0.123249
## [273]    train-error:0.123249
## [274]    train-error:0.123249
## [275]    train-error:0.123249
## [276]    train-error:0.120448
## [277]    train-error:0.123249
## [278]    train-error:0.123249
## [279]    train-error:0.126050
## [280]    train-error:0.123249
## [281]    train-error:0.120448
## [282]    train-error:0.120448
## [283]    train-error:0.120448
## [284]    train-error:0.120448
## [285]    train-error:0.120448
## [286]    train-error:0.120448
## [287]    train-error:0.120448
## [288]    train-error:0.120448
## [289]    train-error:0.120448
## [290]    train-error:0.123249
## [291]    train-error:0.123249
## [292]    train-error:0.123249
## [293]    train-error:0.123249
## [294]    train-error:0.123249
## [295]    train-error:0.123249
## [296]    train-error:0.123249
## [297]    train-error:0.123249
## [298]    train-error:0.126050
## [299]    train-error:0.123249
## [300]    train-error:0.123249
## [301]    train-error:0.123249
## [302]    train-error:0.123249
## [303]    train-error:0.123249
## [304]    train-error:0.123249
## [305]    train-error:0.123249
## [306]    train-error:0.120448
## [307]    train-error:0.120448
## [308]    train-error:0.120448
## [309]    train-error:0.123249
## [310]    train-error:0.120448
## [311]    train-error:0.120448
## [312]    train-error:0.120448
## [313]    train-error:0.120448
## [314]    train-error:0.120448
## [315]    train-error:0.120448
## [316]    train-error:0.120448
## [317]    train-error:0.120448
## [318]    train-error:0.120448
## [319]    train-error:0.120448
## [320]    train-error:0.120448
## [321]    train-error:0.120448
## [322]    train-error:0.120448
## [323]    train-error:0.120448
## [324]    train-error:0.123249
## [325]    train-error:0.123249
## [326]    train-error:0.123249
## [327]    train-error:0.123249
## [328]    train-error:0.123249
## [329]    train-error:0.123249
## [330]    train-error:0.123249
## [331]    train-error:0.123249
## [332]    train-error:0.120448
## [333]    train-error:0.120448
## [0]  train-error:0.238095
## [1]  train-error:0.187675
## [2]  train-error:0.198880
## [3]  train-error:0.179272
## [4]  train-error:0.182073
## [5]  train-error:0.173669
## [6]  train-error:0.190476
## [7]  train-error:0.187675
## [8]  train-error:0.193277
## [9]  train-error:0.187675
## [10] train-error:0.182073
## [11] train-error:0.176471
## [12] train-error:0.182073
## [13] train-error:0.182073
## [14] train-error:0.179272
## [15] train-error:0.187675
## [16] train-error:0.187675
## [17] train-error:0.179272
## [18] train-error:0.173669
## [19] train-error:0.173669
## [20] train-error:0.179272
## [21] train-error:0.179272
## [22] train-error:0.173669
## [23] train-error:0.170868
## [24] train-error:0.168067
## [25] train-error:0.173669
## [26] train-error:0.170868
## [27] train-error:0.173669
## [28] train-error:0.176471
## [29] train-error:0.173669
## [30] train-error:0.173669
## [31] train-error:0.170868
## [32] train-error:0.170868
## [33] train-error:0.173669
## [34] train-error:0.170868
## [35] train-error:0.168067
## [36] train-error:0.173669
## [37] train-error:0.162465
## [38] train-error:0.170868
## [39] train-error:0.168067
## [40] train-error:0.168067
## [41] train-error:0.165266
## [42] train-error:0.159664
## [43] train-error:0.162465
## [44] train-error:0.162465
## [45] train-error:0.162465
## [46] train-error:0.162465
## [47] train-error:0.162465
## [48] train-error:0.159664
## [49] train-error:0.156863
## [50] train-error:0.159664
## [51] train-error:0.156863
## [52] train-error:0.156863
## [53] train-error:0.159664
## [54] train-error:0.159664
## [55] train-error:0.159664
## [56] train-error:0.156863
## [57] train-error:0.156863
## [58] train-error:0.156863
## [59] train-error:0.162465
## [60] train-error:0.159664
## [61] train-error:0.162465
## [62] train-error:0.162465
## [63] train-error:0.162465
## [64] train-error:0.162465
## [65] train-error:0.162465
## [66] train-error:0.162465
## [67] train-error:0.168067
## [68] train-error:0.165266
## [69] train-error:0.165266
## [70] train-error:0.165266
## [71] train-error:0.165266
## [72] train-error:0.159664
## [73] train-error:0.159664
## [74] train-error:0.159664
## [75] train-error:0.159664
## [76] train-error:0.154062
## [77] train-error:0.154062
## [78] train-error:0.156863
## [79] train-error:0.154062
## [80] train-error:0.162465
## [81] train-error:0.156863
## [82] train-error:0.156863
## [83] train-error:0.156863
## [84] train-error:0.156863
## [85] train-error:0.156863
## [86] train-error:0.159664
## [87] train-error:0.156863
## [88] train-error:0.156863
## [89] train-error:0.159664
## [90] train-error:0.156863
## [91] train-error:0.156863
## [92] train-error:0.156863
## [93] train-error:0.156863
## [94] train-error:0.156863
## [95] train-error:0.156863
## [96] train-error:0.156863
## [97] train-error:0.156863
## [98] train-error:0.156863
## [99] train-error:0.154062
## [100]    train-error:0.154062
## [101]    train-error:0.148459
## [102]    train-error:0.148459
## [103]    train-error:0.148459
## [104]    train-error:0.145658
## [105]    train-error:0.148459
## [106]    train-error:0.148459
## [107]    train-error:0.148459
## [108]    train-error:0.145658
## [109]    train-error:0.148459
## [110]    train-error:0.148459
## [111]    train-error:0.148459
## [112]    train-error:0.148459
## [113]    train-error:0.151261
## [114]    train-error:0.148459
## [115]    train-error:0.151261
## [116]    train-error:0.154062
## [117]    train-error:0.148459
## [118]    train-error:0.151261
## [119]    train-error:0.145658
## [120]    train-error:0.145658
## [121]    train-error:0.148459
## [122]    train-error:0.151261
## [123]    train-error:0.148459
## [124]    train-error:0.148459
## [125]    train-error:0.148459
## [126]    train-error:0.148459
## [127]    train-error:0.145658
## [128]    train-error:0.148459
## [129]    train-error:0.145658
## [130]    train-error:0.142857
## [131]    train-error:0.145658
## [132]    train-error:0.145658
## [133]    train-error:0.142857
## [134]    train-error:0.142857
## [135]    train-error:0.142857
## [136]    train-error:0.145658
## [137]    train-error:0.142857
## [138]    train-error:0.148459
## [139]    train-error:0.142857
## [140]    train-error:0.145658
## [141]    train-error:0.145658
## [142]    train-error:0.137255
## [143]    train-error:0.140056
## [144]    train-error:0.140056
## [145]    train-error:0.142857
## [146]    train-error:0.148459
## [147]    train-error:0.142857
## [148]    train-error:0.145658
## [149]    train-error:0.148459
## [150]    train-error:0.151261
## [151]    train-error:0.148459
## [152]    train-error:0.154062
## [153]    train-error:0.151261
## [154]    train-error:0.148459
## [155]    train-error:0.145658
## [156]    train-error:0.145658
## [157]    train-error:0.140056
## [158]    train-error:0.140056
## [159]    train-error:0.140056
## [160]    train-error:0.140056
## [161]    train-error:0.140056
## [162]    train-error:0.142857
## [163]    train-error:0.142857
## [164]    train-error:0.142857
## [165]    train-error:0.140056
## [166]    train-error:0.140056
## [167]    train-error:0.131653
## [168]    train-error:0.134454
## [169]    train-error:0.137255
## [170]    train-error:0.137255
## [171]    train-error:0.137255
## [172]    train-error:0.140056
## [173]    train-error:0.137255
## [174]    train-error:0.137255
## [175]    train-error:0.137255
## [176]    train-error:0.137255
## [177]    train-error:0.142857
## [178]    train-error:0.142857
## [179]    train-error:0.140056
## [180]    train-error:0.142857
## [181]    train-error:0.142857
## [182]    train-error:0.140056
## [183]    train-error:0.140056
## [184]    train-error:0.137255
## [185]    train-error:0.137255
## [186]    train-error:0.137255
## [187]    train-error:0.140056
## [188]    train-error:0.137255
## [189]    train-error:0.142857
## [190]    train-error:0.140056
## [191]    train-error:0.140056
## [192]    train-error:0.137255
## [193]    train-error:0.131653
## [194]    train-error:0.137255
## [195]    train-error:0.131653
## [196]    train-error:0.134454
## [197]    train-error:0.142857
## [198]    train-error:0.140056
## [199]    train-error:0.137255
## [200]    train-error:0.137255
## [201]    train-error:0.134454
## [202]    train-error:0.137255
## [203]    train-error:0.134454
## [204]    train-error:0.134454
## [205]    train-error:0.140056
## [206]    train-error:0.140056
## [207]    train-error:0.137255
## [208]    train-error:0.140056
## [209]    train-error:0.140056
## [210]    train-error:0.140056
## [211]    train-error:0.140056
## [212]    train-error:0.142857
## [213]    train-error:0.137255
## [214]    train-error:0.140056
## [215]    train-error:0.137255
## [216]    train-error:0.140056
## [217]    train-error:0.137255
## [218]    train-error:0.137255
## [219]    train-error:0.137255
## [220]    train-error:0.137255
## [221]    train-error:0.137255
## [222]    train-error:0.137255
## [223]    train-error:0.137255
## [224]    train-error:0.137255
## [225]    train-error:0.137255
## [226]    train-error:0.137255
## [227]    train-error:0.137255
## [228]    train-error:0.137255
## [229]    train-error:0.137255
## [230]    train-error:0.134454
## [231]    train-error:0.134454
## [232]    train-error:0.134454
## [233]    train-error:0.137255
## [234]    train-error:0.140056
## [235]    train-error:0.134454
## [236]    train-error:0.137255
## [237]    train-error:0.134454
## [238]    train-error:0.131653
## [239]    train-error:0.128852
## [240]    train-error:0.131653
## [241]    train-error:0.131653
## [242]    train-error:0.137255
## [243]    train-error:0.134454
## [244]    train-error:0.131653
## [245]    train-error:0.134454
## [246]    train-error:0.131653
## [247]    train-error:0.131653
## [248]    train-error:0.131653
## [249]    train-error:0.131653
## [250]    train-error:0.134454
## [251]    train-error:0.131653
## [252]    train-error:0.134454
## [253]    train-error:0.131653
## [254]    train-error:0.131653
## [255]    train-error:0.131653
## [256]    train-error:0.131653
## [257]    train-error:0.131653
## [258]    train-error:0.131653
## [259]    train-error:0.131653
## [260]    train-error:0.131653
## [261]    train-error:0.128852
## [262]    train-error:0.131653
## [263]    train-error:0.128852
## [264]    train-error:0.131653
## [265]    train-error:0.128852
## [266]    train-error:0.128852
## [267]    train-error:0.128852
## [268]    train-error:0.131653
## [269]    train-error:0.128852
## [270]    train-error:0.128852
## [271]    train-error:0.128852
## [272]    train-error:0.131653
## [273]    train-error:0.131653
## [274]    train-error:0.131653
## [275]    train-error:0.131653
## [276]    train-error:0.128852
## [277]    train-error:0.131653
## [278]    train-error:0.134454
## [279]    train-error:0.131653
## [280]    train-error:0.134454
## [281]    train-error:0.134454
## [282]    train-error:0.131653
## [283]    train-error:0.131653
## [284]    train-error:0.134454
## [285]    train-error:0.131653
## [286]    train-error:0.134454
## [287]    train-error:0.131653
## [288]    train-error:0.134454
## [289]    train-error:0.134454
## [290]    train-error:0.134454
## [291]    train-error:0.134454
## [292]    train-error:0.131653
## [293]    train-error:0.131653
## [294]    train-error:0.128852
## [295]    train-error:0.131653
## [296]    train-error:0.128852
## [297]    train-error:0.128852
## [298]    train-error:0.131653
## [299]    train-error:0.128852
## [300]    train-error:0.128852
## [301]    train-error:0.128852
## [302]    train-error:0.131653
## [303]    train-error:0.128852
## [304]    train-error:0.131653
## [305]    train-error:0.131653
## [306]    train-error:0.131653
## [307]    train-error:0.128852
## [308]    train-error:0.128852
## [309]    train-error:0.131653
## [310]    train-error:0.131653
## [311]    train-error:0.134454
## [312]    train-error:0.134454
## [313]    train-error:0.134454
## [314]    train-error:0.134454
## [315]    train-error:0.134454
## [316]    train-error:0.134454
## [317]    train-error:0.134454
## [318]    train-error:0.134454
## [319]    train-error:0.131653
## [320]    train-error:0.131653
## [321]    train-error:0.131653
## [322]    train-error:0.128852
## [323]    train-error:0.128852
## [324]    train-error:0.128852
## [325]    train-error:0.126050
## [326]    train-error:0.126050
## [327]    train-error:0.126050
## [328]    train-error:0.126050
## [329]    train-error:0.126050
## [330]    train-error:0.126050
## [331]    train-error:0.126050
## [332]    train-error:0.126050
## [333]    train-error:0.123249
## [0]  train-error:0.203911
## [1]  train-error:0.187151
## [2]  train-error:0.187151
## [3]  train-error:0.175978
## [4]  train-error:0.178771
## [5]  train-error:0.148045
## [6]  train-error:0.136872
## [7]  train-error:0.145251
## [8]  train-error:0.150838
## [9]  train-error:0.142458
## [10] train-error:0.142458
## [11] train-error:0.148045
## [12] train-error:0.134078
## [13] train-error:0.139665
## [14] train-error:0.145251
## [15] train-error:0.139665
## [16] train-error:0.131285
## [17] train-error:0.134078
## [18] train-error:0.134078
## [19] train-error:0.136872
## [20] train-error:0.134078
## [21] train-error:0.122905
## [22] train-error:0.131285
## [23] train-error:0.134078
## [24] train-error:0.131285
## [25] train-error:0.128492
## [26] train-error:0.134078
## [27] train-error:0.122905
## [28] train-error:0.117318
## [29] train-error:0.114525
## [30] train-error:0.111732
## [31] train-error:0.108939
## [32] train-error:0.114525
## [33] train-error:0.114525
## [34] train-error:0.114525
## [35] train-error:0.122905
## [36] train-error:0.122905
## [37] train-error:0.108939
## [38] train-error:0.114525
## [39] train-error:0.114525
## [40] train-error:0.108939
## [41] train-error:0.114525
## [42] train-error:0.111732
## [43] train-error:0.114525
## [44] train-error:0.111732
## [45] train-error:0.108939
## [46] train-error:0.106145
## [47] train-error:0.111732
## [48] train-error:0.106145
## [49] train-error:0.103352
## [50] train-error:0.108939
## [51] train-error:0.103352
## [52] train-error:0.097765
## [53] train-error:0.086592
## [54] train-error:0.094972
## [55] train-error:0.094972
## [56] train-error:0.086592
## [57] train-error:0.089385
## [58] train-error:0.089385
## [59] train-error:0.092179
## [60] train-error:0.083799
## [61] train-error:0.086592
## [62] train-error:0.083799
## [63] train-error:0.075419
## [64] train-error:0.078212
## [65] train-error:0.078212
## [66] train-error:0.092179
## [67] train-error:0.089385
## [68] train-error:0.086592
## [69] train-error:0.086592
## [70] train-error:0.097765
## [71] train-error:0.089385
## [72] train-error:0.086592
## [73] train-error:0.083799
## [74] train-error:0.092179
## [75] train-error:0.089385
## [76] train-error:0.089385
## [77] train-error:0.081006
## [78] train-error:0.083799
## [79] train-error:0.083799
## [80] train-error:0.086592
## [81] train-error:0.094972
## [82] train-error:0.083799
## [83] train-error:0.081006
## [84] train-error:0.075419
## [85] train-error:0.072626
## [86] train-error:0.072626
## [87] train-error:0.069832
## [88] train-error:0.078212
## [89] train-error:0.075419
## [90] train-error:0.075419
## [91] train-error:0.078212
## [92] train-error:0.083799
## [93] train-error:0.081006
## [94] train-error:0.075419
## [95] train-error:0.078212
## [96] train-error:0.075419
## [97] train-error:0.069832
## [98] train-error:0.072626
## [99] train-error:0.069832
## [100]    train-error:0.072626
## [101]    train-error:0.072626
## [102]    train-error:0.075419
## [103]    train-error:0.072626
## [104]    train-error:0.072626
## [105]    train-error:0.067039
## [106]    train-error:0.067039
## [107]    train-error:0.067039
## [108]    train-error:0.069832
## [109]    train-error:0.072626
## [110]    train-error:0.061453
## [111]    train-error:0.058659
## [112]    train-error:0.061453
## [113]    train-error:0.058659
## [114]    train-error:0.058659
## [115]    train-error:0.064246
## [116]    train-error:0.061453
## [117]    train-error:0.061453
## [118]    train-error:0.061453
## [119]    train-error:0.055866
## [120]    train-error:0.055866
## [121]    train-error:0.064246
## [122]    train-error:0.061453
## [123]    train-error:0.061453
## [124]    train-error:0.058659
## [125]    train-error:0.069832
## [126]    train-error:0.058659
## [127]    train-error:0.061453
## [128]    train-error:0.058659
## [129]    train-error:0.064246
## [130]    train-error:0.067039
## [131]    train-error:0.067039
## [132]    train-error:0.058659
## [133]    train-error:0.061453
## [134]    train-error:0.061453
## [135]    train-error:0.061453
## [136]    train-error:0.050279
## [137]    train-error:0.055866
## [138]    train-error:0.053073
## [139]    train-error:0.044693
## [140]    train-error:0.061453
## [141]    train-error:0.050279
## [142]    train-error:0.053073
## [143]    train-error:0.050279
## [144]    train-error:0.050279
## [145]    train-error:0.055866
## [146]    train-error:0.055866
## [147]    train-error:0.055866
## [148]    train-error:0.044693
## [149]    train-error:0.050279
## [150]    train-error:0.050279
## [151]    train-error:0.041899
## [152]    train-error:0.039106
## [153]    train-error:0.047486
## [154]    train-error:0.044693
## [155]    train-error:0.050279
## [156]    train-error:0.050279
## [157]    train-error:0.047486
## [158]    train-error:0.050279
## [159]    train-error:0.053073
## [160]    train-error:0.055866
## [161]    train-error:0.053073
## [162]    train-error:0.050279
## [163]    train-error:0.053073
## [164]    train-error:0.050279
## [165]    train-error:0.050279
## [166]    train-error:0.047486
## [167]    train-error:0.047486
## [168]    train-error:0.047486
## [169]    train-error:0.041899
## [170]    train-error:0.039106
## [171]    train-error:0.041899
## [172]    train-error:0.044693
## [173]    train-error:0.044693
## [174]    train-error:0.055866
## [175]    train-error:0.053073
## [176]    train-error:0.050279
## [177]    train-error:0.044693
## [178]    train-error:0.044693
## [179]    train-error:0.047486
## [180]    train-error:0.044693
## [181]    train-error:0.044693
## [182]    train-error:0.044693
## [183]    train-error:0.050279
## [184]    train-error:0.044693
## [185]    train-error:0.047486
## [186]    train-error:0.047486
## [187]    train-error:0.041899
## [188]    train-error:0.047486
## [189]    train-error:0.050279
## [190]    train-error:0.047486
## [191]    train-error:0.050279
## [192]    train-error:0.050279
## [193]    train-error:0.050279
## [194]    train-error:0.050279
## [195]    train-error:0.053073
## [196]    train-error:0.053073
## [197]    train-error:0.053073
## [198]    train-error:0.050279
## [199]    train-error:0.050279
## [200]    train-error:0.050279
## [201]    train-error:0.047486
## [202]    train-error:0.050279
## [203]    train-error:0.047486
## [204]    train-error:0.047486
## [205]    train-error:0.041899
## [206]    train-error:0.044693
## [207]    train-error:0.044693
## [208]    train-error:0.041899
## [209]    train-error:0.039106
## [210]    train-error:0.041899
## [211]    train-error:0.041899
## [212]    train-error:0.036313
## [213]    train-error:0.041899
## [214]    train-error:0.033520
## [215]    train-error:0.044693
## [216]    train-error:0.044693
## [217]    train-error:0.041899
## [218]    train-error:0.039106
## [219]    train-error:0.036313
## [220]    train-error:0.044693
## [221]    train-error:0.041899
## [222]    train-error:0.033520
## [223]    train-error:0.036313
## [224]    train-error:0.036313
## [225]    train-error:0.036313
## [226]    train-error:0.036313
## [227]    train-error:0.030726
## [228]    train-error:0.033520
## [229]    train-error:0.030726
## [230]    train-error:0.027933
## [231]    train-error:0.027933
## [232]    train-error:0.027933
## [233]    train-error:0.030726
## [234]    train-error:0.036313
## [235]    train-error:0.030726
## [236]    train-error:0.036313
## [237]    train-error:0.036313
## [238]    train-error:0.036313
## [239]    train-error:0.036313
## [240]    train-error:0.036313
## [241]    train-error:0.039106
## [242]    train-error:0.033520
## [243]    train-error:0.033520
## [244]    train-error:0.033520
## [245]    train-error:0.033520
## [246]    train-error:0.033520
## [247]    train-error:0.041899
## [248]    train-error:0.041899
## [249]    train-error:0.041899
## [250]    train-error:0.041899
## [251]    train-error:0.039106
## [252]    train-error:0.033520
## [253]    train-error:0.036313
## [254]    train-error:0.033520
## [255]    train-error:0.036313
## [256]    train-error:0.033520
## [257]    train-error:0.033520
## [258]    train-error:0.030726
## [259]    train-error:0.033520
## [260]    train-error:0.030726
## [261]    train-error:0.033520
## [262]    train-error:0.033520
## [263]    train-error:0.033520
## [264]    train-error:0.036313
## [265]    train-error:0.033520
## [266]    train-error:0.033520
## [267]    train-error:0.033520
## [268]    train-error:0.036313
## [269]    train-error:0.030726
## [270]    train-error:0.033520
## [271]    train-error:0.033520
## [272]    train-error:0.036313
## [273]    train-error:0.039106
## [0]  train-error:0.210084
## [1]  train-error:0.182073
## [2]  train-error:0.182073
## [3]  train-error:0.156863
## [4]  train-error:0.156863
## [5]  train-error:0.128852
## [6]  train-error:0.137255
## [7]  train-error:0.123249
## [8]  train-error:0.123249
## [9]  train-error:0.131653
## [10] train-error:0.120448
## [11] train-error:0.120448
## [12] train-error:0.112045
## [13] train-error:0.106443
## [14] train-error:0.100840
## [15] train-error:0.098039
## [16] train-error:0.106443
## [17] train-error:0.100840
## [18] train-error:0.098039
## [19] train-error:0.092437
## [20] train-error:0.100840
## [21] train-error:0.098039
## [22] train-error:0.095238
## [23] train-error:0.103641
## [24] train-error:0.095238
## [25] train-error:0.106443
## [26] train-error:0.098039
## [27] train-error:0.103641
## [28] train-error:0.098039
## [29] train-error:0.092437
## [30] train-error:0.092437
## [31] train-error:0.098039
## [32] train-error:0.095238
## [33] train-error:0.089636
## [34] train-error:0.086835
## [35] train-error:0.089636
## [36] train-error:0.089636
## [37] train-error:0.089636
## [38] train-error:0.086835
## [39] train-error:0.098039
## [40] train-error:0.089636
## [41] train-error:0.095238
## [42] train-error:0.100840
## [43] train-error:0.095238
## [44] train-error:0.089636
## [45] train-error:0.089636
## [46] train-error:0.081232
## [47] train-error:0.086835
## [48] train-error:0.084034
## [49] train-error:0.084034
## [50] train-error:0.081232
## [51] train-error:0.081232
## [52] train-error:0.081232
## [53] train-error:0.084034
## [54] train-error:0.084034
## [55] train-error:0.089636
## [56] train-error:0.084034
## [57] train-error:0.086835
## [58] train-error:0.089636
## [59] train-error:0.089636
## [60] train-error:0.098039
## [61] train-error:0.098039
## [62] train-error:0.092437
## [63] train-error:0.092437
## [64] train-error:0.092437
## [65] train-error:0.095238
## [66] train-error:0.089636
## [67] train-error:0.086835
## [68] train-error:0.092437
## [69] train-error:0.086835
## [70] train-error:0.081232
## [71] train-error:0.081232
## [72] train-error:0.084034
## [73] train-error:0.084034
## [74] train-error:0.081232
## [75] train-error:0.084034
## [76] train-error:0.081232
## [77] train-error:0.078431
## [78] train-error:0.084034
## [79] train-error:0.081232
## [80] train-error:0.078431
## [81] train-error:0.072829
## [82] train-error:0.075630
## [83] train-error:0.075630
## [84] train-error:0.070028
## [85] train-error:0.067227
## [86] train-error:0.061625
## [87] train-error:0.061625
## [88] train-error:0.058824
## [89] train-error:0.061625
## [90] train-error:0.058824
## [91] train-error:0.058824
## [92] train-error:0.064426
## [93] train-error:0.064426
## [94] train-error:0.061625
## [95] train-error:0.056022
## [96] train-error:0.061625
## [97] train-error:0.064426
## [98] train-error:0.064426
## [99] train-error:0.067227
## [100]    train-error:0.067227
## [101]    train-error:0.067227
## [102]    train-error:0.070028
## [103]    train-error:0.064426
## [104]    train-error:0.064426
## [105]    train-error:0.070028
## [106]    train-error:0.067227
## [107]    train-error:0.067227
## [108]    train-error:0.061625
## [109]    train-error:0.061625
## [110]    train-error:0.061625
## [111]    train-error:0.061625
## [112]    train-error:0.064426
## [113]    train-error:0.064426
## [114]    train-error:0.061625
## [115]    train-error:0.064426
## [116]    train-error:0.061625
## [117]    train-error:0.058824
## [118]    train-error:0.058824
## [119]    train-error:0.058824
## [120]    train-error:0.058824
## [121]    train-error:0.061625
## [122]    train-error:0.072829
## [123]    train-error:0.070028
## [124]    train-error:0.061625
## [125]    train-error:0.061625
## [126]    train-error:0.058824
## [127]    train-error:0.058824
## [128]    train-error:0.061625
## [129]    train-error:0.061625
## [130]    train-error:0.064426
## [131]    train-error:0.061625
## [132]    train-error:0.061625
## [133]    train-error:0.061625
## [134]    train-error:0.064426
## [135]    train-error:0.067227
## [136]    train-error:0.064426
## [137]    train-error:0.064426
## [138]    train-error:0.061625
## [139]    train-error:0.064426
## [140]    train-error:0.061625
## [141]    train-error:0.058824
## [142]    train-error:0.058824
## [143]    train-error:0.061625
## [144]    train-error:0.058824
## [145]    train-error:0.064426
## [146]    train-error:0.061625
## [147]    train-error:0.061625
## [148]    train-error:0.056022
## [149]    train-error:0.058824
## [150]    train-error:0.058824
## [151]    train-error:0.061625
## [152]    train-error:0.050420
## [153]    train-error:0.053221
## [154]    train-error:0.056022
## [155]    train-error:0.056022
## [156]    train-error:0.053221
## [157]    train-error:0.053221
## [158]    train-error:0.056022
## [159]    train-error:0.058824
## [160]    train-error:0.056022
## [161]    train-error:0.050420
## [162]    train-error:0.053221
## [163]    train-error:0.056022
## [164]    train-error:0.058824
## [165]    train-error:0.058824
## [166]    train-error:0.058824
## [167]    train-error:0.058824
## [168]    train-error:0.058824
## [169]    train-error:0.058824
## [170]    train-error:0.058824
## [171]    train-error:0.061625
## [172]    train-error:0.053221
## [173]    train-error:0.056022
## [174]    train-error:0.050420
## [175]    train-error:0.039216
## [176]    train-error:0.047619
## [177]    train-error:0.047619
## [178]    train-error:0.044818
## [179]    train-error:0.042017
## [180]    train-error:0.042017
## [181]    train-error:0.039216
## [182]    train-error:0.039216
## [183]    train-error:0.042017
## [184]    train-error:0.050420
## [185]    train-error:0.047619
## [186]    train-error:0.044818
## [187]    train-error:0.047619
## [188]    train-error:0.050420
## [189]    train-error:0.047619
## [190]    train-error:0.047619
## [191]    train-error:0.047619
## [192]    train-error:0.042017
## [193]    train-error:0.042017
## [194]    train-error:0.044818
## [195]    train-error:0.053221
## [196]    train-error:0.050420
## [197]    train-error:0.047619
## [198]    train-error:0.047619
## [199]    train-error:0.042017
## [200]    train-error:0.044818
## [201]    train-error:0.042017
## [202]    train-error:0.042017
## [203]    train-error:0.044818
## [204]    train-error:0.042017
## [205]    train-error:0.042017
## [206]    train-error:0.042017
## [207]    train-error:0.047619
## [208]    train-error:0.044818
## [209]    train-error:0.044818
## [210]    train-error:0.042017
## [211]    train-error:0.044818
## [212]    train-error:0.050420
## [213]    train-error:0.039216
## [214]    train-error:0.044818
## [215]    train-error:0.044818
## [216]    train-error:0.044818
## [217]    train-error:0.047619
## [218]    train-error:0.044818
## [219]    train-error:0.042017
## [220]    train-error:0.042017
## [221]    train-error:0.044818
## [222]    train-error:0.042017
## [223]    train-error:0.044818
## [224]    train-error:0.044818
## [225]    train-error:0.047619
## [226]    train-error:0.047619
## [227]    train-error:0.047619
## [228]    train-error:0.039216
## [229]    train-error:0.044818
## [230]    train-error:0.042017
## [231]    train-error:0.042017
## [232]    train-error:0.039216
## [233]    train-error:0.042017
## [234]    train-error:0.039216
## [235]    train-error:0.036415
## [236]    train-error:0.036415
## [237]    train-error:0.036415
## [238]    train-error:0.044818
## [239]    train-error:0.039216
## [240]    train-error:0.033613
## [241]    train-error:0.036415
## [242]    train-error:0.033613
## [243]    train-error:0.030812
## [244]    train-error:0.030812
## [245]    train-error:0.030812
## [246]    train-error:0.033613
## [247]    train-error:0.030812
## [248]    train-error:0.033613
## [249]    train-error:0.039216
## [250]    train-error:0.033613
## [251]    train-error:0.036415
## [252]    train-error:0.030812
## [253]    train-error:0.036415
## [254]    train-error:0.042017
## [255]    train-error:0.033613
## [256]    train-error:0.042017
## [257]    train-error:0.036415
## [258]    train-error:0.036415
## [259]    train-error:0.039216
## [260]    train-error:0.036415
## [261]    train-error:0.039216
## [262]    train-error:0.039216
## [263]    train-error:0.033613
## [264]    train-error:0.039216
## [265]    train-error:0.044818
## [266]    train-error:0.042017
## [267]    train-error:0.042017
## [268]    train-error:0.044818
## [269]    train-error:0.047619
## [270]    train-error:0.047619
## [271]    train-error:0.047619
## [272]    train-error:0.042017
## [273]    train-error:0.042017
## [0]  train-error:0.176471
## [1]  train-error:0.176471
## [2]  train-error:0.179272
## [3]  train-error:0.156863
## [4]  train-error:0.140056
## [5]  train-error:0.128852
## [6]  train-error:0.126050
## [7]  train-error:0.128852
## [8]  train-error:0.114846
## [9]  train-error:0.114846
## [10] train-error:0.123249
## [11] train-error:0.131653
## [12] train-error:0.134454
## [13] train-error:0.128852
## [14] train-error:0.128852
## [15] train-error:0.126050
## [16] train-error:0.123249
## [17] train-error:0.123249
## [18] train-error:0.123249
## [19] train-error:0.128852
## [20] train-error:0.117647
## [21] train-error:0.120448
## [22] train-error:0.120448
## [23] train-error:0.106443
## [24] train-error:0.098039
## [25] train-error:0.106443
## [26] train-error:0.109244
## [27] train-error:0.112045
## [28] train-error:0.112045
## [29] train-error:0.109244
## [30] train-error:0.114846
## [31] train-error:0.112045
## [32] train-error:0.109244
## [33] train-error:0.106443
## [34] train-error:0.103641
## [35] train-error:0.100840
## [36] train-error:0.100840
## [37] train-error:0.095238
## [38] train-error:0.098039
## [39] train-error:0.092437
## [40] train-error:0.092437
## [41] train-error:0.086835
## [42] train-error:0.089636
## [43] train-error:0.089636
## [44] train-error:0.086835
## [45] train-error:0.086835
## [46] train-error:0.086835
## [47] train-error:0.084034
## [48] train-error:0.075630
## [49] train-error:0.084034
## [50] train-error:0.081232
## [51] train-error:0.084034
## [52] train-error:0.086835
## [53] train-error:0.084034
## [54] train-error:0.081232
## [55] train-error:0.084034
## [56] train-error:0.075630
## [57] train-error:0.081232
## [58] train-error:0.078431
## [59] train-error:0.081232
## [60] train-error:0.081232
## [61] train-error:0.081232
## [62] train-error:0.078431
## [63] train-error:0.078431
## [64] train-error:0.081232
## [65] train-error:0.081232
## [66] train-error:0.072829
## [67] train-error:0.078431
## [68] train-error:0.075630
## [69] train-error:0.078431
## [70] train-error:0.075630
## [71] train-error:0.078431
## [72] train-error:0.081232
## [73] train-error:0.072829
## [74] train-error:0.075630
## [75] train-error:0.081232
## [76] train-error:0.078431
## [77] train-error:0.081232
## [78] train-error:0.067227
## [79] train-error:0.070028
## [80] train-error:0.070028
## [81] train-error:0.067227
## [82] train-error:0.067227
## [83] train-error:0.067227
## [84] train-error:0.058824
## [85] train-error:0.067227
## [86] train-error:0.067227
## [87] train-error:0.072829
## [88] train-error:0.061625
## [89] train-error:0.061625
## [90] train-error:0.061625
## [91] train-error:0.064426
## [92] train-error:0.070028
## [93] train-error:0.061625
## [94] train-error:0.064426
## [95] train-error:0.058824
## [96] train-error:0.061625
## [97] train-error:0.067227
## [98] train-error:0.067227
## [99] train-error:0.064426
## [100]    train-error:0.067227
## [101]    train-error:0.072829
## [102]    train-error:0.072829
## [103]    train-error:0.070028
## [104]    train-error:0.067227
## [105]    train-error:0.064426
## [106]    train-error:0.061625
## [107]    train-error:0.067227
## [108]    train-error:0.064426
## [109]    train-error:0.061625
## [110]    train-error:0.058824
## [111]    train-error:0.061625
## [112]    train-error:0.056022
## [113]    train-error:0.067227
## [114]    train-error:0.058824
## [115]    train-error:0.061625
## [116]    train-error:0.058824
## [117]    train-error:0.064426
## [118]    train-error:0.064426
## [119]    train-error:0.058824
## [120]    train-error:0.058824
## [121]    train-error:0.058824
## [122]    train-error:0.058824
## [123]    train-error:0.058824
## [124]    train-error:0.061625
## [125]    train-error:0.058824
## [126]    train-error:0.061625
## [127]    train-error:0.064426
## [128]    train-error:0.058824
## [129]    train-error:0.058824
## [130]    train-error:0.058824
## [131]    train-error:0.056022
## [132]    train-error:0.053221
## [133]    train-error:0.058824
## [134]    train-error:0.053221
## [135]    train-error:0.053221
## [136]    train-error:0.058824
## [137]    train-error:0.061625
## [138]    train-error:0.056022
## [139]    train-error:0.053221
## [140]    train-error:0.056022
## [141]    train-error:0.056022
## [142]    train-error:0.056022
## [143]    train-error:0.058824
## [144]    train-error:0.058824
## [145]    train-error:0.056022
## [146]    train-error:0.056022
## [147]    train-error:0.053221
## [148]    train-error:0.056022
## [149]    train-error:0.056022
## [150]    train-error:0.050420
## [151]    train-error:0.053221
## [152]    train-error:0.050420
## [153]    train-error:0.053221
## [154]    train-error:0.053221
## [155]    train-error:0.053221
## [156]    train-error:0.053221
## [157]    train-error:0.053221
## [158]    train-error:0.053221
## [159]    train-error:0.056022
## [160]    train-error:0.053221
## [161]    train-error:0.044818
## [162]    train-error:0.044818
## [163]    train-error:0.039216
## [164]    train-error:0.042017
## [165]    train-error:0.044818
## [166]    train-error:0.047619
## [167]    train-error:0.044818
## [168]    train-error:0.044818
## [169]    train-error:0.042017
## [170]    train-error:0.042017
## [171]    train-error:0.044818
## [172]    train-error:0.050420
## [173]    train-error:0.044818
## [174]    train-error:0.053221
## [175]    train-error:0.050420
## [176]    train-error:0.053221
## [177]    train-error:0.047619
## [178]    train-error:0.044818
## [179]    train-error:0.050420
## [180]    train-error:0.044818
## [181]    train-error:0.050420
## [182]    train-error:0.047619
## [183]    train-error:0.047619
## [184]    train-error:0.047619
## [185]    train-error:0.047619
## [186]    train-error:0.042017
## [187]    train-error:0.044818
## [188]    train-error:0.044818
## [189]    train-error:0.042017
## [190]    train-error:0.044818
## [191]    train-error:0.044818
## [192]    train-error:0.047619
## [193]    train-error:0.044818
## [194]    train-error:0.044818
## [195]    train-error:0.047619
## [196]    train-error:0.047619
## [197]    train-error:0.050420
## [198]    train-error:0.047619
## [199]    train-error:0.047619
## [200]    train-error:0.044818
## [201]    train-error:0.050420
## [202]    train-error:0.044818
## [203]    train-error:0.044818
## [204]    train-error:0.050420
## [205]    train-error:0.053221
## [206]    train-error:0.053221
## [207]    train-error:0.050420
## [208]    train-error:0.047619
## [209]    train-error:0.047619
## [210]    train-error:0.044818
## [211]    train-error:0.042017
## [212]    train-error:0.047619
## [213]    train-error:0.050420
## [214]    train-error:0.042017
## [215]    train-error:0.042017
## [216]    train-error:0.042017
## [217]    train-error:0.042017
## [218]    train-error:0.042017
## [219]    train-error:0.042017
## [220]    train-error:0.044818
## [221]    train-error:0.036415
## [222]    train-error:0.036415
## [223]    train-error:0.044818
## [224]    train-error:0.042017
## [225]    train-error:0.042017
## [226]    train-error:0.044818
## [227]    train-error:0.044818
## [228]    train-error:0.039216
## [229]    train-error:0.044818
## [230]    train-error:0.047619
## [231]    train-error:0.044818
## [232]    train-error:0.042017
## [233]    train-error:0.042017
## [234]    train-error:0.042017
## [235]    train-error:0.039216
## [236]    train-error:0.039216
## [237]    train-error:0.042017
## [238]    train-error:0.039216
## [239]    train-error:0.039216
## [240]    train-error:0.042017
## [241]    train-error:0.042017
## [242]    train-error:0.042017
## [243]    train-error:0.036415
## [244]    train-error:0.036415
## [245]    train-error:0.036415
## [246]    train-error:0.030812
## [247]    train-error:0.030812
## [248]    train-error:0.030812
## [249]    train-error:0.036415
## [250]    train-error:0.039216
## [251]    train-error:0.036415
## [252]    train-error:0.036415
## [253]    train-error:0.033613
## [254]    train-error:0.036415
## [255]    train-error:0.033613
## [256]    train-error:0.036415
## [257]    train-error:0.036415
## [258]    train-error:0.036415
## [259]    train-error:0.039216
## [260]    train-error:0.039216
## [261]    train-error:0.039216
## [262]    train-error:0.036415
## [263]    train-error:0.036415
## [264]    train-error:0.036415
## [265]    train-error:0.039216
## [266]    train-error:0.042017
## [267]    train-error:0.042017
## [268]    train-error:0.042017
## [269]    train-error:0.030812
## [270]    train-error:0.039216
## [271]    train-error:0.042017
## [272]    train-error:0.042017
## [273]    train-error:0.042017
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.215084
## [5]  train-error:0.212290
## [6]  train-error:0.217877
## [7]  train-error:0.203911
## [8]  train-error:0.184358
## [9]  train-error:0.201117
## [10] train-error:0.195531
## [11] train-error:0.203911
## [12] train-error:0.184358
## [13] train-error:0.173184
## [14] train-error:0.173184
## [15] train-error:0.187151
## [16] train-error:0.178771
## [17] train-error:0.178771
## [18] train-error:0.181564
## [19] train-error:0.184358
## [20] train-error:0.175978
## [21] train-error:0.173184
## [22] train-error:0.175978
## [23] train-error:0.175978
## [24] train-error:0.178771
## [25] train-error:0.184358
## [26] train-error:0.175978
## [27] train-error:0.181564
## [28] train-error:0.167598
## [29] train-error:0.175978
## [30] train-error:0.178771
## [31] train-error:0.178771
## [32] train-error:0.173184
## [33] train-error:0.167598
## [34] train-error:0.178771
## [35] train-error:0.175978
## [36] train-error:0.173184
## [37] train-error:0.184358
## [38] train-error:0.178771
## [39] train-error:0.187151
## [40] train-error:0.189944
## [41] train-error:0.189944
## [42] train-error:0.187151
## [43] train-error:0.187151
## [44] train-error:0.184358
## [45] train-error:0.184358
## [46] train-error:0.173184
## [47] train-error:0.175978
## [48] train-error:0.175978
## [49] train-error:0.181564
## [50] train-error:0.184358
## [51] train-error:0.175978
## [52] train-error:0.175978
## [53] train-error:0.170391
## [54] train-error:0.159218
## [55] train-error:0.167598
## [56] train-error:0.167598
## [57] train-error:0.173184
## [58] train-error:0.173184
## [59] train-error:0.173184
## [60] train-error:0.175978
## [61] train-error:0.175978
## [62] train-error:0.175978
## [63] train-error:0.178771
## [64] train-error:0.175978
## [65] train-error:0.184358
## [66] train-error:0.184358
## [67] train-error:0.178771
## [68] train-error:0.178771
## [69] train-error:0.175978
## [70] train-error:0.178771
## [71] train-error:0.184358
## [72] train-error:0.170391
## [73] train-error:0.173184
## [74] train-error:0.189944
## [75] train-error:0.189944
## [76] train-error:0.178771
## [77] train-error:0.184358
## [78] train-error:0.178771
## [79] train-error:0.175978
## [80] train-error:0.173184
## [81] train-error:0.167598
## [82] train-error:0.181564
## [83] train-error:0.178771
## [84] train-error:0.181564
## [85] train-error:0.175978
## [86] train-error:0.167598
## [87] train-error:0.167598
## [88] train-error:0.164804
## [89] train-error:0.167598
## [90] train-error:0.170391
## [91] train-error:0.173184
## [92] train-error:0.175978
## [93] train-error:0.175978
## [94] train-error:0.175978
## [95] train-error:0.164804
## [96] train-error:0.162011
## [97] train-error:0.167598
## [98] train-error:0.162011
## [99] train-error:0.156425
## [100]    train-error:0.167598
## [101]    train-error:0.170391
## [102]    train-error:0.170391
## [103]    train-error:0.164804
## [104]    train-error:0.167598
## [105]    train-error:0.170391
## [106]    train-error:0.173184
## [107]    train-error:0.164804
## [108]    train-error:0.156425
## [109]    train-error:0.162011
## [110]    train-error:0.156425
## [111]    train-error:0.153631
## [112]    train-error:0.153631
## [113]    train-error:0.150838
## [114]    train-error:0.145251
## [115]    train-error:0.153631
## [116]    train-error:0.148045
## [117]    train-error:0.153631
## [118]    train-error:0.156425
## [119]    train-error:0.159218
## [120]    train-error:0.153631
## [121]    train-error:0.153631
## [122]    train-error:0.159218
## [123]    train-error:0.156425
## [124]    train-error:0.162011
## [125]    train-error:0.156425
## [126]    train-error:0.162011
## [127]    train-error:0.162011
## [128]    train-error:0.156425
## [129]    train-error:0.162011
## [130]    train-error:0.156425
## [131]    train-error:0.153631
## [132]    train-error:0.159218
## [133]    train-error:0.153631
## [134]    train-error:0.159218
## [135]    train-error:0.159218
## [136]    train-error:0.148045
## [137]    train-error:0.142458
## [138]    train-error:0.153631
## [139]    train-error:0.164804
## [140]    train-error:0.159218
## [141]    train-error:0.159218
## [142]    train-error:0.164804
## [143]    train-error:0.162011
## [144]    train-error:0.153631
## [145]    train-error:0.148045
## [146]    train-error:0.150838
## [147]    train-error:0.162011
## [148]    train-error:0.159218
## [149]    train-error:0.167598
## [150]    train-error:0.162011
## [151]    train-error:0.164804
## [152]    train-error:0.173184
## [153]    train-error:0.170391
## [154]    train-error:0.159218
## [155]    train-error:0.164804
## [156]    train-error:0.167598
## [157]    train-error:0.167598
## [158]    train-error:0.162011
## [159]    train-error:0.173184
## [160]    train-error:0.175978
## [161]    train-error:0.173184
## [162]    train-error:0.156425
## [163]    train-error:0.159218
## [164]    train-error:0.173184
## [165]    train-error:0.167598
## [166]    train-error:0.159218
## [167]    train-error:0.153631
## [168]    train-error:0.156425
## [169]    train-error:0.153631
## [170]    train-error:0.156425
## [171]    train-error:0.159218
## [172]    train-error:0.156425
## [173]    train-error:0.167598
## [174]    train-error:0.164804
## [175]    train-error:0.170391
## [176]    train-error:0.156425
## [177]    train-error:0.153631
## [178]    train-error:0.153631
## [179]    train-error:0.153631
## [180]    train-error:0.153631
## [181]    train-error:0.150838
## [182]    train-error:0.148045
## [183]    train-error:0.156425
## [184]    train-error:0.153631
## [185]    train-error:0.153631
## [186]    train-error:0.153631
## [187]    train-error:0.164804
## [188]    train-error:0.167598
## [189]    train-error:0.167598
## [190]    train-error:0.170391
## [191]    train-error:0.164804
## [192]    train-error:0.164804
## [193]    train-error:0.167598
## [194]    train-error:0.164804
## [195]    train-error:0.164804
## [196]    train-error:0.164804
## [197]    train-error:0.159218
## [198]    train-error:0.164804
## [199]    train-error:0.164804
## [200]    train-error:0.156425
## [201]    train-error:0.162011
## [202]    train-error:0.159218
## [203]    train-error:0.153631
## [204]    train-error:0.153631
## [205]    train-error:0.156425
## [206]    train-error:0.156425
## [207]    train-error:0.153631
## [208]    train-error:0.162011
## [209]    train-error:0.156425
## [210]    train-error:0.159218
## [211]    train-error:0.159218
## [212]    train-error:0.153631
## [213]    train-error:0.164804
## [214]    train-error:0.162011
## [215]    train-error:0.162011
## [216]    train-error:0.159218
## [217]    train-error:0.159218
## [218]    train-error:0.148045
## [219]    train-error:0.150838
## [220]    train-error:0.145251
## [221]    train-error:0.150838
## [222]    train-error:0.153631
## [223]    train-error:0.153631
## [224]    train-error:0.142458
## [225]    train-error:0.145251
## [226]    train-error:0.153631
## [227]    train-error:0.156425
## [228]    train-error:0.159218
## [229]    train-error:0.150838
## [230]    train-error:0.159218
## [231]    train-error:0.153631
## [232]    train-error:0.162011
## [233]    train-error:0.150838
## [234]    train-error:0.173184
## [235]    train-error:0.159218
## [236]    train-error:0.167598
## [237]    train-error:0.156425
## [238]    train-error:0.159218
## [239]    train-error:0.173184
## [240]    train-error:0.164804
## [241]    train-error:0.167598
## [242]    train-error:0.159218
## [243]    train-error:0.167598
## [244]    train-error:0.167598
## [245]    train-error:0.159218
## [246]    train-error:0.159218
## [247]    train-error:0.159218
## [248]    train-error:0.159218
## [249]    train-error:0.162011
## [250]    train-error:0.159218
## [251]    train-error:0.170391
## [252]    train-error:0.164804
## [253]    train-error:0.162011
## [254]    train-error:0.162011
## [255]    train-error:0.164804
## [256]    train-error:0.164804
## [257]    train-error:0.167598
## [258]    train-error:0.167598
## [259]    train-error:0.156425
## [260]    train-error:0.156425
## [261]    train-error:0.159218
## [262]    train-error:0.164804
## [263]    train-error:0.167598
## [264]    train-error:0.164804
## [265]    train-error:0.167598
## [266]    train-error:0.164804
## [267]    train-error:0.162011
## [268]    train-error:0.164804
## [269]    train-error:0.167598
## [270]    train-error:0.167598
## [271]    train-error:0.170391
## [272]    train-error:0.164804
## [273]    train-error:0.156425
## [274]    train-error:0.175978
## [275]    train-error:0.173184
## [276]    train-error:0.173184
## [277]    train-error:0.173184
## [278]    train-error:0.164804
## [279]    train-error:0.164804
## [280]    train-error:0.170391
## [281]    train-error:0.164804
## [282]    train-error:0.159218
## [283]    train-error:0.167598
## [284]    train-error:0.164804
## [285]    train-error:0.153631
## [286]    train-error:0.164804
## [287]    train-error:0.173184
## [288]    train-error:0.173184
## [289]    train-error:0.156425
## [290]    train-error:0.159218
## [291]    train-error:0.153631
## [292]    train-error:0.156425
## [293]    train-error:0.159218
## [294]    train-error:0.156425
## [295]    train-error:0.156425
## [296]    train-error:0.150838
## [297]    train-error:0.145251
## [298]    train-error:0.150838
## [299]    train-error:0.150838
## [300]    train-error:0.153631
## [301]    train-error:0.156425
## [302]    train-error:0.162011
## [303]    train-error:0.164804
## [304]    train-error:0.162011
## [305]    train-error:0.164804
## [306]    train-error:0.156425
## [307]    train-error:0.159218
## [308]    train-error:0.159218
## [309]    train-error:0.162011
## [310]    train-error:0.156425
## [311]    train-error:0.162011
## [312]    train-error:0.167598
## [313]    train-error:0.164804
## [314]    train-error:0.159218
## [315]    train-error:0.156425
## [316]    train-error:0.156425
## [317]    train-error:0.156425
## [318]    train-error:0.162011
## [319]    train-error:0.142458
## [320]    train-error:0.159218
## [321]    train-error:0.156425
## [322]    train-error:0.159218
## [323]    train-error:0.159218
## [324]    train-error:0.153631
## [325]    train-error:0.159218
## [326]    train-error:0.150838
## [327]    train-error:0.150838
## [328]    train-error:0.156425
## [329]    train-error:0.156425
## [330]    train-error:0.164804
## [331]    train-error:0.153631
## [332]    train-error:0.156425
## [333]    train-error:0.153631
## [334]    train-error:0.162011
## [335]    train-error:0.153631
## [336]    train-error:0.150838
## [337]    train-error:0.153631
## [338]    train-error:0.159218
## [339]    train-error:0.150838
## [340]    train-error:0.150838
## [341]    train-error:0.153631
## [342]    train-error:0.153631
## [343]    train-error:0.153631
## [344]    train-error:0.162011
## [345]    train-error:0.164804
## [346]    train-error:0.167598
## [347]    train-error:0.162011
## [348]    train-error:0.153631
## [349]    train-error:0.150838
## [350]    train-error:0.153631
## [351]    train-error:0.150838
## [352]    train-error:0.156425
## [353]    train-error:0.156425
## [354]    train-error:0.148045
## [355]    train-error:0.150838
## [356]    train-error:0.156425
## [357]    train-error:0.156425
## [358]    train-error:0.156425
## [359]    train-error:0.156425
## [360]    train-error:0.156425
## [361]    train-error:0.159218
## [362]    train-error:0.153631
## [363]    train-error:0.153631
## [364]    train-error:0.162011
## [365]    train-error:0.162011
## [366]    train-error:0.164804
## [367]    train-error:0.156425
## [368]    train-error:0.159218
## [369]    train-error:0.162011
## [370]    train-error:0.162011
## [371]    train-error:0.156425
## [372]    train-error:0.159218
## [373]    train-error:0.159218
## [374]    train-error:0.153631
## [375]    train-error:0.156425
## [376]    train-error:0.156425
## [377]    train-error:0.159218
## [378]    train-error:0.153631
## [379]    train-error:0.150838
## [380]    train-error:0.156425
## [381]    train-error:0.145251
## [382]    train-error:0.142458
## [383]    train-error:0.136872
## [384]    train-error:0.142458
## [385]    train-error:0.145251
## [386]    train-error:0.139665
## [387]    train-error:0.136872
## [388]    train-error:0.134078
## [389]    train-error:0.136872
## [390]    train-error:0.142458
## [391]    train-error:0.142458
## [392]    train-error:0.145251
## [393]    train-error:0.148045
## [394]    train-error:0.148045
## [395]    train-error:0.156425
## [396]    train-error:0.150838
## [397]    train-error:0.148045
## [398]    train-error:0.150838
## [399]    train-error:0.148045
## [400]    train-error:0.148045
## [401]    train-error:0.142458
## [402]    train-error:0.145251
## [403]    train-error:0.153631
## [404]    train-error:0.145251
## [405]    train-error:0.145251
## [406]    train-error:0.153631
## [407]    train-error:0.136872
## [408]    train-error:0.139665
## [409]    train-error:0.145251
## [410]    train-error:0.145251
## [411]    train-error:0.150838
## [412]    train-error:0.148045
## [413]    train-error:0.150838
## [414]    train-error:0.150838
## [415]    train-error:0.153631
## [416]    train-error:0.145251
## [0]  train-error:0.294118
## [1]  train-error:0.299720
## [2]  train-error:0.226891
## [3]  train-error:0.204482
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.187675
## [9]  train-error:0.187675
## [10] train-error:0.182073
## [11] train-error:0.179272
## [12] train-error:0.182073
## [13] train-error:0.184874
## [14] train-error:0.170868
## [15] train-error:0.168067
## [16] train-error:0.170868
## [17] train-error:0.173669
## [18] train-error:0.170868
## [19] train-error:0.168067
## [20] train-error:0.170868
## [21] train-error:0.168067
## [22] train-error:0.165266
## [23] train-error:0.159664
## [24] train-error:0.156863
## [25] train-error:0.176471
## [26] train-error:0.170868
## [27] train-error:0.179272
## [28] train-error:0.179272
## [29] train-error:0.176471
## [30] train-error:0.168067
## [31] train-error:0.156863
## [32] train-error:0.165266
## [33] train-error:0.173669
## [34] train-error:0.173669
## [35] train-error:0.168067
## [36] train-error:0.184874
## [37] train-error:0.165266
## [38] train-error:0.156863
## [39] train-error:0.168067
## [40] train-error:0.165266
## [41] train-error:0.176471
## [42] train-error:0.179272
## [43] train-error:0.170868
## [44] train-error:0.176471
## [45] train-error:0.190476
## [46] train-error:0.187675
## [47] train-error:0.187675
## [48] train-error:0.176471
## [49] train-error:0.165266
## [50] train-error:0.176471
## [51] train-error:0.162465
## [52] train-error:0.162465
## [53] train-error:0.159664
## [54] train-error:0.165266
## [55] train-error:0.173669
## [56] train-error:0.173669
## [57] train-error:0.156863
## [58] train-error:0.148459
## [59] train-error:0.170868
## [60] train-error:0.173669
## [61] train-error:0.179272
## [62] train-error:0.162465
## [63] train-error:0.165266
## [64] train-error:0.165266
## [65] train-error:0.159664
## [66] train-error:0.173669
## [67] train-error:0.165266
## [68] train-error:0.165266
## [69] train-error:0.162465
## [70] train-error:0.173669
## [71] train-error:0.162465
## [72] train-error:0.148459
## [73] train-error:0.162465
## [74] train-error:0.156863
## [75] train-error:0.151261
## [76] train-error:0.154062
## [77] train-error:0.165266
## [78] train-error:0.162465
## [79] train-error:0.154062
## [80] train-error:0.159664
## [81] train-error:0.154062
## [82] train-error:0.154062
## [83] train-error:0.148459
## [84] train-error:0.162465
## [85] train-error:0.156863
## [86] train-error:0.154062
## [87] train-error:0.159664
## [88] train-error:0.159664
## [89] train-error:0.140056
## [90] train-error:0.145658
## [91] train-error:0.140056
## [92] train-error:0.151261
## [93] train-error:0.145658
## [94] train-error:0.154062
## [95] train-error:0.170868
## [96] train-error:0.154062
## [97] train-error:0.145658
## [98] train-error:0.142857
## [99] train-error:0.151261
## [100]    train-error:0.156863
## [101]    train-error:0.145658
## [102]    train-error:0.148459
## [103]    train-error:0.142857
## [104]    train-error:0.154062
## [105]    train-error:0.140056
## [106]    train-error:0.151261
## [107]    train-error:0.151261
## [108]    train-error:0.145658
## [109]    train-error:0.154062
## [110]    train-error:0.156863
## [111]    train-error:0.148459
## [112]    train-error:0.140056
## [113]    train-error:0.148459
## [114]    train-error:0.151261
## [115]    train-error:0.154062
## [116]    train-error:0.159664
## [117]    train-error:0.165266
## [118]    train-error:0.156863
## [119]    train-error:0.145658
## [120]    train-error:0.145658
## [121]    train-error:0.137255
## [122]    train-error:0.140056
## [123]    train-error:0.142857
## [124]    train-error:0.145658
## [125]    train-error:0.142857
## [126]    train-error:0.142857
## [127]    train-error:0.142857
## [128]    train-error:0.142857
## [129]    train-error:0.145658
## [130]    train-error:0.145658
## [131]    train-error:0.142857
## [132]    train-error:0.151261
## [133]    train-error:0.140056
## [134]    train-error:0.140056
## [135]    train-error:0.140056
## [136]    train-error:0.134454
## [137]    train-error:0.134454
## [138]    train-error:0.145658
## [139]    train-error:0.148459
## [140]    train-error:0.142857
## [141]    train-error:0.148459
## [142]    train-error:0.142857
## [143]    train-error:0.142857
## [144]    train-error:0.140056
## [145]    train-error:0.137255
## [146]    train-error:0.137255
## [147]    train-error:0.134454
## [148]    train-error:0.142857
## [149]    train-error:0.134454
## [150]    train-error:0.134454
## [151]    train-error:0.128852
## [152]    train-error:0.123249
## [153]    train-error:0.131653
## [154]    train-error:0.134454
## [155]    train-error:0.131653
## [156]    train-error:0.140056
## [157]    train-error:0.131653
## [158]    train-error:0.148459
## [159]    train-error:0.148459
## [160]    train-error:0.154062
## [161]    train-error:0.137255
## [162]    train-error:0.151261
## [163]    train-error:0.148459
## [164]    train-error:0.154062
## [165]    train-error:0.154062
## [166]    train-error:0.159664
## [167]    train-error:0.156863
## [168]    train-error:0.165266
## [169]    train-error:0.159664
## [170]    train-error:0.151261
## [171]    train-error:0.145658
## [172]    train-error:0.151261
## [173]    train-error:0.145658
## [174]    train-error:0.140056
## [175]    train-error:0.145658
## [176]    train-error:0.145658
## [177]    train-error:0.148459
## [178]    train-error:0.145658
## [179]    train-error:0.145658
## [180]    train-error:0.156863
## [181]    train-error:0.151261
## [182]    train-error:0.154062
## [183]    train-error:0.165266
## [184]    train-error:0.165266
## [185]    train-error:0.156863
## [186]    train-error:0.162465
## [187]    train-error:0.156863
## [188]    train-error:0.154062
## [189]    train-error:0.154062
## [190]    train-error:0.162465
## [191]    train-error:0.162465
## [192]    train-error:0.151261
## [193]    train-error:0.148459
## [194]    train-error:0.148459
## [195]    train-error:0.145658
## [196]    train-error:0.151261
## [197]    train-error:0.145658
## [198]    train-error:0.137255
## [199]    train-error:0.145658
## [200]    train-error:0.142857
## [201]    train-error:0.154062
## [202]    train-error:0.137255
## [203]    train-error:0.148459
## [204]    train-error:0.148459
## [205]    train-error:0.151261
## [206]    train-error:0.140056
## [207]    train-error:0.142857
## [208]    train-error:0.140056
## [209]    train-error:0.137255
## [210]    train-error:0.145658
## [211]    train-error:0.145658
## [212]    train-error:0.154062
## [213]    train-error:0.145658
## [214]    train-error:0.159664
## [215]    train-error:0.156863
## [216]    train-error:0.154062
## [217]    train-error:0.151261
## [218]    train-error:0.145658
## [219]    train-error:0.142857
## [220]    train-error:0.140056
## [221]    train-error:0.151261
## [222]    train-error:0.142857
## [223]    train-error:0.137255
## [224]    train-error:0.140056
## [225]    train-error:0.131653
## [226]    train-error:0.134454
## [227]    train-error:0.140056
## [228]    train-error:0.131653
## [229]    train-error:0.137255
## [230]    train-error:0.140056
## [231]    train-error:0.140056
## [232]    train-error:0.126050
## [233]    train-error:0.128852
## [234]    train-error:0.128852
## [235]    train-error:0.123249
## [236]    train-error:0.126050
## [237]    train-error:0.120448
## [238]    train-error:0.123249
## [239]    train-error:0.140056
## [240]    train-error:0.148459
## [241]    train-error:0.140056
## [242]    train-error:0.131653
## [243]    train-error:0.126050
## [244]    train-error:0.137255
## [245]    train-error:0.140056
## [246]    train-error:0.142857
## [247]    train-error:0.151261
## [248]    train-error:0.151261
## [249]    train-error:0.151261
## [250]    train-error:0.145658
## [251]    train-error:0.148459
## [252]    train-error:0.142857
## [253]    train-error:0.145658
## [254]    train-error:0.145658
## [255]    train-error:0.140056
## [256]    train-error:0.134454
## [257]    train-error:0.154062
## [258]    train-error:0.145658
## [259]    train-error:0.140056
## [260]    train-error:0.156863
## [261]    train-error:0.140056
## [262]    train-error:0.142857
## [263]    train-error:0.148459
## [264]    train-error:0.162465
## [265]    train-error:0.145658
## [266]    train-error:0.137255
## [267]    train-error:0.145658
## [268]    train-error:0.137255
## [269]    train-error:0.140056
## [270]    train-error:0.140056
## [271]    train-error:0.142857
## [272]    train-error:0.142857
## [273]    train-error:0.142857
## [274]    train-error:0.151261
## [275]    train-error:0.142857
## [276]    train-error:0.140056
## [277]    train-error:0.148459
## [278]    train-error:0.126050
## [279]    train-error:0.140056
## [280]    train-error:0.137255
## [281]    train-error:0.140056
## [282]    train-error:0.142857
## [283]    train-error:0.145658
## [284]    train-error:0.131653
## [285]    train-error:0.134454
## [286]    train-error:0.137255
## [287]    train-error:0.137255
## [288]    train-error:0.134454
## [289]    train-error:0.128852
## [290]    train-error:0.134454
## [291]    train-error:0.131653
## [292]    train-error:0.131653
## [293]    train-error:0.140056
## [294]    train-error:0.134454
## [295]    train-error:0.131653
## [296]    train-error:0.128852
## [297]    train-error:0.148459
## [298]    train-error:0.148459
## [299]    train-error:0.148459
## [300]    train-error:0.145658
## [301]    train-error:0.140056
## [302]    train-error:0.137255
## [303]    train-error:0.148459
## [304]    train-error:0.137255
## [305]    train-error:0.140056
## [306]    train-error:0.145658
## [307]    train-error:0.140056
## [308]    train-error:0.140056
## [309]    train-error:0.140056
## [310]    train-error:0.134454
## [311]    train-error:0.142857
## [312]    train-error:0.140056
## [313]    train-error:0.142857
## [314]    train-error:0.140056
## [315]    train-error:0.140056
## [316]    train-error:0.142857
## [317]    train-error:0.137255
## [318]    train-error:0.126050
## [319]    train-error:0.126050
## [320]    train-error:0.131653
## [321]    train-error:0.137255
## [322]    train-error:0.140056
## [323]    train-error:0.123249
## [324]    train-error:0.134454
## [325]    train-error:0.131653
## [326]    train-error:0.134454
## [327]    train-error:0.134454
## [328]    train-error:0.142857
## [329]    train-error:0.151261
## [330]    train-error:0.128852
## [331]    train-error:0.128852
## [332]    train-error:0.134454
## [333]    train-error:0.128852
## [334]    train-error:0.126050
## [335]    train-error:0.117647
## [336]    train-error:0.126050
## [337]    train-error:0.131653
## [338]    train-error:0.128852
## [339]    train-error:0.126050
## [340]    train-error:0.140056
## [341]    train-error:0.140056
## [342]    train-error:0.123249
## [343]    train-error:0.131653
## [344]    train-error:0.120448
## [345]    train-error:0.137255
## [346]    train-error:0.126050
## [347]    train-error:0.126050
## [348]    train-error:0.134454
## [349]    train-error:0.134454
## [350]    train-error:0.140056
## [351]    train-error:0.142857
## [352]    train-error:0.134454
## [353]    train-error:0.137255
## [354]    train-error:0.134454
## [355]    train-error:0.137255
## [356]    train-error:0.134454
## [357]    train-error:0.128852
## [358]    train-error:0.131653
## [359]    train-error:0.134454
## [360]    train-error:0.126050
## [361]    train-error:0.140056
## [362]    train-error:0.137255
## [363]    train-error:0.137255
## [364]    train-error:0.142857
## [365]    train-error:0.128852
## [366]    train-error:0.128852
## [367]    train-error:0.137255
## [368]    train-error:0.134454
## [369]    train-error:0.131653
## [370]    train-error:0.123249
## [371]    train-error:0.123249
## [372]    train-error:0.126050
## [373]    train-error:0.140056
## [374]    train-error:0.134454
## [375]    train-error:0.126050
## [376]    train-error:0.128852
## [377]    train-error:0.126050
## [378]    train-error:0.128852
## [379]    train-error:0.131653
## [380]    train-error:0.131653
## [381]    train-error:0.128852
## [382]    train-error:0.128852
## [383]    train-error:0.134454
## [384]    train-error:0.123249
## [385]    train-error:0.128852
## [386]    train-error:0.131653
## [387]    train-error:0.137255
## [388]    train-error:0.131653
## [389]    train-error:0.137255
## [390]    train-error:0.137255
## [391]    train-error:0.134454
## [392]    train-error:0.134454
## [393]    train-error:0.134454
## [394]    train-error:0.134454
## [395]    train-error:0.140056
## [396]    train-error:0.134454
## [397]    train-error:0.131653
## [398]    train-error:0.128852
## [399]    train-error:0.137255
## [400]    train-error:0.142857
## [401]    train-error:0.142857
## [402]    train-error:0.140056
## [403]    train-error:0.137255
## [404]    train-error:0.131653
## [405]    train-error:0.134454
## [406]    train-error:0.137255
## [407]    train-error:0.128852
## [408]    train-error:0.128852
## [409]    train-error:0.131653
## [410]    train-error:0.131653
## [411]    train-error:0.123249
## [412]    train-error:0.123249
## [413]    train-error:0.126050
## [414]    train-error:0.123249
## [415]    train-error:0.120448
## [416]    train-error:0.128852
## [0]  train-error:0.375350
## [1]  train-error:0.341737
## [2]  train-error:0.268908
## [3]  train-error:0.204482
## [4]  train-error:0.196078
## [5]  train-error:0.182073
## [6]  train-error:0.173669
## [7]  train-error:0.193277
## [8]  train-error:0.173669
## [9]  train-error:0.182073
## [10] train-error:0.182073
## [11] train-error:0.182073
## [12] train-error:0.182073
## [13] train-error:0.165266
## [14] train-error:0.156863
## [15] train-error:0.165266
## [16] train-error:0.170868
## [17] train-error:0.162465
## [18] train-error:0.159664
## [19] train-error:0.151261
## [20] train-error:0.151261
## [21] train-error:0.159664
## [22] train-error:0.159664
## [23] train-error:0.151261
## [24] train-error:0.151261
## [25] train-error:0.154062
## [26] train-error:0.159664
## [27] train-error:0.156863
## [28] train-error:0.148459
## [29] train-error:0.154062
## [30] train-error:0.165266
## [31] train-error:0.154062
## [32] train-error:0.162465
## [33] train-error:0.148459
## [34] train-error:0.145658
## [35] train-error:0.156863
## [36] train-error:0.151261
## [37] train-error:0.148459
## [38] train-error:0.151261
## [39] train-error:0.145658
## [40] train-error:0.148459
## [41] train-error:0.145658
## [42] train-error:0.145658
## [43] train-error:0.154062
## [44] train-error:0.151261
## [45] train-error:0.148459
## [46] train-error:0.154062
## [47] train-error:0.154062
## [48] train-error:0.156863
## [49] train-error:0.154062
## [50] train-error:0.137255
## [51] train-error:0.151261
## [52] train-error:0.148459
## [53] train-error:0.151261
## [54] train-error:0.142857
## [55] train-error:0.151261
## [56] train-error:0.151261
## [57] train-error:0.140056
## [58] train-error:0.142857
## [59] train-error:0.145658
## [60] train-error:0.148459
## [61] train-error:0.140056
## [62] train-error:0.142857
## [63] train-error:0.145658
## [64] train-error:0.154062
## [65] train-error:0.151261
## [66] train-error:0.151261
## [67] train-error:0.151261
## [68] train-error:0.148459
## [69] train-error:0.145658
## [70] train-error:0.148459
## [71] train-error:0.140056
## [72] train-error:0.142857
## [73] train-error:0.162465
## [74] train-error:0.151261
## [75] train-error:0.154062
## [76] train-error:0.168067
## [77] train-error:0.162465
## [78] train-error:0.148459
## [79] train-error:0.140056
## [80] train-error:0.148459
## [81] train-error:0.134454
## [82] train-error:0.137255
## [83] train-error:0.148459
## [84] train-error:0.142857
## [85] train-error:0.140056
## [86] train-error:0.137255
## [87] train-error:0.142857
## [88] train-error:0.142857
## [89] train-error:0.137255
## [90] train-error:0.142857
## [91] train-error:0.137255
## [92] train-error:0.142857
## [93] train-error:0.145658
## [94] train-error:0.137255
## [95] train-error:0.140056
## [96] train-error:0.148459
## [97] train-error:0.148459
## [98] train-error:0.145658
## [99] train-error:0.148459
## [100]    train-error:0.148459
## [101]    train-error:0.151261
## [102]    train-error:0.145658
## [103]    train-error:0.131653
## [104]    train-error:0.140056
## [105]    train-error:0.137255
## [106]    train-error:0.128852
## [107]    train-error:0.134454
## [108]    train-error:0.142857
## [109]    train-error:0.137255
## [110]    train-error:0.128852
## [111]    train-error:0.137255
## [112]    train-error:0.134454
## [113]    train-error:0.131653
## [114]    train-error:0.140056
## [115]    train-error:0.140056
## [116]    train-error:0.142857
## [117]    train-error:0.134454
## [118]    train-error:0.140056
## [119]    train-error:0.134454
## [120]    train-error:0.131653
## [121]    train-error:0.131653
## [122]    train-error:0.128852
## [123]    train-error:0.131653
## [124]    train-error:0.134454
## [125]    train-error:0.126050
## [126]    train-error:0.128852
## [127]    train-error:0.123249
## [128]    train-error:0.126050
## [129]    train-error:0.120448
## [130]    train-error:0.128852
## [131]    train-error:0.145658
## [132]    train-error:0.123249
## [133]    train-error:0.120448
## [134]    train-error:0.126050
## [135]    train-error:0.131653
## [136]    train-error:0.131653
## [137]    train-error:0.126050
## [138]    train-error:0.120448
## [139]    train-error:0.123249
## [140]    train-error:0.120448
## [141]    train-error:0.117647
## [142]    train-error:0.120448
## [143]    train-error:0.123249
## [144]    train-error:0.131653
## [145]    train-error:0.128852
## [146]    train-error:0.123249
## [147]    train-error:0.128852
## [148]    train-error:0.123249
## [149]    train-error:0.134454
## [150]    train-error:0.126050
## [151]    train-error:0.123249
## [152]    train-error:0.128852
## [153]    train-error:0.131653
## [154]    train-error:0.126050
## [155]    train-error:0.120448
## [156]    train-error:0.123249
## [157]    train-error:0.137255
## [158]    train-error:0.134454
## [159]    train-error:0.126050
## [160]    train-error:0.134454
## [161]    train-error:0.128852
## [162]    train-error:0.131653
## [163]    train-error:0.134454
## [164]    train-error:0.123249
## [165]    train-error:0.128852
## [166]    train-error:0.126050
## [167]    train-error:0.128852
## [168]    train-error:0.134454
## [169]    train-error:0.131653
## [170]    train-error:0.128852
## [171]    train-error:0.134454
## [172]    train-error:0.142857
## [173]    train-error:0.126050
## [174]    train-error:0.126050
## [175]    train-error:0.131653
## [176]    train-error:0.134454
## [177]    train-error:0.128852
## [178]    train-error:0.128852
## [179]    train-error:0.126050
## [180]    train-error:0.120448
## [181]    train-error:0.123249
## [182]    train-error:0.123249
## [183]    train-error:0.120448
## [184]    train-error:0.128852
## [185]    train-error:0.137255
## [186]    train-error:0.145658
## [187]    train-error:0.131653
## [188]    train-error:0.134454
## [189]    train-error:0.134454
## [190]    train-error:0.128852
## [191]    train-error:0.126050
## [192]    train-error:0.128852
## [193]    train-error:0.114846
## [194]    train-error:0.123249
## [195]    train-error:0.112045
## [196]    train-error:0.114846
## [197]    train-error:0.114846
## [198]    train-error:0.112045
## [199]    train-error:0.117647
## [200]    train-error:0.120448
## [201]    train-error:0.126050
## [202]    train-error:0.123249
## [203]    train-error:0.120448
## [204]    train-error:0.120448
## [205]    train-error:0.120448
## [206]    train-error:0.120448
## [207]    train-error:0.117647
## [208]    train-error:0.120448
## [209]    train-error:0.114846
## [210]    train-error:0.117647
## [211]    train-error:0.117647
## [212]    train-error:0.120448
## [213]    train-error:0.117647
## [214]    train-error:0.123249
## [215]    train-error:0.126050
## [216]    train-error:0.123249
## [217]    train-error:0.128852
## [218]    train-error:0.120448
## [219]    train-error:0.114846
## [220]    train-error:0.120448
## [221]    train-error:0.126050
## [222]    train-error:0.128852
## [223]    train-error:0.123249
## [224]    train-error:0.128852
## [225]    train-error:0.120448
## [226]    train-error:0.123249
## [227]    train-error:0.120448
## [228]    train-error:0.123249
## [229]    train-error:0.123249
## [230]    train-error:0.114846
## [231]    train-error:0.112045
## [232]    train-error:0.128852
## [233]    train-error:0.120448
## [234]    train-error:0.123249
## [235]    train-error:0.120448
## [236]    train-error:0.117647
## [237]    train-error:0.123249
## [238]    train-error:0.123249
## [239]    train-error:0.128852
## [240]    train-error:0.126050
## [241]    train-error:0.131653
## [242]    train-error:0.123249
## [243]    train-error:0.123249
## [244]    train-error:0.123249
## [245]    train-error:0.120448
## [246]    train-error:0.120448
## [247]    train-error:0.120448
## [248]    train-error:0.120448
## [249]    train-error:0.123249
## [250]    train-error:0.126050
## [251]    train-error:0.123249
## [252]    train-error:0.117647
## [253]    train-error:0.120448
## [254]    train-error:0.123249
## [255]    train-error:0.123249
## [256]    train-error:0.117647
## [257]    train-error:0.114846
## [258]    train-error:0.126050
## [259]    train-error:0.123249
## [260]    train-error:0.117647
## [261]    train-error:0.123249
## [262]    train-error:0.123249
## [263]    train-error:0.128852
## [264]    train-error:0.137255
## [265]    train-error:0.126050
## [266]    train-error:0.117647
## [267]    train-error:0.123249
## [268]    train-error:0.126050
## [269]    train-error:0.114846
## [270]    train-error:0.120448
## [271]    train-error:0.123249
## [272]    train-error:0.126050
## [273]    train-error:0.126050
## [274]    train-error:0.117647
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.117647
## [278]    train-error:0.117647
## [279]    train-error:0.114846
## [280]    train-error:0.117647
## [281]    train-error:0.123249
## [282]    train-error:0.114846
## [283]    train-error:0.120448
## [284]    train-error:0.126050
## [285]    train-error:0.120448
## [286]    train-error:0.131653
## [287]    train-error:0.126050
## [288]    train-error:0.128852
## [289]    train-error:0.126050
## [290]    train-error:0.123249
## [291]    train-error:0.123249
## [292]    train-error:0.117647
## [293]    train-error:0.120448
## [294]    train-error:0.123249
## [295]    train-error:0.123249
## [296]    train-error:0.131653
## [297]    train-error:0.123249
## [298]    train-error:0.117647
## [299]    train-error:0.117647
## [300]    train-error:0.117647
## [301]    train-error:0.126050
## [302]    train-error:0.128852
## [303]    train-error:0.126050
## [304]    train-error:0.123249
## [305]    train-error:0.117647
## [306]    train-error:0.123249
## [307]    train-error:0.114846
## [308]    train-error:0.114846
## [309]    train-error:0.117647
## [310]    train-error:0.112045
## [311]    train-error:0.117647
## [312]    train-error:0.126050
## [313]    train-error:0.126050
## [314]    train-error:0.123249
## [315]    train-error:0.117647
## [316]    train-error:0.120448
## [317]    train-error:0.117647
## [318]    train-error:0.123249
## [319]    train-error:0.126050
## [320]    train-error:0.126050
## [321]    train-error:0.120448
## [322]    train-error:0.120448
## [323]    train-error:0.120448
## [324]    train-error:0.120448
## [325]    train-error:0.112045
## [326]    train-error:0.117647
## [327]    train-error:0.120448
## [328]    train-error:0.117647
## [329]    train-error:0.123249
## [330]    train-error:0.128852
## [331]    train-error:0.134454
## [332]    train-error:0.131653
## [333]    train-error:0.137255
## [334]    train-error:0.126050
## [335]    train-error:0.126050
## [336]    train-error:0.126050
## [337]    train-error:0.120448
## [338]    train-error:0.120448
## [339]    train-error:0.120448
## [340]    train-error:0.126050
## [341]    train-error:0.126050
## [342]    train-error:0.126050
## [343]    train-error:0.126050
## [344]    train-error:0.123249
## [345]    train-error:0.128852
## [346]    train-error:0.134454
## [347]    train-error:0.126050
## [348]    train-error:0.123249
## [349]    train-error:0.126050
## [350]    train-error:0.120448
## [351]    train-error:0.114846
## [352]    train-error:0.117647
## [353]    train-error:0.120448
## [354]    train-error:0.114846
## [355]    train-error:0.123249
## [356]    train-error:0.123249
## [357]    train-error:0.123249
## [358]    train-error:0.128852
## [359]    train-error:0.128852
## [360]    train-error:0.123249
## [361]    train-error:0.120448
## [362]    train-error:0.120448
## [363]    train-error:0.120448
## [364]    train-error:0.120448
## [365]    train-error:0.117647
## [366]    train-error:0.120448
## [367]    train-error:0.117647
## [368]    train-error:0.120448
## [369]    train-error:0.123249
## [370]    train-error:0.120448
## [371]    train-error:0.128852
## [372]    train-error:0.126050
## [373]    train-error:0.117647
## [374]    train-error:0.120448
## [375]    train-error:0.120448
## [376]    train-error:0.112045
## [377]    train-error:0.120448
## [378]    train-error:0.123249
## [379]    train-error:0.120448
## [380]    train-error:0.128852
## [381]    train-error:0.117647
## [382]    train-error:0.120448
## [383]    train-error:0.117647
## [384]    train-error:0.120448
## [385]    train-error:0.117647
## [386]    train-error:0.117647
## [387]    train-error:0.117647
## [388]    train-error:0.120448
## [389]    train-error:0.120448
## [390]    train-error:0.112045
## [391]    train-error:0.120448
## [392]    train-error:0.117647
## [393]    train-error:0.120448
## [394]    train-error:0.117647
## [395]    train-error:0.117647
## [396]    train-error:0.112045
## [397]    train-error:0.120448
## [398]    train-error:0.109244
## [399]    train-error:0.128852
## [400]    train-error:0.128852
## [401]    train-error:0.131653
## [402]    train-error:0.128852
## [403]    train-error:0.126050
## [404]    train-error:0.126050
## [405]    train-error:0.140056
## [406]    train-error:0.134454
## [407]    train-error:0.134454
## [408]    train-error:0.134454
## [409]    train-error:0.131653
## [410]    train-error:0.137255
## [411]    train-error:0.134454
## [412]    train-error:0.128852
## [413]    train-error:0.128852
## [414]    train-error:0.131653
## [415]    train-error:0.128852
## [416]    train-error:0.131653
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.206704
## [4]  train-error:0.206704
## [5]  train-error:0.209497
## [6]  train-error:0.206704
## [7]  train-error:0.206704
## [8]  train-error:0.206704
## [9]  train-error:0.206704
## [10] train-error:0.206704
## [11] train-error:0.192737
## [12] train-error:0.198324
## [13] train-error:0.187151
## [14] train-error:0.181564
## [15] train-error:0.184358
## [16] train-error:0.198324
## [17] train-error:0.203911
## [18] train-error:0.198324
## [19] train-error:0.201117
## [20] train-error:0.201117
## [21] train-error:0.201117
## [22] train-error:0.201117
## [23] train-error:0.203911
## [24] train-error:0.195531
## [25] train-error:0.201117
## [26] train-error:0.203911
## [27] train-error:0.206704
## [28] train-error:0.206704
## [29] train-error:0.192737
## [30] train-error:0.189944
## [31] train-error:0.189944
## [32] train-error:0.201117
## [33] train-error:0.178771
## [34] train-error:0.181564
## [35] train-error:0.178771
## [36] train-error:0.170391
## [37] train-error:0.175978
## [38] train-error:0.170391
## [39] train-error:0.178771
## [40] train-error:0.178771
## [41] train-error:0.175978
## [42] train-error:0.175978
## [43] train-error:0.167598
## [44] train-error:0.167598
## [45] train-error:0.164804
## [46] train-error:0.159218
## [47] train-error:0.162011
## [48] train-error:0.156425
## [49] train-error:0.153631
## [50] train-error:0.164804
## [51] train-error:0.167598
## [52] train-error:0.167598
## [53] train-error:0.162011
## [54] train-error:0.162011
## [55] train-error:0.159218
## [56] train-error:0.156425
## [57] train-error:0.156425
## [58] train-error:0.156425
## [59] train-error:0.159218
## [60] train-error:0.156425
## [61] train-error:0.159218
## [62] train-error:0.159218
## [63] train-error:0.159218
## [64] train-error:0.159218
## [65] train-error:0.159218
## [66] train-error:0.156425
## [67] train-error:0.156425
## [68] train-error:0.156425
## [69] train-error:0.156425
## [70] train-error:0.159218
## [71] train-error:0.156425
## [72] train-error:0.156425
## [73] train-error:0.150838
## [74] train-error:0.150838
## [75] train-error:0.153631
## [76] train-error:0.156425
## [77] train-error:0.156425
## [78] train-error:0.153631
## [79] train-error:0.153631
## [80] train-error:0.156425
## [81] train-error:0.153631
## [82] train-error:0.156425
## [83] train-error:0.153631
## [84] train-error:0.153631
## [85] train-error:0.150838
## [86] train-error:0.150838
## [87] train-error:0.150838
## [88] train-error:0.153631
## [89] train-error:0.153631
## [90] train-error:0.153631
## [91] train-error:0.156425
## [92] train-error:0.153631
## [93] train-error:0.150838
## [94] train-error:0.156425
## [95] train-error:0.150838
## [96] train-error:0.153631
## [97] train-error:0.156425
## [98] train-error:0.153631
## [99] train-error:0.150838
## [100]    train-error:0.145251
## [101]    train-error:0.145251
## [102]    train-error:0.142458
## [103]    train-error:0.145251
## [104]    train-error:0.148045
## [105]    train-error:0.145251
## [106]    train-error:0.145251
## [107]    train-error:0.145251
## [108]    train-error:0.145251
## [109]    train-error:0.148045
## [110]    train-error:0.142458
## [111]    train-error:0.145251
## [112]    train-error:0.145251
## [113]    train-error:0.145251
## [114]    train-error:0.148045
## [115]    train-error:0.148045
## [116]    train-error:0.145251
## [117]    train-error:0.145251
## [118]    train-error:0.145251
## [119]    train-error:0.145251
## [120]    train-error:0.145251
## [121]    train-error:0.148045
## [122]    train-error:0.148045
## [123]    train-error:0.148045
## [124]    train-error:0.148045
## [125]    train-error:0.136872
## [126]    train-error:0.136872
## [127]    train-error:0.142458
## [128]    train-error:0.148045
## [129]    train-error:0.148045
## [130]    train-error:0.148045
## [131]    train-error:0.145251
## [132]    train-error:0.145251
## [133]    train-error:0.145251
## [134]    train-error:0.148045
## [135]    train-error:0.145251
## [136]    train-error:0.148045
## [137]    train-error:0.145251
## [138]    train-error:0.148045
## [139]    train-error:0.150838
## [140]    train-error:0.142458
## [141]    train-error:0.142458
## [142]    train-error:0.145251
## [143]    train-error:0.142458
## [144]    train-error:0.131285
## [145]    train-error:0.131285
## [146]    train-error:0.131285
## [147]    train-error:0.131285
## [148]    train-error:0.131285
## [149]    train-error:0.128492
## [150]    train-error:0.128492
## [151]    train-error:0.136872
## [152]    train-error:0.136872
## [153]    train-error:0.139665
## [154]    train-error:0.136872
## [155]    train-error:0.136872
## [156]    train-error:0.136872
## [157]    train-error:0.136872
## [158]    train-error:0.136872
## [159]    train-error:0.142458
## [160]    train-error:0.142458
## [161]    train-error:0.139665
## [162]    train-error:0.139665
## [163]    train-error:0.136872
## [164]    train-error:0.134078
## [165]    train-error:0.134078
## [166]    train-error:0.139665
## [167]    train-error:0.136872
## [168]    train-error:0.139665
## [169]    train-error:0.139665
## [170]    train-error:0.142458
## [171]    train-error:0.142458
## [172]    train-error:0.142458
## [173]    train-error:0.139665
## [174]    train-error:0.139665
## [175]    train-error:0.139665
## [176]    train-error:0.139665
## [177]    train-error:0.136872
## [178]    train-error:0.134078
## [179]    train-error:0.134078
## [180]    train-error:0.139665
## [181]    train-error:0.139665
## [182]    train-error:0.139665
## [183]    train-error:0.139665
## [184]    train-error:0.139665
## [185]    train-error:0.139665
## [186]    train-error:0.139665
## [187]    train-error:0.134078
## [188]    train-error:0.139665
## [189]    train-error:0.139665
## [190]    train-error:0.139665
## [191]    train-error:0.139665
## [192]    train-error:0.136872
## [193]    train-error:0.142458
## [194]    train-error:0.136872
## [195]    train-error:0.139665
## [196]    train-error:0.142458
## [197]    train-error:0.142458
## [198]    train-error:0.142458
## [199]    train-error:0.139665
## [200]    train-error:0.145251
## [201]    train-error:0.145251
## [202]    train-error:0.145251
## [203]    train-error:0.142458
## [204]    train-error:0.142458
## [205]    train-error:0.142458
## [206]    train-error:0.142458
## [207]    train-error:0.142458
## [208]    train-error:0.139665
## [209]    train-error:0.139665
## [210]    train-error:0.139665
## [211]    train-error:0.136872
## [212]    train-error:0.134078
## [213]    train-error:0.134078
## [214]    train-error:0.136872
## [215]    train-error:0.136872
## [216]    train-error:0.139665
## [217]    train-error:0.134078
## [218]    train-error:0.128492
## [219]    train-error:0.128492
## [220]    train-error:0.125698
## [221]    train-error:0.125698
## [222]    train-error:0.125698
## [223]    train-error:0.131285
## [224]    train-error:0.131285
## [225]    train-error:0.131285
## [226]    train-error:0.131285
## [227]    train-error:0.131285
## [228]    train-error:0.128492
## [229]    train-error:0.128492
## [230]    train-error:0.125698
## [231]    train-error:0.128492
## [232]    train-error:0.122905
## [233]    train-error:0.128492
## [234]    train-error:0.125698
## [235]    train-error:0.128492
## [236]    train-error:0.128492
## [237]    train-error:0.128492
## [238]    train-error:0.125698
## [239]    train-error:0.125698
## [240]    train-error:0.125698
## [241]    train-error:0.125698
## [242]    train-error:0.128492
## [243]    train-error:0.122905
## [244]    train-error:0.125698
## [245]    train-error:0.125698
## [246]    train-error:0.125698
## [247]    train-error:0.125698
## [248]    train-error:0.125698
## [249]    train-error:0.128492
## [250]    train-error:0.128492
## [251]    train-error:0.128492
## [252]    train-error:0.134078
## [253]    train-error:0.134078
## [254]    train-error:0.134078
## [255]    train-error:0.134078
## [256]    train-error:0.134078
## [257]    train-error:0.134078
## [258]    train-error:0.131285
## [259]    train-error:0.134078
## [260]    train-error:0.134078
## [261]    train-error:0.134078
## [262]    train-error:0.134078
## [263]    train-error:0.134078
## [264]    train-error:0.131285
## [265]    train-error:0.128492
## [266]    train-error:0.128492
## [267]    train-error:0.128492
## [268]    train-error:0.125698
## [269]    train-error:0.134078
## [270]    train-error:0.134078
## [271]    train-error:0.134078
## [272]    train-error:0.131285
## [273]    train-error:0.131285
## [274]    train-error:0.128492
## [275]    train-error:0.128492
## [276]    train-error:0.128492
## [277]    train-error:0.125698
## [278]    train-error:0.125698
## [279]    train-error:0.125698
## [280]    train-error:0.125698
## [281]    train-error:0.125698
## [282]    train-error:0.131285
## [283]    train-error:0.131285
## [284]    train-error:0.128492
## [285]    train-error:0.128492
## [286]    train-error:0.128492
## [287]    train-error:0.128492
## [288]    train-error:0.131285
## [289]    train-error:0.128492
## [290]    train-error:0.128492
## [291]    train-error:0.131285
## [292]    train-error:0.125698
## [293]    train-error:0.125698
## [294]    train-error:0.128492
## [295]    train-error:0.128492
## [296]    train-error:0.125698
## [297]    train-error:0.125698
## [298]    train-error:0.128492
## [299]    train-error:0.128492
## [300]    train-error:0.128492
## [301]    train-error:0.122905
## [302]    train-error:0.120112
## [303]    train-error:0.125698
## [304]    train-error:0.128492
## [305]    train-error:0.125698
## [306]    train-error:0.128492
## [307]    train-error:0.128492
## [308]    train-error:0.122905
## [309]    train-error:0.122905
## [310]    train-error:0.122905
## [311]    train-error:0.122905
## [312]    train-error:0.125698
## [313]    train-error:0.122905
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.193277
## [3]  train-error:0.190476
## [4]  train-error:0.196078
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.196078
## [11] train-error:0.182073
## [12] train-error:0.173669
## [13] train-error:0.170868
## [14] train-error:0.168067
## [15] train-error:0.182073
## [16] train-error:0.173669
## [17] train-error:0.179272
## [18] train-error:0.176471
## [19] train-error:0.170868
## [20] train-error:0.173669
## [21] train-error:0.148459
## [22] train-error:0.154062
## [23] train-error:0.148459
## [24] train-error:0.156863
## [25] train-error:0.159664
## [26] train-error:0.159664
## [27] train-error:0.154062
## [28] train-error:0.145658
## [29] train-error:0.148459
## [30] train-error:0.140056
## [31] train-error:0.134454
## [32] train-error:0.137255
## [33] train-error:0.126050
## [34] train-error:0.123249
## [35] train-error:0.123249
## [36] train-error:0.140056
## [37] train-error:0.142857
## [38] train-error:0.140056
## [39] train-error:0.134454
## [40] train-error:0.126050
## [41] train-error:0.137255
## [42] train-error:0.137255
## [43] train-error:0.128852
## [44] train-error:0.123249
## [45] train-error:0.128852
## [46] train-error:0.128852
## [47] train-error:0.134454
## [48] train-error:0.128852
## [49] train-error:0.126050
## [50] train-error:0.126050
## [51] train-error:0.128852
## [52] train-error:0.128852
## [53] train-error:0.134454
## [54] train-error:0.128852
## [55] train-error:0.128852
## [56] train-error:0.128852
## [57] train-error:0.137255
## [58] train-error:0.131653
## [59] train-error:0.131653
## [60] train-error:0.128852
## [61] train-error:0.137255
## [62] train-error:0.134454
## [63] train-error:0.126050
## [64] train-error:0.123249
## [65] train-error:0.123249
## [66] train-error:0.126050
## [67] train-error:0.123249
## [68] train-error:0.126050
## [69] train-error:0.114846
## [70] train-error:0.123249
## [71] train-error:0.123249
## [72] train-error:0.120448
## [73] train-error:0.117647
## [74] train-error:0.114846
## [75] train-error:0.120448
## [76] train-error:0.114846
## [77] train-error:0.117647
## [78] train-error:0.123249
## [79] train-error:0.120448
## [80] train-error:0.123249
## [81] train-error:0.126050
## [82] train-error:0.126050
## [83] train-error:0.117647
## [84] train-error:0.117647
## [85] train-error:0.117647
## [86] train-error:0.120448
## [87] train-error:0.120448
## [88] train-error:0.120448
## [89] train-error:0.117647
## [90] train-error:0.117647
## [91] train-error:0.123249
## [92] train-error:0.114846
## [93] train-error:0.114846
## [94] train-error:0.117647
## [95] train-error:0.117647
## [96] train-error:0.114846
## [97] train-error:0.114846
## [98] train-error:0.114846
## [99] train-error:0.112045
## [100]    train-error:0.112045
## [101]    train-error:0.114846
## [102]    train-error:0.112045
## [103]    train-error:0.112045
## [104]    train-error:0.114846
## [105]    train-error:0.114846
## [106]    train-error:0.114846
## [107]    train-error:0.114846
## [108]    train-error:0.114846
## [109]    train-error:0.117647
## [110]    train-error:0.114846
## [111]    train-error:0.112045
## [112]    train-error:0.109244
## [113]    train-error:0.112045
## [114]    train-error:0.112045
## [115]    train-error:0.109244
## [116]    train-error:0.112045
## [117]    train-error:0.106443
## [118]    train-error:0.112045
## [119]    train-error:0.106443
## [120]    train-error:0.112045
## [121]    train-error:0.106443
## [122]    train-error:0.109244
## [123]    train-error:0.106443
## [124]    train-error:0.106443
## [125]    train-error:0.109244
## [126]    train-error:0.109244
## [127]    train-error:0.106443
## [128]    train-error:0.106443
## [129]    train-error:0.103641
## [130]    train-error:0.103641
## [131]    train-error:0.100840
## [132]    train-error:0.103641
## [133]    train-error:0.100840
## [134]    train-error:0.109244
## [135]    train-error:0.112045
## [136]    train-error:0.112045
## [137]    train-error:0.123249
## [138]    train-error:0.120448
## [139]    train-error:0.117647
## [140]    train-error:0.117647
## [141]    train-error:0.117647
## [142]    train-error:0.114846
## [143]    train-error:0.114846
## [144]    train-error:0.114846
## [145]    train-error:0.123249
## [146]    train-error:0.123249
## [147]    train-error:0.123249
## [148]    train-error:0.117647
## [149]    train-error:0.114846
## [150]    train-error:0.114846
## [151]    train-error:0.114846
## [152]    train-error:0.114846
## [153]    train-error:0.114846
## [154]    train-error:0.114846
## [155]    train-error:0.114846
## [156]    train-error:0.112045
## [157]    train-error:0.112045
## [158]    train-error:0.106443
## [159]    train-error:0.112045
## [160]    train-error:0.112045
## [161]    train-error:0.114846
## [162]    train-error:0.112045
## [163]    train-error:0.109244
## [164]    train-error:0.106443
## [165]    train-error:0.103641
## [166]    train-error:0.103641
## [167]    train-error:0.106443
## [168]    train-error:0.103641
## [169]    train-error:0.103641
## [170]    train-error:0.103641
## [171]    train-error:0.100840
## [172]    train-error:0.103641
## [173]    train-error:0.103641
## [174]    train-error:0.103641
## [175]    train-error:0.103641
## [176]    train-error:0.100840
## [177]    train-error:0.106443
## [178]    train-error:0.103641
## [179]    train-error:0.103641
## [180]    train-error:0.106443
## [181]    train-error:0.103641
## [182]    train-error:0.103641
## [183]    train-error:0.103641
## [184]    train-error:0.106443
## [185]    train-error:0.103641
## [186]    train-error:0.106443
## [187]    train-error:0.106443
## [188]    train-error:0.106443
## [189]    train-error:0.106443
## [190]    train-error:0.106443
## [191]    train-error:0.106443
## [192]    train-error:0.100840
## [193]    train-error:0.103641
## [194]    train-error:0.100840
## [195]    train-error:0.100840
## [196]    train-error:0.103641
## [197]    train-error:0.103641
## [198]    train-error:0.100840
## [199]    train-error:0.100840
## [200]    train-error:0.100840
## [201]    train-error:0.100840
## [202]    train-error:0.103641
## [203]    train-error:0.103641
## [204]    train-error:0.100840
## [205]    train-error:0.103641
## [206]    train-error:0.100840
## [207]    train-error:0.103641
## [208]    train-error:0.100840
## [209]    train-error:0.103641
## [210]    train-error:0.103641
## [211]    train-error:0.109244
## [212]    train-error:0.109244
## [213]    train-error:0.100840
## [214]    train-error:0.100840
## [215]    train-error:0.100840
## [216]    train-error:0.100840
## [217]    train-error:0.106443
## [218]    train-error:0.103641
## [219]    train-error:0.100840
## [220]    train-error:0.100840
## [221]    train-error:0.100840
## [222]    train-error:0.098039
## [223]    train-error:0.103641
## [224]    train-error:0.103641
## [225]    train-error:0.103641
## [226]    train-error:0.103641
## [227]    train-error:0.106443
## [228]    train-error:0.103641
## [229]    train-error:0.103641
## [230]    train-error:0.103641
## [231]    train-error:0.103641
## [232]    train-error:0.106443
## [233]    train-error:0.103641
## [234]    train-error:0.103641
## [235]    train-error:0.103641
## [236]    train-error:0.103641
## [237]    train-error:0.103641
## [238]    train-error:0.100840
## [239]    train-error:0.100840
## [240]    train-error:0.100840
## [241]    train-error:0.100840
## [242]    train-error:0.103641
## [243]    train-error:0.100840
## [244]    train-error:0.098039
## [245]    train-error:0.098039
## [246]    train-error:0.100840
## [247]    train-error:0.100840
## [248]    train-error:0.100840
## [249]    train-error:0.100840
## [250]    train-error:0.100840
## [251]    train-error:0.100840
## [252]    train-error:0.100840
## [253]    train-error:0.100840
## [254]    train-error:0.100840
## [255]    train-error:0.103641
## [256]    train-error:0.103641
## [257]    train-error:0.103641
## [258]    train-error:0.103641
## [259]    train-error:0.103641
## [260]    train-error:0.103641
## [261]    train-error:0.100840
## [262]    train-error:0.100840
## [263]    train-error:0.109244
## [264]    train-error:0.100840
## [265]    train-error:0.103641
## [266]    train-error:0.103641
## [267]    train-error:0.103641
## [268]    train-error:0.100840
## [269]    train-error:0.100840
## [270]    train-error:0.095238
## [271]    train-error:0.098039
## [272]    train-error:0.100840
## [273]    train-error:0.100840
## [274]    train-error:0.109244
## [275]    train-error:0.103641
## [276]    train-error:0.100840
## [277]    train-error:0.103641
## [278]    train-error:0.109244
## [279]    train-error:0.100840
## [280]    train-error:0.103641
## [281]    train-error:0.100840
## [282]    train-error:0.100840
## [283]    train-error:0.103641
## [284]    train-error:0.106443
## [285]    train-error:0.109244
## [286]    train-error:0.103641
## [287]    train-error:0.106443
## [288]    train-error:0.106443
## [289]    train-error:0.109244
## [290]    train-error:0.106443
## [291]    train-error:0.106443
## [292]    train-error:0.106443
## [293]    train-error:0.103641
## [294]    train-error:0.106443
## [295]    train-error:0.106443
## [296]    train-error:0.100840
## [297]    train-error:0.109244
## [298]    train-error:0.106443
## [299]    train-error:0.103641
## [300]    train-error:0.098039
## [301]    train-error:0.100840
## [302]    train-error:0.100840
## [303]    train-error:0.100840
## [304]    train-error:0.106443
## [305]    train-error:0.103641
## [306]    train-error:0.100840
## [307]    train-error:0.100840
## [308]    train-error:0.103641
## [309]    train-error:0.106443
## [310]    train-error:0.106443
## [311]    train-error:0.100840
## [312]    train-error:0.103641
## [313]    train-error:0.106443
## [0]  train-error:0.310924
## [1]  train-error:0.285714
## [2]  train-error:0.232493
## [3]  train-error:0.204482
## [4]  train-error:0.201681
## [5]  train-error:0.193277
## [6]  train-error:0.187675
## [7]  train-error:0.190476
## [8]  train-error:0.187675
## [9]  train-error:0.193277
## [10] train-error:0.190476
## [11] train-error:0.193277
## [12] train-error:0.193277
## [13] train-error:0.196078
## [14] train-error:0.204482
## [15] train-error:0.196078
## [16] train-error:0.190476
## [17] train-error:0.184874
## [18] train-error:0.184874
## [19] train-error:0.170868
## [20] train-error:0.173669
## [21] train-error:0.165266
## [22] train-error:0.165266
## [23] train-error:0.170868
## [24] train-error:0.176471
## [25] train-error:0.173669
## [26] train-error:0.170868
## [27] train-error:0.182073
## [28] train-error:0.176471
## [29] train-error:0.168067
## [30] train-error:0.168067
## [31] train-error:0.168067
## [32] train-error:0.168067
## [33] train-error:0.162465
## [34] train-error:0.162465
## [35] train-error:0.148459
## [36] train-error:0.154062
## [37] train-error:0.145658
## [38] train-error:0.151261
## [39] train-error:0.148459
## [40] train-error:0.151261
## [41] train-error:0.151261
## [42] train-error:0.151261
## [43] train-error:0.151261
## [44] train-error:0.148459
## [45] train-error:0.145658
## [46] train-error:0.145658
## [47] train-error:0.151261
## [48] train-error:0.142857
## [49] train-error:0.148459
## [50] train-error:0.148459
## [51] train-error:0.148459
## [52] train-error:0.140056
## [53] train-error:0.142857
## [54] train-error:0.142857
## [55] train-error:0.137255
## [56] train-error:0.137255
## [57] train-error:0.142857
## [58] train-error:0.142857
## [59] train-error:0.145658
## [60] train-error:0.134454
## [61] train-error:0.137255
## [62] train-error:0.140056
## [63] train-error:0.137255
## [64] train-error:0.134454
## [65] train-error:0.131653
## [66] train-error:0.137255
## [67] train-error:0.134454
## [68] train-error:0.134454
## [69] train-error:0.134454
## [70] train-error:0.140056
## [71] train-error:0.134454
## [72] train-error:0.134454
## [73] train-error:0.134454
## [74] train-error:0.134454
## [75] train-error:0.134454
## [76] train-error:0.134454
## [77] train-error:0.134454
## [78] train-error:0.134454
## [79] train-error:0.134454
## [80] train-error:0.134454
## [81] train-error:0.134454
## [82] train-error:0.134454
## [83] train-error:0.137255
## [84] train-error:0.131653
## [85] train-error:0.134454
## [86] train-error:0.140056
## [87] train-error:0.131653
## [88] train-error:0.131653
## [89] train-error:0.131653
## [90] train-error:0.137255
## [91] train-error:0.137255
## [92] train-error:0.142857
## [93] train-error:0.137255
## [94] train-error:0.137255
## [95] train-error:0.140056
## [96] train-error:0.137255
## [97] train-error:0.137255
## [98] train-error:0.137255
## [99] train-error:0.134454
## [100]    train-error:0.131653
## [101]    train-error:0.131653
## [102]    train-error:0.131653
## [103]    train-error:0.131653
## [104]    train-error:0.131653
## [105]    train-error:0.128852
## [106]    train-error:0.131653
## [107]    train-error:0.128852
## [108]    train-error:0.128852
## [109]    train-error:0.128852
## [110]    train-error:0.128852
## [111]    train-error:0.128852
## [112]    train-error:0.128852
## [113]    train-error:0.128852
## [114]    train-error:0.128852
## [115]    train-error:0.131653
## [116]    train-error:0.131653
## [117]    train-error:0.126050
## [118]    train-error:0.128852
## [119]    train-error:0.126050
## [120]    train-error:0.126050
## [121]    train-error:0.126050
## [122]    train-error:0.128852
## [123]    train-error:0.131653
## [124]    train-error:0.128852
## [125]    train-error:0.131653
## [126]    train-error:0.131653
## [127]    train-error:0.128852
## [128]    train-error:0.126050
## [129]    train-error:0.120448
## [130]    train-error:0.123249
## [131]    train-error:0.120448
## [132]    train-error:0.120448
## [133]    train-error:0.117647
## [134]    train-error:0.117647
## [135]    train-error:0.120448
## [136]    train-error:0.120448
## [137]    train-error:0.123249
## [138]    train-error:0.123249
## [139]    train-error:0.123249
## [140]    train-error:0.123249
## [141]    train-error:0.120448
## [142]    train-error:0.120448
## [143]    train-error:0.120448
## [144]    train-error:0.120448
## [145]    train-error:0.128852
## [146]    train-error:0.123249
## [147]    train-error:0.123249
## [148]    train-error:0.123249
## [149]    train-error:0.126050
## [150]    train-error:0.123249
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.123249
## [154]    train-error:0.123249
## [155]    train-error:0.120448
## [156]    train-error:0.120448
## [157]    train-error:0.120448
## [158]    train-error:0.123249
## [159]    train-error:0.120448
## [160]    train-error:0.126050
## [161]    train-error:0.126050
## [162]    train-error:0.126050
## [163]    train-error:0.123249
## [164]    train-error:0.123249
## [165]    train-error:0.126050
## [166]    train-error:0.126050
## [167]    train-error:0.126050
## [168]    train-error:0.123249
## [169]    train-error:0.123249
## [170]    train-error:0.112045
## [171]    train-error:0.114846
## [172]    train-error:0.123249
## [173]    train-error:0.114846
## [174]    train-error:0.114846
## [175]    train-error:0.117647
## [176]    train-error:0.117647
## [177]    train-error:0.117647
## [178]    train-error:0.120448
## [179]    train-error:0.120448
## [180]    train-error:0.120448
## [181]    train-error:0.123249
## [182]    train-error:0.123249
## [183]    train-error:0.126050
## [184]    train-error:0.120448
## [185]    train-error:0.126050
## [186]    train-error:0.123249
## [187]    train-error:0.120448
## [188]    train-error:0.117647
## [189]    train-error:0.123249
## [190]    train-error:0.123249
## [191]    train-error:0.120448
## [192]    train-error:0.114846
## [193]    train-error:0.114846
## [194]    train-error:0.103641
## [195]    train-error:0.103641
## [196]    train-error:0.103641
## [197]    train-error:0.109244
## [198]    train-error:0.109244
## [199]    train-error:0.112045
## [200]    train-error:0.114846
## [201]    train-error:0.106443
## [202]    train-error:0.109244
## [203]    train-error:0.103641
## [204]    train-error:0.106443
## [205]    train-error:0.106443
## [206]    train-error:0.106443
## [207]    train-error:0.109244
## [208]    train-error:0.106443
## [209]    train-error:0.112045
## [210]    train-error:0.106443
## [211]    train-error:0.106443
## [212]    train-error:0.109244
## [213]    train-error:0.106443
## [214]    train-error:0.109244
## [215]    train-error:0.112045
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.106443
## [220]    train-error:0.109244
## [221]    train-error:0.114846
## [222]    train-error:0.120448
## [223]    train-error:0.117647
## [224]    train-error:0.112045
## [225]    train-error:0.112045
## [226]    train-error:0.112045
## [227]    train-error:0.112045
## [228]    train-error:0.117647
## [229]    train-error:0.109244
## [230]    train-error:0.109244
## [231]    train-error:0.106443
## [232]    train-error:0.106443
## [233]    train-error:0.106443
## [234]    train-error:0.106443
## [235]    train-error:0.100840
## [236]    train-error:0.100840
## [237]    train-error:0.098039
## [238]    train-error:0.098039
## [239]    train-error:0.109244
## [240]    train-error:0.100840
## [241]    train-error:0.103641
## [242]    train-error:0.109244
## [243]    train-error:0.109244
## [244]    train-error:0.117647
## [245]    train-error:0.112045
## [246]    train-error:0.112045
## [247]    train-error:0.114846
## [248]    train-error:0.109244
## [249]    train-error:0.106443
## [250]    train-error:0.106443
## [251]    train-error:0.103641
## [252]    train-error:0.106443
## [253]    train-error:0.114846
## [254]    train-error:0.114846
## [255]    train-error:0.109244
## [256]    train-error:0.112045
## [257]    train-error:0.117647
## [258]    train-error:0.109244
## [259]    train-error:0.109244
## [260]    train-error:0.100840
## [261]    train-error:0.112045
## [262]    train-error:0.109244
## [263]    train-error:0.112045
## [264]    train-error:0.109244
## [265]    train-error:0.114846
## [266]    train-error:0.117647
## [267]    train-error:0.114846
## [268]    train-error:0.112045
## [269]    train-error:0.114846
## [270]    train-error:0.114846
## [271]    train-error:0.114846
## [272]    train-error:0.123249
## [273]    train-error:0.120448
## [274]    train-error:0.120448
## [275]    train-error:0.112045
## [276]    train-error:0.106443
## [277]    train-error:0.106443
## [278]    train-error:0.103641
## [279]    train-error:0.112045
## [280]    train-error:0.103641
## [281]    train-error:0.112045
## [282]    train-error:0.109244
## [283]    train-error:0.106443
## [284]    train-error:0.106443
## [285]    train-error:0.106443
## [286]    train-error:0.106443
## [287]    train-error:0.106443
## [288]    train-error:0.103641
## [289]    train-error:0.103641
## [290]    train-error:0.103641
## [291]    train-error:0.100840
## [292]    train-error:0.098039
## [293]    train-error:0.103641
## [294]    train-error:0.100840
## [295]    train-error:0.100840
## [296]    train-error:0.100840
## [297]    train-error:0.103641
## [298]    train-error:0.103641
## [299]    train-error:0.098039
## [300]    train-error:0.098039
## [301]    train-error:0.098039
## [302]    train-error:0.100840
## [303]    train-error:0.100840
## [304]    train-error:0.103641
## [305]    train-error:0.106443
## [306]    train-error:0.103641
## [307]    train-error:0.100840
## [308]    train-error:0.103641
## [309]    train-error:0.103641
## [310]    train-error:0.103641
## [311]    train-error:0.103641
## [312]    train-error:0.103641
## [313]    train-error:0.109244
## [0]  train-error:0.298883
## [1]  train-error:0.231844
## [2]  train-error:0.229050
## [3]  train-error:0.223464
## [4]  train-error:0.201117
## [5]  train-error:0.195531
## [6]  train-error:0.173184
## [7]  train-error:0.181564
## [8]  train-error:0.187151
## [9]  train-error:0.175978
## [10] train-error:0.162011
## [11] train-error:0.145251
## [12] train-error:0.148045
## [13] train-error:0.142458
## [14] train-error:0.150838
## [15] train-error:0.148045
## [16] train-error:0.153631
## [17] train-error:0.156425
## [18] train-error:0.150838
## [19] train-error:0.150838
## [20] train-error:0.145251
## [21] train-error:0.136872
## [22] train-error:0.139665
## [23] train-error:0.139665
## [24] train-error:0.148045
## [25] train-error:0.148045
## [26] train-error:0.145251
## [27] train-error:0.134078
## [28] train-error:0.136872
## [29] train-error:0.136872
## [30] train-error:0.142458
## [31] train-error:0.134078
## [32] train-error:0.136872
## [33] train-error:0.142458
## [34] train-error:0.142458
## [35] train-error:0.150838
## [36] train-error:0.145251
## [37] train-error:0.148045
## [38] train-error:0.150838
## [39] train-error:0.153631
## [40] train-error:0.150838
## [41] train-error:0.150838
## [42] train-error:0.150838
## [43] train-error:0.156425
## [44] train-error:0.159218
## [45] train-error:0.159218
## [46] train-error:0.153631
## [47] train-error:0.150838
## [48] train-error:0.150838
## [49] train-error:0.150838
## [50] train-error:0.153631
## [51] train-error:0.148045
## [52] train-error:0.148045
## [53] train-error:0.148045
## [54] train-error:0.148045
## [55] train-error:0.148045
## [56] train-error:0.145251
## [57] train-error:0.145251
## [58] train-error:0.148045
## [59] train-error:0.150838
## [60] train-error:0.148045
## [61] train-error:0.142458
## [62] train-error:0.145251
## [63] train-error:0.139665
## [64] train-error:0.142458
## [65] train-error:0.139665
## [66] train-error:0.139665
## [67] train-error:0.136872
## [68] train-error:0.139665
## [69] train-error:0.136872
## [70] train-error:0.136872
## [71] train-error:0.136872
## [72] train-error:0.139665
## [73] train-error:0.134078
## [74] train-error:0.139665
## [75] train-error:0.131285
## [76] train-error:0.134078
## [77] train-error:0.136872
## [78] train-error:0.136872
## [79] train-error:0.134078
## [80] train-error:0.128492
## [81] train-error:0.128492
## [82] train-error:0.125698
## [83] train-error:0.125698
## [84] train-error:0.131285
## [85] train-error:0.134078
## [86] train-error:0.134078
## [87] train-error:0.134078
## [88] train-error:0.136872
## [89] train-error:0.131285
## [90] train-error:0.134078
## [91] train-error:0.134078
## [92] train-error:0.134078
## [93] train-error:0.131285
## [94] train-error:0.131285
## [95] train-error:0.131285
## [96] train-error:0.131285
## [97] train-error:0.128492
## [98] train-error:0.128492
## [99] train-error:0.128492
## [100]    train-error:0.128492
## [101]    train-error:0.131285
## [102]    train-error:0.134078
## [103]    train-error:0.134078
## [104]    train-error:0.134078
## [105]    train-error:0.134078
## [106]    train-error:0.131285
## [107]    train-error:0.131285
## [108]    train-error:0.128492
## [109]    train-error:0.128492
## [110]    train-error:0.128492
## [111]    train-error:0.131285
## [112]    train-error:0.128492
## [113]    train-error:0.128492
## [114]    train-error:0.134078
## [115]    train-error:0.131285
## [116]    train-error:0.131285
## [117]    train-error:0.128492
## [118]    train-error:0.131285
## [119]    train-error:0.131285
## [120]    train-error:0.131285
## [121]    train-error:0.125698
## [122]    train-error:0.125698
## [123]    train-error:0.128492
## [124]    train-error:0.125698
## [125]    train-error:0.128492
## [126]    train-error:0.128492
## [127]    train-error:0.125698
## [128]    train-error:0.128492
## [129]    train-error:0.128492
## [130]    train-error:0.128492
## [131]    train-error:0.128492
## [132]    train-error:0.128492
## [133]    train-error:0.128492
## [134]    train-error:0.128492
## [135]    train-error:0.128492
## [136]    train-error:0.128492
## [137]    train-error:0.125698
## [138]    train-error:0.125698
## [139]    train-error:0.122905
## [140]    train-error:0.125698
## [141]    train-error:0.125698
## [142]    train-error:0.125698
## [143]    train-error:0.125698
## [144]    train-error:0.125698
## [145]    train-error:0.122905
## [146]    train-error:0.125698
## [147]    train-error:0.128492
## [148]    train-error:0.125698
## [149]    train-error:0.128492
## [150]    train-error:0.128492
## [151]    train-error:0.128492
## [152]    train-error:0.131285
## [153]    train-error:0.125698
## [154]    train-error:0.128492
## [155]    train-error:0.128492
## [156]    train-error:0.131285
## [157]    train-error:0.128492
## [158]    train-error:0.125698
## [159]    train-error:0.128492
## [160]    train-error:0.134078
## [161]    train-error:0.125698
## [162]    train-error:0.128492
## [163]    train-error:0.125698
## [164]    train-error:0.125698
## [165]    train-error:0.125698
## [166]    train-error:0.125698
## [167]    train-error:0.125698
## [168]    train-error:0.125698
## [169]    train-error:0.125698
## [170]    train-error:0.125698
## [171]    train-error:0.125698
## [172]    train-error:0.125698
## [173]    train-error:0.125698
## [174]    train-error:0.122905
## [175]    train-error:0.122905
## [176]    train-error:0.122905
## [177]    train-error:0.122905
## [178]    train-error:0.122905
## [179]    train-error:0.122905
## [180]    train-error:0.117318
## [181]    train-error:0.120112
## [182]    train-error:0.117318
## [183]    train-error:0.117318
## [184]    train-error:0.117318
## [185]    train-error:0.117318
## [186]    train-error:0.120112
## [187]    train-error:0.120112
## [188]    train-error:0.120112
## [189]    train-error:0.117318
## [190]    train-error:0.120112
## [191]    train-error:0.120112
## [192]    train-error:0.120112
## [193]    train-error:0.122905
## [194]    train-error:0.120112
## [195]    train-error:0.120112
## [196]    train-error:0.117318
## [197]    train-error:0.114525
## [198]    train-error:0.120112
## [199]    train-error:0.117318
## [200]    train-error:0.120112
## [201]    train-error:0.120112
## [202]    train-error:0.122905
## [203]    train-error:0.120112
## [204]    train-error:0.125698
## [205]    train-error:0.125698
## [206]    train-error:0.125698
## [207]    train-error:0.122905
## [208]    train-error:0.122905
## [209]    train-error:0.125698
## [210]    train-error:0.125698
## [211]    train-error:0.125698
## [212]    train-error:0.122905
## [213]    train-error:0.122905
## [214]    train-error:0.122905
## [215]    train-error:0.122905
## [216]    train-error:0.122905
## [217]    train-error:0.122905
## [218]    train-error:0.122905
## [219]    train-error:0.125698
## [220]    train-error:0.120112
## [221]    train-error:0.120112
## [222]    train-error:0.120112
## [223]    train-error:0.120112
## [224]    train-error:0.125698
## [225]    train-error:0.128492
## [226]    train-error:0.128492
## [227]    train-error:0.125698
## [228]    train-error:0.114525
## [229]    train-error:0.114525
## [230]    train-error:0.114525
## [231]    train-error:0.120112
## [232]    train-error:0.117318
## [233]    train-error:0.114525
## [234]    train-error:0.114525
## [235]    train-error:0.114525
## [236]    train-error:0.114525
## [237]    train-error:0.114525
## [238]    train-error:0.117318
## [239]    train-error:0.114525
## [240]    train-error:0.117318
## [241]    train-error:0.114525
## [242]    train-error:0.111732
## [243]    train-error:0.117318
## [244]    train-error:0.111732
## [245]    train-error:0.111732
## [246]    train-error:0.108939
## [247]    train-error:0.108939
## [248]    train-error:0.108939
## [249]    train-error:0.108939
## [250]    train-error:0.108939
## [251]    train-error:0.111732
## [252]    train-error:0.108939
## [253]    train-error:0.108939
## [254]    train-error:0.106145
## [255]    train-error:0.111732
## [256]    train-error:0.106145
## [257]    train-error:0.103352
## [258]    train-error:0.103352
## [259]    train-error:0.103352
## [260]    train-error:0.106145
## [261]    train-error:0.106145
## [262]    train-error:0.106145
## [263]    train-error:0.103352
## [264]    train-error:0.100559
## [265]    train-error:0.097765
## [266]    train-error:0.100559
## [267]    train-error:0.103352
## [268]    train-error:0.103352
## [269]    train-error:0.103352
## [270]    train-error:0.103352
## [271]    train-error:0.103352
## [272]    train-error:0.103352
## [273]    train-error:0.103352
## [274]    train-error:0.103352
## [275]    train-error:0.103352
## [276]    train-error:0.100559
## [277]    train-error:0.103352
## [278]    train-error:0.100559
## [279]    train-error:0.103352
## [280]    train-error:0.103352
## [281]    train-error:0.100559
## [282]    train-error:0.100559
## [283]    train-error:0.103352
## [284]    train-error:0.103352
## [285]    train-error:0.103352
## [286]    train-error:0.100559
## [287]    train-error:0.100559
## [288]    train-error:0.100559
## [289]    train-error:0.103352
## [290]    train-error:0.103352
## [291]    train-error:0.106145
## [292]    train-error:0.103352
## [293]    train-error:0.103352
## [294]    train-error:0.103352
## [295]    train-error:0.103352
## [296]    train-error:0.100559
## [297]    train-error:0.097765
## [298]    train-error:0.097765
## [299]    train-error:0.097765
## [300]    train-error:0.097765
## [301]    train-error:0.100559
## [302]    train-error:0.100559
## [303]    train-error:0.100559
## [304]    train-error:0.097765
## [305]    train-error:0.097765
## [306]    train-error:0.097765
## [307]    train-error:0.100559
## [308]    train-error:0.097765
## [309]    train-error:0.100559
## [310]    train-error:0.097765
## [311]    train-error:0.097765
## [312]    train-error:0.100559
## [313]    train-error:0.097765
## [314]    train-error:0.094972
## [315]    train-error:0.094972
## [316]    train-error:0.094972
## [317]    train-error:0.094972
## [318]    train-error:0.092179
## [319]    train-error:0.092179
## [320]    train-error:0.092179
## [321]    train-error:0.092179
## [322]    train-error:0.092179
## [323]    train-error:0.092179
## [324]    train-error:0.092179
## [325]    train-error:0.092179
## [326]    train-error:0.089385
## [327]    train-error:0.092179
## [328]    train-error:0.089385
## [329]    train-error:0.089385
## [330]    train-error:0.089385
## [331]    train-error:0.089385
## [332]    train-error:0.089385
## [333]    train-error:0.089385
## [334]    train-error:0.086592
## [335]    train-error:0.089385
## [336]    train-error:0.089385
## [337]    train-error:0.089385
## [338]    train-error:0.089385
## [339]    train-error:0.089385
## [340]    train-error:0.086592
## [341]    train-error:0.086592
## [342]    train-error:0.086592
## [343]    train-error:0.086592
## [344]    train-error:0.086592
## [345]    train-error:0.086592
## [346]    train-error:0.086592
## [347]    train-error:0.083799
## [348]    train-error:0.083799
## [349]    train-error:0.083799
## [350]    train-error:0.083799
## [351]    train-error:0.081006
## [352]    train-error:0.081006
## [353]    train-error:0.081006
## [354]    train-error:0.078212
## [355]    train-error:0.078212
## [356]    train-error:0.081006
## [357]    train-error:0.081006
## [358]    train-error:0.078212
## [359]    train-error:0.081006
## [360]    train-error:0.081006
## [361]    train-error:0.081006
## [362]    train-error:0.081006
## [363]    train-error:0.078212
## [364]    train-error:0.081006
## [365]    train-error:0.081006
## [0]  train-error:0.176471
## [1]  train-error:0.176471
## [2]  train-error:0.156863
## [3]  train-error:0.165266
## [4]  train-error:0.162465
## [5]  train-error:0.165266
## [6]  train-error:0.176471
## [7]  train-error:0.151261
## [8]  train-error:0.162465
## [9]  train-error:0.145658
## [10] train-error:0.151261
## [11] train-error:0.156863
## [12] train-error:0.165266
## [13] train-error:0.162465
## [14] train-error:0.154062
## [15] train-error:0.137255
## [16] train-error:0.140056
## [17] train-error:0.140056
## [18] train-error:0.151261
## [19] train-error:0.151261
## [20] train-error:0.137255
## [21] train-error:0.137255
## [22] train-error:0.142857
## [23] train-error:0.142857
## [24] train-error:0.137255
## [25] train-error:0.140056
## [26] train-error:0.137255
## [27] train-error:0.134454
## [28] train-error:0.142857
## [29] train-error:0.134454
## [30] train-error:0.134454
## [31] train-error:0.148459
## [32] train-error:0.137255
## [33] train-error:0.145658
## [34] train-error:0.145658
## [35] train-error:0.151261
## [36] train-error:0.151261
## [37] train-error:0.145658
## [38] train-error:0.142857
## [39] train-error:0.142857
## [40] train-error:0.142857
## [41] train-error:0.137255
## [42] train-error:0.140056
## [43] train-error:0.140056
## [44] train-error:0.131653
## [45] train-error:0.128852
## [46] train-error:0.128852
## [47] train-error:0.128852
## [48] train-error:0.134454
## [49] train-error:0.140056
## [50] train-error:0.134454
## [51] train-error:0.123249
## [52] train-error:0.117647
## [53] train-error:0.120448
## [54] train-error:0.117647
## [55] train-error:0.120448
## [56] train-error:0.114846
## [57] train-error:0.114846
## [58] train-error:0.114846
## [59] train-error:0.114846
## [60] train-error:0.114846
## [61] train-error:0.117647
## [62] train-error:0.117647
## [63] train-error:0.112045
## [64] train-error:0.106443
## [65] train-error:0.103641
## [66] train-error:0.109244
## [67] train-error:0.106443
## [68] train-error:0.112045
## [69] train-error:0.112045
## [70] train-error:0.103641
## [71] train-error:0.103641
## [72] train-error:0.100840
## [73] train-error:0.098039
## [74] train-error:0.098039
## [75] train-error:0.098039
## [76] train-error:0.098039
## [77] train-error:0.100840
## [78] train-error:0.098039
## [79] train-error:0.100840
## [80] train-error:0.098039
## [81] train-error:0.103641
## [82] train-error:0.098039
## [83] train-error:0.098039
## [84] train-error:0.098039
## [85] train-error:0.095238
## [86] train-error:0.095238
## [87] train-error:0.098039
## [88] train-error:0.103641
## [89] train-error:0.103641
## [90] train-error:0.100840
## [91] train-error:0.103641
## [92] train-error:0.098039
## [93] train-error:0.103641
## [94] train-error:0.098039
## [95] train-error:0.098039
## [96] train-error:0.100840
## [97] train-error:0.103641
## [98] train-error:0.103641
## [99] train-error:0.100840
## [100]    train-error:0.103641
## [101]    train-error:0.098039
## [102]    train-error:0.098039
## [103]    train-error:0.100840
## [104]    train-error:0.098039
## [105]    train-error:0.098039
## [106]    train-error:0.100840
## [107]    train-error:0.103641
## [108]    train-error:0.098039
## [109]    train-error:0.098039
## [110]    train-error:0.098039
## [111]    train-error:0.098039
## [112]    train-error:0.106443
## [113]    train-error:0.103641
## [114]    train-error:0.103641
## [115]    train-error:0.100840
## [116]    train-error:0.098039
## [117]    train-error:0.103641
## [118]    train-error:0.100840
## [119]    train-error:0.100840
## [120]    train-error:0.100840
## [121]    train-error:0.098039
## [122]    train-error:0.095238
## [123]    train-error:0.095238
## [124]    train-error:0.095238
## [125]    train-error:0.098039
## [126]    train-error:0.098039
## [127]    train-error:0.098039
## [128]    train-error:0.098039
## [129]    train-error:0.095238
## [130]    train-error:0.098039
## [131]    train-error:0.098039
## [132]    train-error:0.098039
## [133]    train-error:0.098039
## [134]    train-error:0.098039
## [135]    train-error:0.098039
## [136]    train-error:0.100840
## [137]    train-error:0.100840
## [138]    train-error:0.098039
## [139]    train-error:0.098039
## [140]    train-error:0.098039
## [141]    train-error:0.098039
## [142]    train-error:0.100840
## [143]    train-error:0.100840
## [144]    train-error:0.100840
## [145]    train-error:0.100840
## [146]    train-error:0.098039
## [147]    train-error:0.095238
## [148]    train-error:0.095238
## [149]    train-error:0.095238
## [150]    train-error:0.092437
## [151]    train-error:0.095238
## [152]    train-error:0.095238
## [153]    train-error:0.095238
## [154]    train-error:0.098039
## [155]    train-error:0.098039
## [156]    train-error:0.098039
## [157]    train-error:0.098039
## [158]    train-error:0.098039
## [159]    train-error:0.098039
## [160]    train-error:0.098039
## [161]    train-error:0.098039
## [162]    train-error:0.098039
## [163]    train-error:0.098039
## [164]    train-error:0.098039
## [165]    train-error:0.098039
## [166]    train-error:0.098039
## [167]    train-error:0.095238
## [168]    train-error:0.095238
## [169]    train-error:0.092437
## [170]    train-error:0.095238
## [171]    train-error:0.092437
## [172]    train-error:0.089636
## [173]    train-error:0.095238
## [174]    train-error:0.092437
## [175]    train-error:0.089636
## [176]    train-error:0.089636
## [177]    train-error:0.089636
## [178]    train-error:0.092437
## [179]    train-error:0.092437
## [180]    train-error:0.092437
## [181]    train-error:0.092437
## [182]    train-error:0.089636
## [183]    train-error:0.089636
## [184]    train-error:0.089636
## [185]    train-error:0.089636
## [186]    train-error:0.089636
## [187]    train-error:0.092437
## [188]    train-error:0.089636
## [189]    train-error:0.092437
## [190]    train-error:0.095238
## [191]    train-error:0.089636
## [192]    train-error:0.086835
## [193]    train-error:0.086835
## [194]    train-error:0.089636
## [195]    train-error:0.086835
## [196]    train-error:0.086835
## [197]    train-error:0.089636
## [198]    train-error:0.089636
## [199]    train-error:0.086835
## [200]    train-error:0.089636
## [201]    train-error:0.086835
## [202]    train-error:0.089636
## [203]    train-error:0.089636
## [204]    train-error:0.089636
## [205]    train-error:0.086835
## [206]    train-error:0.089636
## [207]    train-error:0.086835
## [208]    train-error:0.089636
## [209]    train-error:0.086835
## [210]    train-error:0.086835
## [211]    train-error:0.086835
## [212]    train-error:0.086835
## [213]    train-error:0.086835
## [214]    train-error:0.086835
## [215]    train-error:0.086835
## [216]    train-error:0.084034
## [217]    train-error:0.084034
## [218]    train-error:0.086835
## [219]    train-error:0.086835
## [220]    train-error:0.089636
## [221]    train-error:0.086835
## [222]    train-error:0.086835
## [223]    train-error:0.081232
## [224]    train-error:0.081232
## [225]    train-error:0.084034
## [226]    train-error:0.084034
## [227]    train-error:0.084034
## [228]    train-error:0.084034
## [229]    train-error:0.084034
## [230]    train-error:0.084034
## [231]    train-error:0.084034
## [232]    train-error:0.084034
## [233]    train-error:0.084034
## [234]    train-error:0.084034
## [235]    train-error:0.084034
## [236]    train-error:0.084034
## [237]    train-error:0.084034
## [238]    train-error:0.084034
## [239]    train-error:0.084034
## [240]    train-error:0.084034
## [241]    train-error:0.084034
## [242]    train-error:0.084034
## [243]    train-error:0.084034
## [244]    train-error:0.084034
## [245]    train-error:0.084034
## [246]    train-error:0.084034
## [247]    train-error:0.084034
## [248]    train-error:0.084034
## [249]    train-error:0.084034
## [250]    train-error:0.084034
## [251]    train-error:0.084034
## [252]    train-error:0.084034
## [253]    train-error:0.084034
## [254]    train-error:0.084034
## [255]    train-error:0.084034
## [256]    train-error:0.084034
## [257]    train-error:0.084034
## [258]    train-error:0.084034
## [259]    train-error:0.084034
## [260]    train-error:0.081232
## [261]    train-error:0.084034
## [262]    train-error:0.084034
## [263]    train-error:0.084034
## [264]    train-error:0.084034
## [265]    train-error:0.084034
## [266]    train-error:0.086835
## [267]    train-error:0.084034
## [268]    train-error:0.084034
## [269]    train-error:0.086835
## [270]    train-error:0.086835
## [271]    train-error:0.086835
## [272]    train-error:0.084034
## [273]    train-error:0.084034
## [274]    train-error:0.084034
## [275]    train-error:0.084034
## [276]    train-error:0.086835
## [277]    train-error:0.086835
## [278]    train-error:0.084034
## [279]    train-error:0.084034
## [280]    train-error:0.081232
## [281]    train-error:0.084034
## [282]    train-error:0.084034
## [283]    train-error:0.084034
## [284]    train-error:0.084034
## [285]    train-error:0.084034
## [286]    train-error:0.084034
## [287]    train-error:0.084034
## [288]    train-error:0.086835
## [289]    train-error:0.086835
## [290]    train-error:0.086835
## [291]    train-error:0.084034
## [292]    train-error:0.084034
## [293]    train-error:0.084034
## [294]    train-error:0.084034
## [295]    train-error:0.086835
## [296]    train-error:0.086835
## [297]    train-error:0.084034
## [298]    train-error:0.086835
## [299]    train-error:0.086835
## [300]    train-error:0.086835
## [301]    train-error:0.089636
## [302]    train-error:0.084034
## [303]    train-error:0.086835
## [304]    train-error:0.086835
## [305]    train-error:0.086835
## [306]    train-error:0.086835
## [307]    train-error:0.086835
## [308]    train-error:0.086835
## [309]    train-error:0.086835
## [310]    train-error:0.084034
## [311]    train-error:0.081232
## [312]    train-error:0.081232
## [313]    train-error:0.081232
## [314]    train-error:0.081232
## [315]    train-error:0.081232
## [316]    train-error:0.081232
## [317]    train-error:0.081232
## [318]    train-error:0.081232
## [319]    train-error:0.078431
## [320]    train-error:0.078431
## [321]    train-error:0.078431
## [322]    train-error:0.078431
## [323]    train-error:0.078431
## [324]    train-error:0.078431
## [325]    train-error:0.078431
## [326]    train-error:0.078431
## [327]    train-error:0.078431
## [328]    train-error:0.078431
## [329]    train-error:0.078431
## [330]    train-error:0.078431
## [331]    train-error:0.078431
## [332]    train-error:0.081232
## [333]    train-error:0.078431
## [334]    train-error:0.075630
## [335]    train-error:0.075630
## [336]    train-error:0.078431
## [337]    train-error:0.075630
## [338]    train-error:0.075630
## [339]    train-error:0.075630
## [340]    train-error:0.078431
## [341]    train-error:0.078431
## [342]    train-error:0.075630
## [343]    train-error:0.075630
## [344]    train-error:0.075630
## [345]    train-error:0.078431
## [346]    train-error:0.081232
## [347]    train-error:0.081232
## [348]    train-error:0.081232
## [349]    train-error:0.078431
## [350]    train-error:0.078431
## [351]    train-error:0.081232
## [352]    train-error:0.081232
## [353]    train-error:0.081232
## [354]    train-error:0.081232
## [355]    train-error:0.081232
## [356]    train-error:0.081232
## [357]    train-error:0.081232
## [358]    train-error:0.081232
## [359]    train-error:0.081232
## [360]    train-error:0.078431
## [361]    train-error:0.078431
## [362]    train-error:0.078431
## [363]    train-error:0.078431
## [364]    train-error:0.078431
## [365]    train-error:0.078431
## [0]  train-error:0.184874
## [1]  train-error:0.184874
## [2]  train-error:0.182073
## [3]  train-error:0.179272
## [4]  train-error:0.179272
## [5]  train-error:0.173669
## [6]  train-error:0.176471
## [7]  train-error:0.168067
## [8]  train-error:0.170868
## [9]  train-error:0.170868
## [10] train-error:0.173669
## [11] train-error:0.173669
## [12] train-error:0.154062
## [13] train-error:0.145658
## [14] train-error:0.151261
## [15] train-error:0.154062
## [16] train-error:0.154062
## [17] train-error:0.145658
## [18] train-error:0.140056
## [19] train-error:0.134454
## [20] train-error:0.134454
## [21] train-error:0.134454
## [22] train-error:0.131653
## [23] train-error:0.131653
## [24] train-error:0.131653
## [25] train-error:0.134454
## [26] train-error:0.134454
## [27] train-error:0.131653
## [28] train-error:0.128852
## [29] train-error:0.126050
## [30] train-error:0.126050
## [31] train-error:0.123249
## [32] train-error:0.120448
## [33] train-error:0.117647
## [34] train-error:0.117647
## [35] train-error:0.117647
## [36] train-error:0.120448
## [37] train-error:0.117647
## [38] train-error:0.114846
## [39] train-error:0.114846
## [40] train-error:0.117647
## [41] train-error:0.109244
## [42] train-error:0.109244
## [43] train-error:0.114846
## [44] train-error:0.117647
## [45] train-error:0.117647
## [46] train-error:0.114846
## [47] train-error:0.114846
## [48] train-error:0.117647
## [49] train-error:0.114846
## [50] train-error:0.117647
## [51] train-error:0.117647
## [52] train-error:0.117647
## [53] train-error:0.117647
## [54] train-error:0.114846
## [55] train-error:0.117647
## [56] train-error:0.114846
## [57] train-error:0.117647
## [58] train-error:0.120448
## [59] train-error:0.117647
## [60] train-error:0.117647
## [61] train-error:0.120448
## [62] train-error:0.114846
## [63] train-error:0.120448
## [64] train-error:0.120448
## [65] train-error:0.120448
## [66] train-error:0.117647
## [67] train-error:0.120448
## [68] train-error:0.117647
## [69] train-error:0.120448
## [70] train-error:0.120448
## [71] train-error:0.117647
## [72] train-error:0.120448
## [73] train-error:0.117647
## [74] train-error:0.112045
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.114846
## [78] train-error:0.112045
## [79] train-error:0.114846
## [80] train-error:0.114846
## [81] train-error:0.114846
## [82] train-error:0.112045
## [83] train-error:0.112045
## [84] train-error:0.112045
## [85] train-error:0.112045
## [86] train-error:0.112045
## [87] train-error:0.109244
## [88] train-error:0.112045
## [89] train-error:0.114846
## [90] train-error:0.114846
## [91] train-error:0.114846
## [92] train-error:0.109244
## [93] train-error:0.109244
## [94] train-error:0.103641
## [95] train-error:0.103641
## [96] train-error:0.103641
## [97] train-error:0.103641
## [98] train-error:0.103641
## [99] train-error:0.100840
## [100]    train-error:0.100840
## [101]    train-error:0.098039
## [102]    train-error:0.100840
## [103]    train-error:0.100840
## [104]    train-error:0.100840
## [105]    train-error:0.100840
## [106]    train-error:0.100840
## [107]    train-error:0.098039
## [108]    train-error:0.100840
## [109]    train-error:0.100840
## [110]    train-error:0.098039
## [111]    train-error:0.098039
## [112]    train-error:0.100840
## [113]    train-error:0.098039
## [114]    train-error:0.098039
## [115]    train-error:0.098039
## [116]    train-error:0.100840
## [117]    train-error:0.100840
## [118]    train-error:0.100840
## [119]    train-error:0.098039
## [120]    train-error:0.100840
## [121]    train-error:0.100840
## [122]    train-error:0.100840
## [123]    train-error:0.098039
## [124]    train-error:0.092437
## [125]    train-error:0.092437
## [126]    train-error:0.095238
## [127]    train-error:0.092437
## [128]    train-error:0.092437
## [129]    train-error:0.092437
## [130]    train-error:0.092437
## [131]    train-error:0.092437
## [132]    train-error:0.092437
## [133]    train-error:0.092437
## [134]    train-error:0.098039
## [135]    train-error:0.092437
## [136]    train-error:0.089636
## [137]    train-error:0.095238
## [138]    train-error:0.098039
## [139]    train-error:0.092437
## [140]    train-error:0.089636
## [141]    train-error:0.089636
## [142]    train-error:0.086835
## [143]    train-error:0.092437
## [144]    train-error:0.086835
## [145]    train-error:0.089636
## [146]    train-error:0.095238
## [147]    train-error:0.089636
## [148]    train-error:0.089636
## [149]    train-error:0.092437
## [150]    train-error:0.095238
## [151]    train-error:0.092437
## [152]    train-error:0.089636
## [153]    train-error:0.095238
## [154]    train-error:0.095238
## [155]    train-error:0.086835
## [156]    train-error:0.089636
## [157]    train-error:0.089636
## [158]    train-error:0.086835
## [159]    train-error:0.095238
## [160]    train-error:0.095238
## [161]    train-error:0.095238
## [162]    train-error:0.092437
## [163]    train-error:0.086835
## [164]    train-error:0.084034
## [165]    train-error:0.086835
## [166]    train-error:0.084034
## [167]    train-error:0.084034
## [168]    train-error:0.081232
## [169]    train-error:0.086835
## [170]    train-error:0.086835
## [171]    train-error:0.086835
## [172]    train-error:0.089636
## [173]    train-error:0.086835
## [174]    train-error:0.086835
## [175]    train-error:0.084034
## [176]    train-error:0.084034
## [177]    train-error:0.084034
## [178]    train-error:0.084034
## [179]    train-error:0.084034
## [180]    train-error:0.084034
## [181]    train-error:0.086835
## [182]    train-error:0.084034
## [183]    train-error:0.081232
## [184]    train-error:0.084034
## [185]    train-error:0.078431
## [186]    train-error:0.075630
## [187]    train-error:0.078431
## [188]    train-error:0.081232
## [189]    train-error:0.078431
## [190]    train-error:0.084034
## [191]    train-error:0.089636
## [192]    train-error:0.089636
## [193]    train-error:0.084034
## [194]    train-error:0.084034
## [195]    train-error:0.084034
## [196]    train-error:0.084034
## [197]    train-error:0.078431
## [198]    train-error:0.081232
## [199]    train-error:0.078431
## [200]    train-error:0.078431
## [201]    train-error:0.078431
## [202]    train-error:0.081232
## [203]    train-error:0.078431
## [204]    train-error:0.081232
## [205]    train-error:0.081232
## [206]    train-error:0.081232
## [207]    train-error:0.078431
## [208]    train-error:0.078431
## [209]    train-error:0.078431
## [210]    train-error:0.084034
## [211]    train-error:0.075630
## [212]    train-error:0.075630
## [213]    train-error:0.075630
## [214]    train-error:0.075630
## [215]    train-error:0.075630
## [216]    train-error:0.078431
## [217]    train-error:0.078431
## [218]    train-error:0.078431
## [219]    train-error:0.078431
## [220]    train-error:0.075630
## [221]    train-error:0.072829
## [222]    train-error:0.072829
## [223]    train-error:0.075630
## [224]    train-error:0.072829
## [225]    train-error:0.072829
## [226]    train-error:0.072829
## [227]    train-error:0.072829
## [228]    train-error:0.075630
## [229]    train-error:0.075630
## [230]    train-error:0.072829
## [231]    train-error:0.078431
## [232]    train-error:0.075630
## [233]    train-error:0.078431
## [234]    train-error:0.078431
## [235]    train-error:0.078431
## [236]    train-error:0.078431
## [237]    train-error:0.078431
## [238]    train-error:0.078431
## [239]    train-error:0.078431
## [240]    train-error:0.081232
## [241]    train-error:0.081232
## [242]    train-error:0.084034
## [243]    train-error:0.078431
## [244]    train-error:0.078431
## [245]    train-error:0.081232
## [246]    train-error:0.078431
## [247]    train-error:0.078431
## [248]    train-error:0.075630
## [249]    train-error:0.078431
## [250]    train-error:0.078431
## [251]    train-error:0.075630
## [252]    train-error:0.081232
## [253]    train-error:0.081232
## [254]    train-error:0.078431
## [255]    train-error:0.078431
## [256]    train-error:0.078431
## [257]    train-error:0.078431
## [258]    train-error:0.081232
## [259]    train-error:0.081232
## [260]    train-error:0.081232
## [261]    train-error:0.075630
## [262]    train-error:0.084034
## [263]    train-error:0.084034
## [264]    train-error:0.086835
## [265]    train-error:0.089636
## [266]    train-error:0.084034
## [267]    train-error:0.086835
## [268]    train-error:0.086835
## [269]    train-error:0.086835
## [270]    train-error:0.084034
## [271]    train-error:0.086835
## [272]    train-error:0.084034
## [273]    train-error:0.084034
## [274]    train-error:0.084034
## [275]    train-error:0.084034
## [276]    train-error:0.084034
## [277]    train-error:0.084034
## [278]    train-error:0.086835
## [279]    train-error:0.086835
## [280]    train-error:0.086835
## [281]    train-error:0.086835
## [282]    train-error:0.084034
## [283]    train-error:0.081232
## [284]    train-error:0.078431
## [285]    train-error:0.084034
## [286]    train-error:0.081232
## [287]    train-error:0.081232
## [288]    train-error:0.078431
## [289]    train-error:0.081232
## [290]    train-error:0.081232
## [291]    train-error:0.084034
## [292]    train-error:0.081232
## [293]    train-error:0.081232
## [294]    train-error:0.081232
## [295]    train-error:0.084034
## [296]    train-error:0.086835
## [297]    train-error:0.084034
## [298]    train-error:0.081232
## [299]    train-error:0.081232
## [300]    train-error:0.081232
## [301]    train-error:0.081232
## [302]    train-error:0.081232
## [303]    train-error:0.078431
## [304]    train-error:0.078431
## [305]    train-error:0.078431
## [306]    train-error:0.078431
## [307]    train-error:0.078431
## [308]    train-error:0.078431
## [309]    train-error:0.078431
## [310]    train-error:0.081232
## [311]    train-error:0.081232
## [312]    train-error:0.084034
## [313]    train-error:0.084034
## [314]    train-error:0.084034
## [315]    train-error:0.084034
## [316]    train-error:0.084034
## [317]    train-error:0.084034
## [318]    train-error:0.086835
## [319]    train-error:0.081232
## [320]    train-error:0.084034
## [321]    train-error:0.081232
## [322]    train-error:0.081232
## [323]    train-error:0.081232
## [324]    train-error:0.081232
## [325]    train-error:0.084034
## [326]    train-error:0.084034
## [327]    train-error:0.084034
## [328]    train-error:0.081232
## [329]    train-error:0.081232
## [330]    train-error:0.081232
## [331]    train-error:0.078431
## [332]    train-error:0.081232
## [333]    train-error:0.081232
## [334]    train-error:0.081232
## [335]    train-error:0.081232
## [336]    train-error:0.081232
## [337]    train-error:0.081232
## [338]    train-error:0.086835
## [339]    train-error:0.084034
## [340]    train-error:0.086835
## [341]    train-error:0.089636
## [342]    train-error:0.089636
## [343]    train-error:0.084034
## [344]    train-error:0.084034
## [345]    train-error:0.084034
## [346]    train-error:0.084034
## [347]    train-error:0.081232
## [348]    train-error:0.075630
## [349]    train-error:0.078431
## [350]    train-error:0.084034
## [351]    train-error:0.084034
## [352]    train-error:0.084034
## [353]    train-error:0.084034
## [354]    train-error:0.084034
## [355]    train-error:0.084034
## [356]    train-error:0.084034
## [357]    train-error:0.084034
## [358]    train-error:0.081232
## [359]    train-error:0.084034
## [360]    train-error:0.084034
## [361]    train-error:0.084034
## [362]    train-error:0.084034
## [363]    train-error:0.084034
## [364]    train-error:0.084034
## [365]    train-error:0.084034
## [0]  train-error:0.279330
## [1]  train-error:0.178771
## [2]  train-error:0.184358
## [3]  train-error:0.170391
## [4]  train-error:0.162011
## [5]  train-error:0.159218
## [6]  train-error:0.156425
## [7]  train-error:0.156425
## [8]  train-error:0.150838
## [9]  train-error:0.150838
## [10] train-error:0.150838
## [11] train-error:0.145251
## [12] train-error:0.145251
## [13] train-error:0.139665
## [14] train-error:0.142458
## [15] train-error:0.131285
## [16] train-error:0.128492
## [17] train-error:0.128492
## [18] train-error:0.128492
## [19] train-error:0.125698
## [20] train-error:0.125698
## [21] train-error:0.122905
## [22] train-error:0.125698
## [23] train-error:0.122905
## [24] train-error:0.122905
## [25] train-error:0.125698
## [26] train-error:0.114525
## [27] train-error:0.120112
## [28] train-error:0.120112
## [29] train-error:0.120112
## [30] train-error:0.122905
## [31] train-error:0.128492
## [32] train-error:0.122905
## [33] train-error:0.120112
## [34] train-error:0.120112
## [35] train-error:0.117318
## [36] train-error:0.122905
## [37] train-error:0.120112
## [38] train-error:0.117318
## [39] train-error:0.117318
## [40] train-error:0.111732
## [41] train-error:0.111732
## [42] train-error:0.117318
## [43] train-error:0.117318
## [44] train-error:0.106145
## [45] train-error:0.117318
## [46] train-error:0.117318
## [47] train-error:0.111732
## [48] train-error:0.108939
## [49] train-error:0.111732
## [50] train-error:0.103352
## [51] train-error:0.097765
## [52] train-error:0.106145
## [53] train-error:0.111732
## [54] train-error:0.108939
## [55] train-error:0.092179
## [56] train-error:0.097765
## [57] train-error:0.094972
## [58] train-error:0.100559
## [59] train-error:0.097765
## [60] train-error:0.106145
## [61] train-error:0.092179
## [62] train-error:0.094972
## [63] train-error:0.097765
## [64] train-error:0.089385
## [65] train-error:0.081006
## [66] train-error:0.086592
## [67] train-error:0.097765
## [68] train-error:0.086592
## [69] train-error:0.083799
## [70] train-error:0.083799
## [71] train-error:0.089385
## [72] train-error:0.089385
## [73] train-error:0.086592
## [74] train-error:0.100559
## [75] train-error:0.089385
## [76] train-error:0.094972
## [77] train-error:0.092179
## [78] train-error:0.089385
## [79] train-error:0.092179
## [80] train-error:0.086592
## [81] train-error:0.086592
## [82] train-error:0.086592
## [83] train-error:0.081006
## [84] train-error:0.083799
## [85] train-error:0.083799
## [86] train-error:0.089385
## [87] train-error:0.081006
## [88] train-error:0.083799
## [89] train-error:0.086592
## [90] train-error:0.089385
## [91] train-error:0.089385
## [92] train-error:0.086592
## [93] train-error:0.086592
## [94] train-error:0.081006
## [95] train-error:0.081006
## [96] train-error:0.083799
## [97] train-error:0.078212
## [98] train-error:0.083799
## [99] train-error:0.086592
## [100]    train-error:0.083799
## [101]    train-error:0.083799
## [102]    train-error:0.078212
## [103]    train-error:0.075419
## [104]    train-error:0.072626
## [105]    train-error:0.078212
## [106]    train-error:0.081006
## [107]    train-error:0.089385
## [108]    train-error:0.078212
## [109]    train-error:0.078212
## [110]    train-error:0.081006
## [111]    train-error:0.083799
## [112]    train-error:0.086592
## [113]    train-error:0.078212
## [114]    train-error:0.089385
## [115]    train-error:0.081006
## [116]    train-error:0.069832
## [117]    train-error:0.064246
## [118]    train-error:0.072626
## [119]    train-error:0.069832
## [120]    train-error:0.069832
## [121]    train-error:0.072626
## [122]    train-error:0.072626
## [123]    train-error:0.078212
## [124]    train-error:0.075419
## [125]    train-error:0.069832
## [126]    train-error:0.064246
## [127]    train-error:0.067039
## [128]    train-error:0.067039
## [129]    train-error:0.067039
## [130]    train-error:0.067039
## [131]    train-error:0.069832
## [132]    train-error:0.067039
## [133]    train-error:0.061453
## [134]    train-error:0.067039
## [135]    train-error:0.064246
## [136]    train-error:0.067039
## [137]    train-error:0.069832
## [138]    train-error:0.067039
## [139]    train-error:0.058659
## [140]    train-error:0.055866
## [141]    train-error:0.058659
## [142]    train-error:0.061453
## [143]    train-error:0.061453
## [144]    train-error:0.053073
## [145]    train-error:0.061453
## [146]    train-error:0.069832
## [147]    train-error:0.064246
## [148]    train-error:0.067039
## [149]    train-error:0.055866
## [150]    train-error:0.069832
## [151]    train-error:0.061453
## [152]    train-error:0.058659
## [153]    train-error:0.061453
## [154]    train-error:0.053073
## [155]    train-error:0.058659
## [156]    train-error:0.067039
## [157]    train-error:0.061453
## [158]    train-error:0.058659
## [159]    train-error:0.050279
## [160]    train-error:0.061453
## [161]    train-error:0.053073
## [162]    train-error:0.050279
## [163]    train-error:0.055866
## [164]    train-error:0.053073
## [165]    train-error:0.050279
## [166]    train-error:0.053073
## [167]    train-error:0.053073
## [168]    train-error:0.055866
## [169]    train-error:0.044693
## [170]    train-error:0.050279
## [171]    train-error:0.055866
## [172]    train-error:0.058659
## [173]    train-error:0.055866
## [174]    train-error:0.053073
## [175]    train-error:0.050279
## [176]    train-error:0.044693
## [177]    train-error:0.044693
## [178]    train-error:0.047486
## [179]    train-error:0.047486
## [180]    train-error:0.050279
## [181]    train-error:0.050279
## [182]    train-error:0.047486
## [183]    train-error:0.050279
## [184]    train-error:0.053073
## [185]    train-error:0.044693
## [186]    train-error:0.039106
## [187]    train-error:0.036313
## [188]    train-error:0.047486
## [189]    train-error:0.044693
## [190]    train-error:0.044693
## [191]    train-error:0.050279
## [192]    train-error:0.050279
## [193]    train-error:0.050279
## [194]    train-error:0.047486
## [195]    train-error:0.047486
## [196]    train-error:0.044693
## [197]    train-error:0.055866
## [198]    train-error:0.055866
## [199]    train-error:0.053073
## [200]    train-error:0.050279
## [0]  train-error:0.165266
## [1]  train-error:0.156863
## [2]  train-error:0.156863
## [3]  train-error:0.154062
## [4]  train-error:0.156863
## [5]  train-error:0.131653
## [6]  train-error:0.140056
## [7]  train-error:0.123249
## [8]  train-error:0.103641
## [9]  train-error:0.117647
## [10] train-error:0.109244
## [11] train-error:0.106443
## [12] train-error:0.103641
## [13] train-error:0.106443
## [14] train-error:0.106443
## [15] train-error:0.103641
## [16] train-error:0.103641
## [17] train-error:0.103641
## [18] train-error:0.103641
## [19] train-error:0.112045
## [20] train-error:0.106443
## [21] train-error:0.100840
## [22] train-error:0.098039
## [23] train-error:0.095238
## [24] train-error:0.095238
## [25] train-error:0.095238
## [26] train-error:0.092437
## [27] train-error:0.100840
## [28] train-error:0.089636
## [29] train-error:0.100840
## [30] train-error:0.095238
## [31] train-error:0.095238
## [32] train-error:0.092437
## [33] train-error:0.086835
## [34] train-error:0.086835
## [35] train-error:0.089636
## [36] train-error:0.089636
## [37] train-error:0.095238
## [38] train-error:0.092437
## [39] train-error:0.089636
## [40] train-error:0.092437
## [41] train-error:0.092437
## [42] train-error:0.089636
## [43] train-error:0.081232
## [44] train-error:0.081232
## [45] train-error:0.081232
## [46] train-error:0.084034
## [47] train-error:0.078431
## [48] train-error:0.078431
## [49] train-error:0.075630
## [50] train-error:0.078431
## [51] train-error:0.078431
## [52] train-error:0.078431
## [53] train-error:0.075630
## [54] train-error:0.075630
## [55] train-error:0.070028
## [56] train-error:0.089636
## [57] train-error:0.084034
## [58] train-error:0.086835
## [59] train-error:0.086835
## [60] train-error:0.084034
## [61] train-error:0.081232
## [62] train-error:0.075630
## [63] train-error:0.070028
## [64] train-error:0.070028
## [65] train-error:0.084034
## [66] train-error:0.078431
## [67] train-error:0.067227
## [68] train-error:0.072829
## [69] train-error:0.075630
## [70] train-error:0.072829
## [71] train-error:0.075630
## [72] train-error:0.070028
## [73] train-error:0.070028
## [74] train-error:0.064426
## [75] train-error:0.067227
## [76] train-error:0.072829
## [77] train-error:0.072829
## [78] train-error:0.075630
## [79] train-error:0.072829
## [80] train-error:0.072829
## [81] train-error:0.053221
## [82] train-error:0.067227
## [83] train-error:0.067227
## [84] train-error:0.064426
## [85] train-error:0.064426
## [86] train-error:0.070028
## [87] train-error:0.070028
## [88] train-error:0.067227
## [89] train-error:0.070028
## [90] train-error:0.067227
## [91] train-error:0.061625
## [92] train-error:0.061625
## [93] train-error:0.058824
## [94] train-error:0.072829
## [95] train-error:0.070028
## [96] train-error:0.064426
## [97] train-error:0.067227
## [98] train-error:0.067227
## [99] train-error:0.061625
## [100]    train-error:0.064426
## [101]    train-error:0.070028
## [102]    train-error:0.061625
## [103]    train-error:0.067227
## [104]    train-error:0.058824
## [105]    train-error:0.070028
## [106]    train-error:0.070028
## [107]    train-error:0.070028
## [108]    train-error:0.061625
## [109]    train-error:0.058824
## [110]    train-error:0.061625
## [111]    train-error:0.064426
## [112]    train-error:0.064426
## [113]    train-error:0.067227
## [114]    train-error:0.070028
## [115]    train-error:0.072829
## [116]    train-error:0.072829
## [117]    train-error:0.072829
## [118]    train-error:0.072829
## [119]    train-error:0.072829
## [120]    train-error:0.070028
## [121]    train-error:0.072829
## [122]    train-error:0.067227
## [123]    train-error:0.061625
## [124]    train-error:0.064426
## [125]    train-error:0.061625
## [126]    train-error:0.064426
## [127]    train-error:0.058824
## [128]    train-error:0.064426
## [129]    train-error:0.064426
## [130]    train-error:0.058824
## [131]    train-error:0.064426
## [132]    train-error:0.058824
## [133]    train-error:0.056022
## [134]    train-error:0.056022
## [135]    train-error:0.056022
## [136]    train-error:0.064426
## [137]    train-error:0.061625
## [138]    train-error:0.056022
## [139]    train-error:0.053221
## [140]    train-error:0.053221
## [141]    train-error:0.053221
## [142]    train-error:0.053221
## [143]    train-error:0.058824
## [144]    train-error:0.047619
## [145]    train-error:0.047619
## [146]    train-error:0.042017
## [147]    train-error:0.047619
## [148]    train-error:0.039216
## [149]    train-error:0.044818
## [150]    train-error:0.050420
## [151]    train-error:0.042017
## [152]    train-error:0.053221
## [153]    train-error:0.044818
## [154]    train-error:0.044818
## [155]    train-error:0.056022
## [156]    train-error:0.047619
## [157]    train-error:0.044818
## [158]    train-error:0.042017
## [159]    train-error:0.047619
## [160]    train-error:0.047619
## [161]    train-error:0.044818
## [162]    train-error:0.047619
## [163]    train-error:0.053221
## [164]    train-error:0.050420
## [165]    train-error:0.047619
## [166]    train-error:0.053221
## [167]    train-error:0.050420
## [168]    train-error:0.047619
## [169]    train-error:0.047619
## [170]    train-error:0.053221
## [171]    train-error:0.050420
## [172]    train-error:0.056022
## [173]    train-error:0.050420
## [174]    train-error:0.044818
## [175]    train-error:0.044818
## [176]    train-error:0.044818
## [177]    train-error:0.042017
## [178]    train-error:0.039216
## [179]    train-error:0.044818
## [180]    train-error:0.047619
## [181]    train-error:0.042017
## [182]    train-error:0.044818
## [183]    train-error:0.044818
## [184]    train-error:0.044818
## [185]    train-error:0.044818
## [186]    train-error:0.044818
## [187]    train-error:0.042017
## [188]    train-error:0.044818
## [189]    train-error:0.047619
## [190]    train-error:0.044818
## [191]    train-error:0.039216
## [192]    train-error:0.044818
## [193]    train-error:0.042017
## [194]    train-error:0.044818
## [195]    train-error:0.044818
## [196]    train-error:0.044818
## [197]    train-error:0.044818
## [198]    train-error:0.050420
## [199]    train-error:0.044818
## [200]    train-error:0.042017
## [0]  train-error:0.212885
## [1]  train-error:0.182073
## [2]  train-error:0.196078
## [3]  train-error:0.190476
## [4]  train-error:0.173669
## [5]  train-error:0.176471
## [6]  train-error:0.156863
## [7]  train-error:0.142857
## [8]  train-error:0.128852
## [9]  train-error:0.128852
## [10] train-error:0.126050
## [11] train-error:0.145658
## [12] train-error:0.140056
## [13] train-error:0.137255
## [14] train-error:0.145658
## [15] train-error:0.145658
## [16] train-error:0.142857
## [17] train-error:0.137255
## [18] train-error:0.123249
## [19] train-error:0.128852
## [20] train-error:0.123249
## [21] train-error:0.123249
## [22] train-error:0.117647
## [23] train-error:0.123249
## [24] train-error:0.117647
## [25] train-error:0.112045
## [26] train-error:0.109244
## [27] train-error:0.117647
## [28] train-error:0.100840
## [29] train-error:0.106443
## [30] train-error:0.106443
## [31] train-error:0.106443
## [32] train-error:0.106443
## [33] train-error:0.098039
## [34] train-error:0.100840
## [35] train-error:0.092437
## [36] train-error:0.095238
## [37] train-error:0.095238
## [38] train-error:0.089636
## [39] train-error:0.084034
## [40] train-error:0.095238
## [41] train-error:0.095238
## [42] train-error:0.095238
## [43] train-error:0.092437
## [44] train-error:0.092437
## [45] train-error:0.086835
## [46] train-error:0.086835
## [47] train-error:0.081232
## [48] train-error:0.092437
## [49] train-error:0.089636
## [50] train-error:0.098039
## [51] train-error:0.092437
## [52] train-error:0.081232
## [53] train-error:0.084034
## [54] train-error:0.075630
## [55] train-error:0.078431
## [56] train-error:0.081232
## [57] train-error:0.078431
## [58] train-error:0.084034
## [59] train-error:0.086835
## [60] train-error:0.084034
## [61] train-error:0.078431
## [62] train-error:0.081232
## [63] train-error:0.084034
## [64] train-error:0.095238
## [65] train-error:0.086835
## [66] train-error:0.081232
## [67] train-error:0.078431
## [68] train-error:0.084034
## [69] train-error:0.089636
## [70] train-error:0.084034
## [71] train-error:0.086835
## [72] train-error:0.070028
## [73] train-error:0.067227
## [74] train-error:0.084034
## [75] train-error:0.070028
## [76] train-error:0.086835
## [77] train-error:0.078431
## [78] train-error:0.081232
## [79] train-error:0.075630
## [80] train-error:0.072829
## [81] train-error:0.075630
## [82] train-error:0.072829
## [83] train-error:0.075630
## [84] train-error:0.078431
## [85] train-error:0.075630
## [86] train-error:0.075630
## [87] train-error:0.078431
## [88] train-error:0.070028
## [89] train-error:0.064426
## [90] train-error:0.070028
## [91] train-error:0.075630
## [92] train-error:0.070028
## [93] train-error:0.067227
## [94] train-error:0.067227
## [95] train-error:0.072829
## [96] train-error:0.078431
## [97] train-error:0.072829
## [98] train-error:0.064426
## [99] train-error:0.072829
## [100]    train-error:0.075630
## [101]    train-error:0.067227
## [102]    train-error:0.061625
## [103]    train-error:0.058824
## [104]    train-error:0.067227
## [105]    train-error:0.070028
## [106]    train-error:0.072829
## [107]    train-error:0.067227
## [108]    train-error:0.067227
## [109]    train-error:0.058824
## [110]    train-error:0.064426
## [111]    train-error:0.061625
## [112]    train-error:0.061625
## [113]    train-error:0.064426
## [114]    train-error:0.067227
## [115]    train-error:0.061625
## [116]    train-error:0.053221
## [117]    train-error:0.061625
## [118]    train-error:0.070028
## [119]    train-error:0.067227
## [120]    train-error:0.072829
## [121]    train-error:0.064426
## [122]    train-error:0.058824
## [123]    train-error:0.067227
## [124]    train-error:0.058824
## [125]    train-error:0.064426
## [126]    train-error:0.061625
## [127]    train-error:0.058824
## [128]    train-error:0.056022
## [129]    train-error:0.061625
## [130]    train-error:0.056022
## [131]    train-error:0.067227
## [132]    train-error:0.064426
## [133]    train-error:0.064426
## [134]    train-error:0.056022
## [135]    train-error:0.056022
## [136]    train-error:0.061625
## [137]    train-error:0.056022
## [138]    train-error:0.061625
## [139]    train-error:0.058824
## [140]    train-error:0.047619
## [141]    train-error:0.058824
## [142]    train-error:0.047619
## [143]    train-error:0.053221
## [144]    train-error:0.047619
## [145]    train-error:0.053221
## [146]    train-error:0.050420
## [147]    train-error:0.053221
## [148]    train-error:0.053221
## [149]    train-error:0.064426
## [150]    train-error:0.056022
## [151]    train-error:0.061625
## [152]    train-error:0.067227
## [153]    train-error:0.070028
## [154]    train-error:0.064426
## [155]    train-error:0.064426
## [156]    train-error:0.061625
## [157]    train-error:0.067227
## [158]    train-error:0.067227
## [159]    train-error:0.061625
## [160]    train-error:0.061625
## [161]    train-error:0.064426
## [162]    train-error:0.067227
## [163]    train-error:0.058824
## [164]    train-error:0.056022
## [165]    train-error:0.047619
## [166]    train-error:0.047619
## [167]    train-error:0.056022
## [168]    train-error:0.050420
## [169]    train-error:0.047619
## [170]    train-error:0.050420
## [171]    train-error:0.047619
## [172]    train-error:0.050420
## [173]    train-error:0.047619
## [174]    train-error:0.050420
## [175]    train-error:0.053221
## [176]    train-error:0.050420
## [177]    train-error:0.061625
## [178]    train-error:0.056022
## [179]    train-error:0.056022
## [180]    train-error:0.053221
## [181]    train-error:0.053221
## [182]    train-error:0.058824
## [183]    train-error:0.053221
## [184]    train-error:0.056022
## [185]    train-error:0.056022
## [186]    train-error:0.058824
## [187]    train-error:0.058824
## [188]    train-error:0.056022
## [189]    train-error:0.056022
## [190]    train-error:0.053221
## [191]    train-error:0.050420
## [192]    train-error:0.053221
## [193]    train-error:0.050420
## [194]    train-error:0.050420
## [195]    train-error:0.050420
## [196]    train-error:0.044818
## [197]    train-error:0.056022
## [198]    train-error:0.056022
## [199]    train-error:0.050420
## [200]    train-error:0.050420
## [0]  train-error:0.374302
## [1]  train-error:0.251397
## [2]  train-error:0.212290
## [3]  train-error:0.248603
## [4]  train-error:0.212290
## [5]  train-error:0.237430
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.212290
## [9]  train-error:0.212290
## [10] train-error:0.223464
## [11] train-error:0.206704
## [12] train-error:0.215084
## [13] train-error:0.215084
## [14] train-error:0.212290
## [15] train-error:0.215084
## [16] train-error:0.215084
## [17] train-error:0.215084
## [18] train-error:0.217877
## [19] train-error:0.217877
## [20] train-error:0.220670
## [21] train-error:0.215084
## [22] train-error:0.215084
## [23] train-error:0.203911
## [24] train-error:0.203911
## [25] train-error:0.212290
## [26] train-error:0.212290
## [27] train-error:0.212290
## [28] train-error:0.206704
## [29] train-error:0.203911
## [30] train-error:0.203911
## [31] train-error:0.203911
## [32] train-error:0.212290
## [33] train-error:0.206704
## [34] train-error:0.206704
## [35] train-error:0.212290
## [36] train-error:0.212290
## [37] train-error:0.212290
## [38] train-error:0.206704
## [39] train-error:0.203911
## [40] train-error:0.203911
## [41] train-error:0.206704
## [42] train-error:0.206704
## [43] train-error:0.198324
## [44] train-error:0.198324
## [45] train-error:0.201117
## [46] train-error:0.206704
## [47] train-error:0.203911
## [48] train-error:0.201117
## [49] train-error:0.203911
## [50] train-error:0.212290
## [51] train-error:0.212290
## [52] train-error:0.212290
## [53] train-error:0.212290
## [54] train-error:0.212290
## [55] train-error:0.212290
## [56] train-error:0.212290
## [57] train-error:0.212290
## [58] train-error:0.212290
## [59] train-error:0.215084
## [60] train-error:0.215084
## [61] train-error:0.212290
## [62] train-error:0.215084
## [63] train-error:0.206704
## [64] train-error:0.203911
## [65] train-error:0.203911
## [66] train-error:0.203911
## [67] train-error:0.206704
## [68] train-error:0.206704
## [69] train-error:0.206704
## [70] train-error:0.206704
## [71] train-error:0.203911
## [72] train-error:0.203911
## [73] train-error:0.206704
## [74] train-error:0.206704
## [75] train-error:0.206704
## [76] train-error:0.203911
## [77] train-error:0.203911
## [78] train-error:0.206704
## [79] train-error:0.203911
## [80] train-error:0.203911
## [81] train-error:0.203911
## [82] train-error:0.203911
## [83] train-error:0.203911
## [84] train-error:0.203911
## [85] train-error:0.203911
## [86] train-error:0.203911
## [87] train-error:0.203911
## [88] train-error:0.203911
## [89] train-error:0.203911
## [90] train-error:0.203911
## [91] train-error:0.206704
## [92] train-error:0.206704
## [93] train-error:0.209497
## [94] train-error:0.209497
## [95] train-error:0.209497
## [96] train-error:0.209497
## [97] train-error:0.209497
## [98] train-error:0.209497
## [99] train-error:0.209497
## [100]    train-error:0.209497
## [101]    train-error:0.209497
## [102]    train-error:0.206704
## [103]    train-error:0.209497
## [104]    train-error:0.209497
## [105]    train-error:0.206704
## [106]    train-error:0.206704
## [107]    train-error:0.206704
## [108]    train-error:0.206704
## [109]    train-error:0.206704
## [110]    train-error:0.206704
## [111]    train-error:0.206704
## [112]    train-error:0.206704
## [113]    train-error:0.206704
## [114]    train-error:0.206704
## [115]    train-error:0.209497
## [116]    train-error:0.209497
## [117]    train-error:0.209497
## [118]    train-error:0.209497
## [119]    train-error:0.206704
## [120]    train-error:0.206704
## [121]    train-error:0.206704
## [122]    train-error:0.209497
## [123]    train-error:0.201117
## [124]    train-error:0.203911
## [125]    train-error:0.206704
## [126]    train-error:0.201117
## [127]    train-error:0.201117
## [128]    train-error:0.201117
## [129]    train-error:0.206704
## [130]    train-error:0.206704
## [131]    train-error:0.203911
## [132]    train-error:0.203911
## [133]    train-error:0.201117
## [134]    train-error:0.203911
## [135]    train-error:0.201117
## [136]    train-error:0.203911
## [137]    train-error:0.201117
## [138]    train-error:0.201117
## [139]    train-error:0.203911
## [140]    train-error:0.201117
## [141]    train-error:0.201117
## [142]    train-error:0.201117
## [143]    train-error:0.195531
## [144]    train-error:0.201117
## [145]    train-error:0.195531
## [146]    train-error:0.201117
## [147]    train-error:0.201117
## [148]    train-error:0.203911
## [149]    train-error:0.195531
## [150]    train-error:0.201117
## [151]    train-error:0.201117
## [152]    train-error:0.198324
## [153]    train-error:0.203911
## [154]    train-error:0.195531
## [155]    train-error:0.203911
## [156]    train-error:0.195531
## [157]    train-error:0.195531
## [158]    train-error:0.192737
## [159]    train-error:0.192737
## [160]    train-error:0.192737
## [161]    train-error:0.192737
## [162]    train-error:0.192737
## [163]    train-error:0.192737
## [164]    train-error:0.192737
## [165]    train-error:0.192737
## [166]    train-error:0.195531
## [167]    train-error:0.192737
## [168]    train-error:0.184358
## [169]    train-error:0.189944
## [170]    train-error:0.192737
## [171]    train-error:0.192737
## [172]    train-error:0.192737
## [173]    train-error:0.192737
## [174]    train-error:0.192737
## [175]    train-error:0.187151
## [176]    train-error:0.184358
## [177]    train-error:0.184358
## [178]    train-error:0.178771
## [179]    train-error:0.181564
## [180]    train-error:0.184358
## [181]    train-error:0.181564
## [182]    train-error:0.181564
## [183]    train-error:0.184358
## [184]    train-error:0.184358
## [185]    train-error:0.184358
## [186]    train-error:0.184358
## [187]    train-error:0.184358
## [188]    train-error:0.184358
## [189]    train-error:0.181564
## [190]    train-error:0.181564
## [191]    train-error:0.181564
## [192]    train-error:0.181564
## [193]    train-error:0.184358
## [194]    train-error:0.181564
## [195]    train-error:0.187151
## [196]    train-error:0.189944
## [197]    train-error:0.189944
## [198]    train-error:0.189944
## [199]    train-error:0.189944
## [200]    train-error:0.187151
## [201]    train-error:0.187151
## [202]    train-error:0.187151
## [203]    train-error:0.187151
## [204]    train-error:0.187151
## [205]    train-error:0.187151
## [206]    train-error:0.187151
## [207]    train-error:0.187151
## [208]    train-error:0.187151
## [209]    train-error:0.187151
## [210]    train-error:0.184358
## [211]    train-error:0.189944
## [212]    train-error:0.189944
## [213]    train-error:0.201117
## [214]    train-error:0.203911
## [215]    train-error:0.198324
## [216]    train-error:0.201117
## [217]    train-error:0.201117
## [218]    train-error:0.198324
## [219]    train-error:0.198324
## [220]    train-error:0.184358
## [221]    train-error:0.184358
## [222]    train-error:0.184358
## [223]    train-error:0.189944
## [224]    train-error:0.187151
## [225]    train-error:0.189944
## [226]    train-error:0.189944
## [227]    train-error:0.192737
## [228]    train-error:0.192737
## [229]    train-error:0.189944
## [230]    train-error:0.187151
## [231]    train-error:0.187151
## [232]    train-error:0.187151
## [233]    train-error:0.192737
## [234]    train-error:0.192737
## [235]    train-error:0.192737
## [236]    train-error:0.192737
## [237]    train-error:0.192737
## [238]    train-error:0.192737
## [239]    train-error:0.192737
## [240]    train-error:0.198324
## [241]    train-error:0.195531
## [242]    train-error:0.198324
## [243]    train-error:0.192737
## [244]    train-error:0.203911
## [245]    train-error:0.195531
## [246]    train-error:0.195531
## [247]    train-error:0.187151
## [248]    train-error:0.189944
## [249]    train-error:0.187151
## [250]    train-error:0.198324
## [251]    train-error:0.201117
## [252]    train-error:0.201117
## [253]    train-error:0.198324
## [254]    train-error:0.201117
## [255]    train-error:0.195531
## [256]    train-error:0.195531
## [257]    train-error:0.192737
## [258]    train-error:0.195531
## [259]    train-error:0.203911
## [260]    train-error:0.195531
## [261]    train-error:0.195531
## [262]    train-error:0.203911
## [263]    train-error:0.201117
## [264]    train-error:0.198324
## [265]    train-error:0.195531
## [266]    train-error:0.192737
## [267]    train-error:0.192737
## [268]    train-error:0.192737
## [269]    train-error:0.192737
## [270]    train-error:0.192737
## [271]    train-error:0.195531
## [272]    train-error:0.192737
## [273]    train-error:0.192737
## [274]    train-error:0.195531
## [275]    train-error:0.195531
## [276]    train-error:0.195531
## [277]    train-error:0.195531
## [278]    train-error:0.195531
## [279]    train-error:0.195531
## [280]    train-error:0.195531
## [281]    train-error:0.198324
## [282]    train-error:0.198324
## [283]    train-error:0.198324
## [284]    train-error:0.192737
## [285]    train-error:0.195531
## [286]    train-error:0.175978
## [287]    train-error:0.195531
## [288]    train-error:0.195531
## [289]    train-error:0.195531
## [290]    train-error:0.192737
## [291]    train-error:0.195531
## [292]    train-error:0.187151
## [293]    train-error:0.170391
## [294]    train-error:0.170391
## [295]    train-error:0.167598
## [296]    train-error:0.167598
## [297]    train-error:0.167598
## [298]    train-error:0.170391
## [299]    train-error:0.170391
## [300]    train-error:0.173184
## [301]    train-error:0.189944
## [302]    train-error:0.192737
## [303]    train-error:0.192737
## [304]    train-error:0.192737
## [305]    train-error:0.195531
## [306]    train-error:0.192737
## [307]    train-error:0.192737
## [308]    train-error:0.189944
## [309]    train-error:0.189944
## [310]    train-error:0.189944
## [311]    train-error:0.192737
## [312]    train-error:0.195531
## [313]    train-error:0.198324
## [314]    train-error:0.203911
## [315]    train-error:0.198324
## [316]    train-error:0.198324
## [317]    train-error:0.195531
## [318]    train-error:0.198324
## [319]    train-error:0.192737
## [320]    train-error:0.187151
## [321]    train-error:0.192737
## [322]    train-error:0.189944
## [323]    train-error:0.181564
## [324]    train-error:0.195531
## [325]    train-error:0.187151
## [326]    train-error:0.187151
## [327]    train-error:0.189944
## [328]    train-error:0.195531
## [329]    train-error:0.187151
## [330]    train-error:0.195531
## [331]    train-error:0.195531
## [332]    train-error:0.189944
## [333]    train-error:0.187151
## [334]    train-error:0.184358
## [335]    train-error:0.184358
## [336]    train-error:0.187151
## [337]    train-error:0.187151
## [338]    train-error:0.189944
## [339]    train-error:0.184358
## [340]    train-error:0.184358
## [341]    train-error:0.192737
## [342]    train-error:0.178771
## [343]    train-error:0.178771
## [344]    train-error:0.178771
## [345]    train-error:0.184358
## [346]    train-error:0.187151
## [347]    train-error:0.189944
## [348]    train-error:0.187151
## [349]    train-error:0.189944
## [350]    train-error:0.189944
## [351]    train-error:0.192737
## [352]    train-error:0.195531
## [353]    train-error:0.198324
## [354]    train-error:0.195531
## [355]    train-error:0.189944
## [356]    train-error:0.203911
## [357]    train-error:0.206704
## [358]    train-error:0.206704
## [359]    train-error:0.198324
## [360]    train-error:0.195531
## [361]    train-error:0.195531
## [362]    train-error:0.195531
## [363]    train-error:0.195531
## [364]    train-error:0.195531
## [365]    train-error:0.195531
## [366]    train-error:0.201117
## [367]    train-error:0.198324
## [368]    train-error:0.195531
## [369]    train-error:0.201117
## [370]    train-error:0.203911
## [371]    train-error:0.192737
## [372]    train-error:0.189944
## [373]    train-error:0.189944
## [374]    train-error:0.189944
## [375]    train-error:0.195531
## [376]    train-error:0.184358
## [377]    train-error:0.189944
## [378]    train-error:0.189944
## [379]    train-error:0.184358
## [380]    train-error:0.184358
## [381]    train-error:0.181564
## [382]    train-error:0.184358
## [383]    train-error:0.187151
## [384]    train-error:0.189944
## [385]    train-error:0.184358
## [386]    train-error:0.184358
## [387]    train-error:0.178771
## [388]    train-error:0.178771
## [389]    train-error:0.181564
## [390]    train-error:0.178771
## [391]    train-error:0.175978
## [392]    train-error:0.181564
## [393]    train-error:0.175978
## [394]    train-error:0.175978
## [395]    train-error:0.178771
## [396]    train-error:0.173184
## [397]    train-error:0.170391
## [398]    train-error:0.170391
## [399]    train-error:0.170391
## [400]    train-error:0.178771
## [401]    train-error:0.178771
## [402]    train-error:0.178771
## [403]    train-error:0.178771
## [404]    train-error:0.189944
## [405]    train-error:0.181564
## [406]    train-error:0.181564
## [407]    train-error:0.187151
## [408]    train-error:0.184358
## [409]    train-error:0.189944
## [410]    train-error:0.192737
## [411]    train-error:0.184358
## [412]    train-error:0.187151
## [413]    train-error:0.175978
## [414]    train-error:0.178771
## [415]    train-error:0.184358
## [416]    train-error:0.189944
## [417]    train-error:0.184358
## [418]    train-error:0.181564
## [419]    train-error:0.187151
## [420]    train-error:0.187151
## [421]    train-error:0.184358
## [422]    train-error:0.184358
## [423]    train-error:0.184358
## [424]    train-error:0.184358
## [425]    train-error:0.178771
## [426]    train-error:0.178771
## [427]    train-error:0.181564
## [428]    train-error:0.184358
## [429]    train-error:0.184358
## [430]    train-error:0.178771
## [431]    train-error:0.178771
## [432]    train-error:0.189944
## [433]    train-error:0.181564
## [434]    train-error:0.187151
## [435]    train-error:0.187151
## [436]    train-error:0.187151
## [437]    train-error:0.189944
## [438]    train-error:0.192737
## [439]    train-error:0.192737
## [440]    train-error:0.187151
## [441]    train-error:0.187151
## [442]    train-error:0.192737
## [443]    train-error:0.184358
## [444]    train-error:0.184358
## [445]    train-error:0.181564
## [446]    train-error:0.187151
## [447]    train-error:0.187151
## [448]    train-error:0.187151
## [449]    train-error:0.187151
## [450]    train-error:0.187151
## [451]    train-error:0.187151
## [452]    train-error:0.189944
## [453]    train-error:0.189944
## [454]    train-error:0.184358
## [455]    train-error:0.192737
## [456]    train-error:0.192737
## [457]    train-error:0.192737
## [458]    train-error:0.192737
## [459]    train-error:0.192737
## [460]    train-error:0.192737
## [461]    train-error:0.192737
## [462]    train-error:0.192737
## [463]    train-error:0.192737
## [464]    train-error:0.189944
## [465]    train-error:0.189944
## [466]    train-error:0.192737
## [467]    train-error:0.192737
## [468]    train-error:0.195531
## [469]    train-error:0.192737
## [470]    train-error:0.192737
## [471]    train-error:0.195531
## [472]    train-error:0.195531
## [473]    train-error:0.192737
## [474]    train-error:0.184358
## [475]    train-error:0.187151
## [476]    train-error:0.184358
## [477]    train-error:0.184358
## [478]    train-error:0.181564
## [479]    train-error:0.184358
## [480]    train-error:0.184358
## [481]    train-error:0.184358
## [482]    train-error:0.184358
## [483]    train-error:0.184358
## [484]    train-error:0.184358
## [485]    train-error:0.181564
## [486]    train-error:0.181564
## [487]    train-error:0.181564
## [488]    train-error:0.187151
## [489]    train-error:0.184358
## [490]    train-error:0.184358
## [491]    train-error:0.184358
## [492]    train-error:0.187151
## [493]    train-error:0.189944
## [494]    train-error:0.181564
## [495]    train-error:0.195531
## [496]    train-error:0.195531
## [497]    train-error:0.195531
## [498]    train-error:0.195531
## [499]    train-error:0.198324
## [500]    train-error:0.189944
## [501]    train-error:0.192737
## [502]    train-error:0.195531
## [503]    train-error:0.192737
## [0]  train-error:0.285714
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.207283
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.193277
## [12] train-error:0.190476
## [13] train-error:0.193277
## [14] train-error:0.193277
## [15] train-error:0.196078
## [16] train-error:0.190476
## [17] train-error:0.190476
## [18] train-error:0.196078
## [19] train-error:0.198880
## [20] train-error:0.187675
## [21] train-error:0.187675
## [22] train-error:0.196078
## [23] train-error:0.193277
## [24] train-error:0.190476
## [25] train-error:0.187675
## [26] train-error:0.198880
## [27] train-error:0.187675
## [28] train-error:0.190476
## [29] train-error:0.184874
## [30] train-error:0.187675
## [31] train-error:0.187675
## [32] train-error:0.187675
## [33] train-error:0.184874
## [34] train-error:0.190476
## [35] train-error:0.184874
## [36] train-error:0.184874
## [37] train-error:0.184874
## [38] train-error:0.184874
## [39] train-error:0.184874
## [40] train-error:0.184874
## [41] train-error:0.190476
## [42] train-error:0.190476
## [43] train-error:0.190476
## [44] train-error:0.190476
## [45] train-error:0.196078
## [46] train-error:0.182073
## [47] train-error:0.184874
## [48] train-error:0.187675
## [49] train-error:0.187675
## [50] train-error:0.193277
## [51] train-error:0.193277
## [52] train-error:0.193277
## [53] train-error:0.179272
## [54] train-error:0.190476
## [55] train-error:0.190476
## [56] train-error:0.193277
## [57] train-error:0.184874
## [58] train-error:0.187675
## [59] train-error:0.184874
## [60] train-error:0.184874
## [61] train-error:0.184874
## [62] train-error:0.190476
## [63] train-error:0.193277
## [64] train-error:0.187675
## [65] train-error:0.193277
## [66] train-error:0.193277
## [67] train-error:0.193277
## [68] train-error:0.196078
## [69] train-error:0.190476
## [70] train-error:0.184874
## [71] train-error:0.184874
## [72] train-error:0.190476
## [73] train-error:0.190476
## [74] train-error:0.184874
## [75] train-error:0.182073
## [76] train-error:0.176471
## [77] train-error:0.179272
## [78] train-error:0.168067
## [79] train-error:0.179272
## [80] train-error:0.179272
## [81] train-error:0.184874
## [82] train-error:0.182073
## [83] train-error:0.182073
## [84] train-error:0.182073
## [85] train-error:0.187675
## [86] train-error:0.187675
## [87] train-error:0.184874
## [88] train-error:0.187675
## [89] train-error:0.173669
## [90] train-error:0.173669
## [91] train-error:0.176471
## [92] train-error:0.176471
## [93] train-error:0.173669
## [94] train-error:0.176471
## [95] train-error:0.176471
## [96] train-error:0.176471
## [97] train-error:0.173669
## [98] train-error:0.170868
## [99] train-error:0.173669
## [100]    train-error:0.190476
## [101]    train-error:0.187675
## [102]    train-error:0.190476
## [103]    train-error:0.176471
## [104]    train-error:0.187675
## [105]    train-error:0.187675
## [106]    train-error:0.187675
## [107]    train-error:0.187675
## [108]    train-error:0.187675
## [109]    train-error:0.193277
## [110]    train-error:0.196078
## [111]    train-error:0.193277
## [112]    train-error:0.193277
## [113]    train-error:0.196078
## [114]    train-error:0.182073
## [115]    train-error:0.196078
## [116]    train-error:0.196078
## [117]    train-error:0.196078
## [118]    train-error:0.187675
## [119]    train-error:0.182073
## [120]    train-error:0.184874
## [121]    train-error:0.182073
## [122]    train-error:0.182073
## [123]    train-error:0.182073
## [124]    train-error:0.179272
## [125]    train-error:0.176471
## [126]    train-error:0.182073
## [127]    train-error:0.179272
## [128]    train-error:0.173669
## [129]    train-error:0.165266
## [130]    train-error:0.184874
## [131]    train-error:0.190476
## [132]    train-error:0.182073
## [133]    train-error:0.184874
## [134]    train-error:0.179272
## [135]    train-error:0.176471
## [136]    train-error:0.176471
## [137]    train-error:0.179272
## [138]    train-error:0.179272
## [139]    train-error:0.173669
## [140]    train-error:0.179272
## [141]    train-error:0.187675
## [142]    train-error:0.187675
## [143]    train-error:0.173669
## [144]    train-error:0.170868
## [145]    train-error:0.173669
## [146]    train-error:0.162465
## [147]    train-error:0.168067
## [148]    train-error:0.168067
## [149]    train-error:0.170868
## [150]    train-error:0.170868
## [151]    train-error:0.170868
## [152]    train-error:0.170868
## [153]    train-error:0.170868
## [154]    train-error:0.165266
## [155]    train-error:0.165266
## [156]    train-error:0.170868
## [157]    train-error:0.170868
## [158]    train-error:0.176471
## [159]    train-error:0.176471
## [160]    train-error:0.168067
## [161]    train-error:0.170868
## [162]    train-error:0.170868
## [163]    train-error:0.173669
## [164]    train-error:0.176471
## [165]    train-error:0.170868
## [166]    train-error:0.162465
## [167]    train-error:0.165266
## [168]    train-error:0.162465
## [169]    train-error:0.165266
## [170]    train-error:0.165266
## [171]    train-error:0.165266
## [172]    train-error:0.170868
## [173]    train-error:0.176471
## [174]    train-error:0.176471
## [175]    train-error:0.173669
## [176]    train-error:0.176471
## [177]    train-error:0.173669
## [178]    train-error:0.170868
## [179]    train-error:0.182073
## [180]    train-error:0.179272
## [181]    train-error:0.168067
## [182]    train-error:0.170868
## [183]    train-error:0.170868
## [184]    train-error:0.165266
## [185]    train-error:0.165266
## [186]    train-error:0.162465
## [187]    train-error:0.176471
## [188]    train-error:0.168067
## [189]    train-error:0.173669
## [190]    train-error:0.170868
## [191]    train-error:0.173669
## [192]    train-error:0.170868
## [193]    train-error:0.173669
## [194]    train-error:0.190476
## [195]    train-error:0.187675
## [196]    train-error:0.187675
## [197]    train-error:0.187675
## [198]    train-error:0.187675
## [199]    train-error:0.187675
## [200]    train-error:0.184874
## [201]    train-error:0.187675
## [202]    train-error:0.184874
## [203]    train-error:0.184874
## [204]    train-error:0.182073
## [205]    train-error:0.182073
## [206]    train-error:0.182073
## [207]    train-error:0.179272
## [208]    train-error:0.179272
## [209]    train-error:0.176471
## [210]    train-error:0.182073
## [211]    train-error:0.173669
## [212]    train-error:0.184874
## [213]    train-error:0.182073
## [214]    train-error:0.182073
## [215]    train-error:0.182073
## [216]    train-error:0.182073
## [217]    train-error:0.176471
## [218]    train-error:0.176471
## [219]    train-error:0.179272
## [220]    train-error:0.176471
## [221]    train-error:0.182073
## [222]    train-error:0.176471
## [223]    train-error:0.173669
## [224]    train-error:0.176471
## [225]    train-error:0.182073
## [226]    train-error:0.176471
## [227]    train-error:0.170868
## [228]    train-error:0.173669
## [229]    train-error:0.176471
## [230]    train-error:0.190476
## [231]    train-error:0.173669
## [232]    train-error:0.182073
## [233]    train-error:0.179272
## [234]    train-error:0.176471
## [235]    train-error:0.179272
## [236]    train-error:0.173669
## [237]    train-error:0.165266
## [238]    train-error:0.176471
## [239]    train-error:0.173669
## [240]    train-error:0.170868
## [241]    train-error:0.179272
## [242]    train-error:0.182073
## [243]    train-error:0.168067
## [244]    train-error:0.168067
## [245]    train-error:0.168067
## [246]    train-error:0.165266
## [247]    train-error:0.168067
## [248]    train-error:0.165266
## [249]    train-error:0.165266
## [250]    train-error:0.168067
## [251]    train-error:0.162465
## [252]    train-error:0.168067
## [253]    train-error:0.170868
## [254]    train-error:0.170868
## [255]    train-error:0.170868
## [256]    train-error:0.170868
## [257]    train-error:0.168067
## [258]    train-error:0.168067
## [259]    train-error:0.168067
## [260]    train-error:0.170868
## [261]    train-error:0.168067
## [262]    train-error:0.168067
## [263]    train-error:0.168067
## [264]    train-error:0.173669
## [265]    train-error:0.165266
## [266]    train-error:0.162465
## [267]    train-error:0.162465
## [268]    train-error:0.156863
## [269]    train-error:0.156863
## [270]    train-error:0.159664
## [271]    train-error:0.162465
## [272]    train-error:0.159664
## [273]    train-error:0.159664
## [274]    train-error:0.159664
## [275]    train-error:0.162465
## [276]    train-error:0.165266
## [277]    train-error:0.165266
## [278]    train-error:0.168067
## [279]    train-error:0.162465
## [280]    train-error:0.168067
## [281]    train-error:0.165266
## [282]    train-error:0.168067
## [283]    train-error:0.168067
## [284]    train-error:0.168067
## [285]    train-error:0.168067
## [286]    train-error:0.168067
## [287]    train-error:0.168067
## [288]    train-error:0.168067
## [289]    train-error:0.168067
## [290]    train-error:0.170868
## [291]    train-error:0.170868
## [292]    train-error:0.168067
## [293]    train-error:0.168067
## [294]    train-error:0.165266
## [295]    train-error:0.170868
## [296]    train-error:0.165266
## [297]    train-error:0.165266
## [298]    train-error:0.165266
## [299]    train-error:0.179272
## [300]    train-error:0.165266
## [301]    train-error:0.176471
## [302]    train-error:0.182073
## [303]    train-error:0.182073
## [304]    train-error:0.173669
## [305]    train-error:0.168067
## [306]    train-error:0.168067
## [307]    train-error:0.173669
## [308]    train-error:0.168067
## [309]    train-error:0.162465
## [310]    train-error:0.156863
## [311]    train-error:0.156863
## [312]    train-error:0.154062
## [313]    train-error:0.165266
## [314]    train-error:0.165266
## [315]    train-error:0.165266
## [316]    train-error:0.165266
## [317]    train-error:0.173669
## [318]    train-error:0.173669
## [319]    train-error:0.168067
## [320]    train-error:0.187675
## [321]    train-error:0.182073
## [322]    train-error:0.184874
## [323]    train-error:0.173669
## [324]    train-error:0.173669
## [325]    train-error:0.176471
## [326]    train-error:0.170868
## [327]    train-error:0.173669
## [328]    train-error:0.184874
## [329]    train-error:0.179272
## [330]    train-error:0.173669
## [331]    train-error:0.176471
## [332]    train-error:0.179272
## [333]    train-error:0.179272
## [334]    train-error:0.173669
## [335]    train-error:0.176471
## [336]    train-error:0.176471
## [337]    train-error:0.179272
## [338]    train-error:0.173669
## [339]    train-error:0.182073
## [340]    train-error:0.182073
## [341]    train-error:0.179272
## [342]    train-error:0.179272
## [343]    train-error:0.182073
## [344]    train-error:0.182073
## [345]    train-error:0.170868
## [346]    train-error:0.187675
## [347]    train-error:0.168067
## [348]    train-error:0.168067
## [349]    train-error:0.182073
## [350]    train-error:0.184874
## [351]    train-error:0.168067
## [352]    train-error:0.168067
## [353]    train-error:0.168067
## [354]    train-error:0.170868
## [355]    train-error:0.170868
## [356]    train-error:0.170868
## [357]    train-error:0.170868
## [358]    train-error:0.170868
## [359]    train-error:0.176471
## [360]    train-error:0.173669
## [361]    train-error:0.170868
## [362]    train-error:0.173669
## [363]    train-error:0.168067
## [364]    train-error:0.187675
## [365]    train-error:0.184874
## [366]    train-error:0.184874
## [367]    train-error:0.179272
## [368]    train-error:0.179272
## [369]    train-error:0.170868
## [370]    train-error:0.170868
## [371]    train-error:0.168067
## [372]    train-error:0.170868
## [373]    train-error:0.168067
## [374]    train-error:0.173669
## [375]    train-error:0.168067
## [376]    train-error:0.168067
## [377]    train-error:0.176471
## [378]    train-error:0.170868
## [379]    train-error:0.165266
## [380]    train-error:0.165266
## [381]    train-error:0.165266
## [382]    train-error:0.165266
## [383]    train-error:0.165266
## [384]    train-error:0.165266
## [385]    train-error:0.165266
## [386]    train-error:0.165266
## [387]    train-error:0.165266
## [388]    train-error:0.165266
## [389]    train-error:0.170868
## [390]    train-error:0.170868
## [391]    train-error:0.170868
## [392]    train-error:0.170868
## [393]    train-error:0.173669
## [394]    train-error:0.176471
## [395]    train-error:0.179272
## [396]    train-error:0.176471
## [397]    train-error:0.173669
## [398]    train-error:0.165266
## [399]    train-error:0.170868
## [400]    train-error:0.170868
## [401]    train-error:0.170868
## [402]    train-error:0.168067
## [403]    train-error:0.170868
## [404]    train-error:0.168067
## [405]    train-error:0.165266
## [406]    train-error:0.173669
## [407]    train-error:0.173669
## [408]    train-error:0.168067
## [409]    train-error:0.168067
## [410]    train-error:0.165266
## [411]    train-error:0.170868
## [412]    train-error:0.170868
## [413]    train-error:0.165266
## [414]    train-error:0.170868
## [415]    train-error:0.173669
## [416]    train-error:0.170868
## [417]    train-error:0.170868
## [418]    train-error:0.170868
## [419]    train-error:0.173669
## [420]    train-error:0.176471
## [421]    train-error:0.173669
## [422]    train-error:0.173669
## [423]    train-error:0.176471
## [424]    train-error:0.173669
## [425]    train-error:0.173669
## [426]    train-error:0.168067
## [427]    train-error:0.168067
## [428]    train-error:0.168067
## [429]    train-error:0.162465
## [430]    train-error:0.170868
## [431]    train-error:0.170868
## [432]    train-error:0.168067
## [433]    train-error:0.168067
## [434]    train-error:0.168067
## [435]    train-error:0.168067
## [436]    train-error:0.170868
## [437]    train-error:0.173669
## [438]    train-error:0.176471
## [439]    train-error:0.176471
## [440]    train-error:0.176471
## [441]    train-error:0.179272
## [442]    train-error:0.173669
## [443]    train-error:0.176471
## [444]    train-error:0.179272
## [445]    train-error:0.170868
## [446]    train-error:0.170868
## [447]    train-error:0.170868
## [448]    train-error:0.165266
## [449]    train-error:0.170868
## [450]    train-error:0.168067
## [451]    train-error:0.170868
## [452]    train-error:0.162465
## [453]    train-error:0.170868
## [454]    train-error:0.168067
## [455]    train-error:0.170868
## [456]    train-error:0.170868
## [457]    train-error:0.168067
## [458]    train-error:0.168067
## [459]    train-error:0.170868
## [460]    train-error:0.170868
## [461]    train-error:0.168067
## [462]    train-error:0.168067
## [463]    train-error:0.173669
## [464]    train-error:0.170868
## [465]    train-error:0.165266
## [466]    train-error:0.173669
## [467]    train-error:0.170868
## [468]    train-error:0.168067
## [469]    train-error:0.168067
## [470]    train-error:0.170868
## [471]    train-error:0.168067
## [472]    train-error:0.168067
## [473]    train-error:0.165266
## [474]    train-error:0.170868
## [475]    train-error:0.162465
## [476]    train-error:0.162465
## [477]    train-error:0.162465
## [478]    train-error:0.162465
## [479]    train-error:0.165266
## [480]    train-error:0.168067
## [481]    train-error:0.162465
## [482]    train-error:0.168067
## [483]    train-error:0.165266
## [484]    train-error:0.165266
## [485]    train-error:0.165266
## [486]    train-error:0.168067
## [487]    train-error:0.165266
## [488]    train-error:0.162465
## [489]    train-error:0.168067
## [490]    train-error:0.170868
## [491]    train-error:0.159664
## [492]    train-error:0.168067
## [493]    train-error:0.168067
## [494]    train-error:0.173669
## [495]    train-error:0.173669
## [496]    train-error:0.165266
## [497]    train-error:0.162465
## [498]    train-error:0.165266
## [499]    train-error:0.165266
## [500]    train-error:0.159664
## [501]    train-error:0.162465
## [502]    train-error:0.162465
## [503]    train-error:0.165266
## [0]  train-error:0.308123
## [1]  train-error:0.316527
## [2]  train-error:0.336134
## [3]  train-error:0.246499
## [4]  train-error:0.240896
## [5]  train-error:0.240896
## [6]  train-error:0.224090
## [7]  train-error:0.218487
## [8]  train-error:0.240896
## [9]  train-error:0.249300
## [10] train-error:0.243697
## [11] train-error:0.221289
## [12] train-error:0.212885
## [13] train-error:0.221289
## [14] train-error:0.207283
## [15] train-error:0.224090
## [16] train-error:0.240896
## [17] train-error:0.210084
## [18] train-error:0.196078
## [19] train-error:0.207283
## [20] train-error:0.201681
## [21] train-error:0.201681
## [22] train-error:0.201681
## [23] train-error:0.218487
## [24] train-error:0.218487
## [25] train-error:0.212885
## [26] train-error:0.210084
## [27] train-error:0.210084
## [28] train-error:0.204482
## [29] train-error:0.204482
## [30] train-error:0.201681
## [31] train-error:0.201681
## [32] train-error:0.201681
## [33] train-error:0.190476
## [34] train-error:0.201681
## [35] train-error:0.207283
## [36] train-error:0.210084
## [37] train-error:0.207283
## [38] train-error:0.215686
## [39] train-error:0.215686
## [40] train-error:0.210084
## [41] train-error:0.212885
## [42] train-error:0.218487
## [43] train-error:0.218487
## [44] train-error:0.215686
## [45] train-error:0.221289
## [46] train-error:0.224090
## [47] train-error:0.215686
## [48] train-error:0.212885
## [49] train-error:0.212885
## [50] train-error:0.193277
## [51] train-error:0.196078
## [52] train-error:0.212885
## [53] train-error:0.204482
## [54] train-error:0.201681
## [55] train-error:0.193277
## [56] train-error:0.198880
## [57] train-error:0.198880
## [58] train-error:0.204482
## [59] train-error:0.193277
## [60] train-error:0.210084
## [61] train-error:0.201681
## [62] train-error:0.201681
## [63] train-error:0.210084
## [64] train-error:0.207283
## [65] train-error:0.212885
## [66] train-error:0.212885
## [67] train-error:0.193277
## [68] train-error:0.201681
## [69] train-error:0.184874
## [70] train-error:0.187675
## [71] train-error:0.201681
## [72] train-error:0.207283
## [73] train-error:0.207283
## [74] train-error:0.207283
## [75] train-error:0.198880
## [76] train-error:0.198880
## [77] train-error:0.190476
## [78] train-error:0.190476
## [79] train-error:0.187675
## [80] train-error:0.187675
## [81] train-error:0.184874
## [82] train-error:0.187675
## [83] train-error:0.201681
## [84] train-error:0.196078
## [85] train-error:0.196078
## [86] train-error:0.198880
## [87] train-error:0.198880
## [88] train-error:0.201681
## [89] train-error:0.210084
## [90] train-error:0.210084
## [91] train-error:0.212885
## [92] train-error:0.210084
## [93] train-error:0.210084
## [94] train-error:0.210084
## [95] train-error:0.210084
## [96] train-error:0.212885
## [97] train-error:0.207283
## [98] train-error:0.207283
## [99] train-error:0.207283
## [100]    train-error:0.212885
## [101]    train-error:0.210084
## [102]    train-error:0.210084
## [103]    train-error:0.210084
## [104]    train-error:0.210084
## [105]    train-error:0.204482
## [106]    train-error:0.201681
## [107]    train-error:0.198880
## [108]    train-error:0.198880
## [109]    train-error:0.201681
## [110]    train-error:0.198880
## [111]    train-error:0.201681
## [112]    train-error:0.201681
## [113]    train-error:0.207283
## [114]    train-error:0.204482
## [115]    train-error:0.207283
## [116]    train-error:0.198880
## [117]    train-error:0.198880
## [118]    train-error:0.204482
## [119]    train-error:0.207283
## [120]    train-error:0.198880
## [121]    train-error:0.198880
## [122]    train-error:0.193277
## [123]    train-error:0.204482
## [124]    train-error:0.184874
## [125]    train-error:0.179272
## [126]    train-error:0.179272
## [127]    train-error:0.184874
## [128]    train-error:0.187675
## [129]    train-error:0.184874
## [130]    train-error:0.190476
## [131]    train-error:0.187675
## [132]    train-error:0.187675
## [133]    train-error:0.193277
## [134]    train-error:0.190476
## [135]    train-error:0.182073
## [136]    train-error:0.182073
## [137]    train-error:0.184874
## [138]    train-error:0.184874
## [139]    train-error:0.182073
## [140]    train-error:0.182073
## [141]    train-error:0.182073
## [142]    train-error:0.168067
## [143]    train-error:0.170868
## [144]    train-error:0.176471
## [145]    train-error:0.179272
## [146]    train-error:0.179272
## [147]    train-error:0.182073
## [148]    train-error:0.176471
## [149]    train-error:0.182073
## [150]    train-error:0.184874
## [151]    train-error:0.184874
## [152]    train-error:0.187675
## [153]    train-error:0.184874
## [154]    train-error:0.184874
## [155]    train-error:0.190476
## [156]    train-error:0.198880
## [157]    train-error:0.198880
## [158]    train-error:0.198880
## [159]    train-error:0.193277
## [160]    train-error:0.190476
## [161]    train-error:0.187675
## [162]    train-error:0.196078
## [163]    train-error:0.193277
## [164]    train-error:0.196078
## [165]    train-error:0.190476
## [166]    train-error:0.196078
## [167]    train-error:0.190476
## [168]    train-error:0.193277
## [169]    train-error:0.193277
## [170]    train-error:0.190476
## [171]    train-error:0.190476
## [172]    train-error:0.190476
## [173]    train-error:0.196078
## [174]    train-error:0.196078
## [175]    train-error:0.193277
## [176]    train-error:0.196078
## [177]    train-error:0.190476
## [178]    train-error:0.196078
## [179]    train-error:0.198880
## [180]    train-error:0.196078
## [181]    train-error:0.187675
## [182]    train-error:0.190476
## [183]    train-error:0.193277
## [184]    train-error:0.193277
## [185]    train-error:0.193277
## [186]    train-error:0.193277
## [187]    train-error:0.196078
## [188]    train-error:0.196078
## [189]    train-error:0.196078
## [190]    train-error:0.187675
## [191]    train-error:0.190476
## [192]    train-error:0.198880
## [193]    train-error:0.198880
## [194]    train-error:0.198880
## [195]    train-error:0.187675
## [196]    train-error:0.198880
## [197]    train-error:0.193277
## [198]    train-error:0.196078
## [199]    train-error:0.196078
## [200]    train-error:0.196078
## [201]    train-error:0.193277
## [202]    train-error:0.196078
## [203]    train-error:0.198880
## [204]    train-error:0.196078
## [205]    train-error:0.196078
## [206]    train-error:0.196078
## [207]    train-error:0.196078
## [208]    train-error:0.198880
## [209]    train-error:0.196078
## [210]    train-error:0.201681
## [211]    train-error:0.196078
## [212]    train-error:0.196078
## [213]    train-error:0.198880
## [214]    train-error:0.198880
## [215]    train-error:0.198880
## [216]    train-error:0.198880
## [217]    train-error:0.198880
## [218]    train-error:0.198880
## [219]    train-error:0.201681
## [220]    train-error:0.210084
## [221]    train-error:0.210084
## [222]    train-error:0.210084
## [223]    train-error:0.207283
## [224]    train-error:0.207283
## [225]    train-error:0.207283
## [226]    train-error:0.210084
## [227]    train-error:0.207283
## [228]    train-error:0.204482
## [229]    train-error:0.204482
## [230]    train-error:0.207283
## [231]    train-error:0.204482
## [232]    train-error:0.201681
## [233]    train-error:0.198880
## [234]    train-error:0.198880
## [235]    train-error:0.196078
## [236]    train-error:0.196078
## [237]    train-error:0.198880
## [238]    train-error:0.198880
## [239]    train-error:0.204482
## [240]    train-error:0.204482
## [241]    train-error:0.204482
## [242]    train-error:0.212885
## [243]    train-error:0.204482
## [244]    train-error:0.196078
## [245]    train-error:0.193277
## [246]    train-error:0.201681
## [247]    train-error:0.204482
## [248]    train-error:0.204482
## [249]    train-error:0.204482
## [250]    train-error:0.201681
## [251]    train-error:0.198880
## [252]    train-error:0.190476
## [253]    train-error:0.196078
## [254]    train-error:0.196078
## [255]    train-error:0.198880
## [256]    train-error:0.193277
## [257]    train-error:0.198880
## [258]    train-error:0.190476
## [259]    train-error:0.196078
## [260]    train-error:0.193277
## [261]    train-error:0.187675
## [262]    train-error:0.187675
## [263]    train-error:0.182073
## [264]    train-error:0.182073
## [265]    train-error:0.187675
## [266]    train-error:0.187675
## [267]    train-error:0.179272
## [268]    train-error:0.190476
## [269]    train-error:0.190476
## [270]    train-error:0.170868
## [271]    train-error:0.176471
## [272]    train-error:0.170868
## [273]    train-error:0.190476
## [274]    train-error:0.184874
## [275]    train-error:0.179272
## [276]    train-error:0.179272
## [277]    train-error:0.176471
## [278]    train-error:0.179272
## [279]    train-error:0.176471
## [280]    train-error:0.179272
## [281]    train-error:0.168067
## [282]    train-error:0.165266
## [283]    train-error:0.170868
## [284]    train-error:0.170868
## [285]    train-error:0.176471
## [286]    train-error:0.176471
## [287]    train-error:0.176471
## [288]    train-error:0.179272
## [289]    train-error:0.182073
## [290]    train-error:0.179272
## [291]    train-error:0.184874
## [292]    train-error:0.182073
## [293]    train-error:0.182073
## [294]    train-error:0.179272
## [295]    train-error:0.165266
## [296]    train-error:0.165266
## [297]    train-error:0.182073
## [298]    train-error:0.193277
## [299]    train-error:0.193277
## [300]    train-error:0.176471
## [301]    train-error:0.173669
## [302]    train-error:0.173669
## [303]    train-error:0.173669
## [304]    train-error:0.179272
## [305]    train-error:0.182073
## [306]    train-error:0.184874
## [307]    train-error:0.184874
## [308]    train-error:0.184874
## [309]    train-error:0.182073
## [310]    train-error:0.179272
## [311]    train-error:0.182073
## [312]    train-error:0.187675
## [313]    train-error:0.193277
## [314]    train-error:0.196078
## [315]    train-error:0.196078
## [316]    train-error:0.201681
## [317]    train-error:0.198880
## [318]    train-error:0.196078
## [319]    train-error:0.193277
## [320]    train-error:0.196078
## [321]    train-error:0.198880
## [322]    train-error:0.198880
## [323]    train-error:0.182073
## [324]    train-error:0.196078
## [325]    train-error:0.196078
## [326]    train-error:0.182073
## [327]    train-error:0.196078
## [328]    train-error:0.198880
## [329]    train-error:0.196078
## [330]    train-error:0.190476
## [331]    train-error:0.182073
## [332]    train-error:0.182073
## [333]    train-error:0.184874
## [334]    train-error:0.190476
## [335]    train-error:0.196078
## [336]    train-error:0.198880
## [337]    train-error:0.190476
## [338]    train-error:0.182073
## [339]    train-error:0.182073
## [340]    train-error:0.184874
## [341]    train-error:0.193277
## [342]    train-error:0.182073
## [343]    train-error:0.182073
## [344]    train-error:0.179272
## [345]    train-error:0.184874
## [346]    train-error:0.190476
## [347]    train-error:0.187675
## [348]    train-error:0.193277
## [349]    train-error:0.196078
## [350]    train-error:0.196078
## [351]    train-error:0.196078
## [352]    train-error:0.184874
## [353]    train-error:0.190476
## [354]    train-error:0.184874
## [355]    train-error:0.187675
## [356]    train-error:0.187675
## [357]    train-error:0.182073
## [358]    train-error:0.193277
## [359]    train-error:0.184874
## [360]    train-error:0.184874
## [361]    train-error:0.184874
## [362]    train-error:0.179272
## [363]    train-error:0.187675
## [364]    train-error:0.184874
## [365]    train-error:0.187675
## [366]    train-error:0.187675
## [367]    train-error:0.187675
## [368]    train-error:0.184874
## [369]    train-error:0.187675
## [370]    train-error:0.190476
## [371]    train-error:0.184874
## [372]    train-error:0.182073
## [373]    train-error:0.184874
## [374]    train-error:0.184874
## [375]    train-error:0.182073
## [376]    train-error:0.184874
## [377]    train-error:0.184874
## [378]    train-error:0.182073
## [379]    train-error:0.182073
## [380]    train-error:0.182073
## [381]    train-error:0.176471
## [382]    train-error:0.182073
## [383]    train-error:0.182073
## [384]    train-error:0.184874
## [385]    train-error:0.190476
## [386]    train-error:0.193277
## [387]    train-error:0.190476
## [388]    train-error:0.193277
## [389]    train-error:0.190476
## [390]    train-error:0.184874
## [391]    train-error:0.184874
## [392]    train-error:0.193277
## [393]    train-error:0.190476
## [394]    train-error:0.182073
## [395]    train-error:0.179272
## [396]    train-error:0.179272
## [397]    train-error:0.176471
## [398]    train-error:0.182073
## [399]    train-error:0.176471
## [400]    train-error:0.182073
## [401]    train-error:0.184874
## [402]    train-error:0.196078
## [403]    train-error:0.184874
## [404]    train-error:0.184874
## [405]    train-error:0.198880
## [406]    train-error:0.198880
## [407]    train-error:0.196078
## [408]    train-error:0.193277
## [409]    train-error:0.187675
## [410]    train-error:0.184874
## [411]    train-error:0.184874
## [412]    train-error:0.184874
## [413]    train-error:0.184874
## [414]    train-error:0.190476
## [415]    train-error:0.190476
## [416]    train-error:0.187675
## [417]    train-error:0.193277
## [418]    train-error:0.190476
## [419]    train-error:0.187675
## [420]    train-error:0.190476
## [421]    train-error:0.190476
## [422]    train-error:0.193277
## [423]    train-error:0.187675
## [424]    train-error:0.176471
## [425]    train-error:0.176471
## [426]    train-error:0.179272
## [427]    train-error:0.176471
## [428]    train-error:0.179272
## [429]    train-error:0.179272
## [430]    train-error:0.179272
## [431]    train-error:0.179272
## [432]    train-error:0.182073
## [433]    train-error:0.182073
## [434]    train-error:0.176471
## [435]    train-error:0.176471
## [436]    train-error:0.179272
## [437]    train-error:0.190476
## [438]    train-error:0.190476
## [439]    train-error:0.187675
## [440]    train-error:0.184874
## [441]    train-error:0.176471
## [442]    train-error:0.173669
## [443]    train-error:0.173669
## [444]    train-error:0.176471
## [445]    train-error:0.184874
## [446]    train-error:0.187675
## [447]    train-error:0.190476
## [448]    train-error:0.190476
## [449]    train-error:0.190476
## [450]    train-error:0.187675
## [451]    train-error:0.193277
## [452]    train-error:0.190476
## [453]    train-error:0.184874
## [454]    train-error:0.176471
## [455]    train-error:0.176471
## [456]    train-error:0.182073
## [457]    train-error:0.170868
## [458]    train-error:0.182073
## [459]    train-error:0.179272
## [460]    train-error:0.182073
## [461]    train-error:0.173669
## [462]    train-error:0.176471
## [463]    train-error:0.176471
## [464]    train-error:0.173669
## [465]    train-error:0.176471
## [466]    train-error:0.179272
## [467]    train-error:0.179272
## [468]    train-error:0.176471
## [469]    train-error:0.179272
## [470]    train-error:0.173669
## [471]    train-error:0.173669
## [472]    train-error:0.176471
## [473]    train-error:0.184874
## [474]    train-error:0.184874
## [475]    train-error:0.182073
## [476]    train-error:0.184874
## [477]    train-error:0.190476
## [478]    train-error:0.182073
## [479]    train-error:0.190476
## [480]    train-error:0.190476
## [481]    train-error:0.193277
## [482]    train-error:0.190476
## [483]    train-error:0.184874
## [484]    train-error:0.187675
## [485]    train-error:0.193277
## [486]    train-error:0.184874
## [487]    train-error:0.184874
## [488]    train-error:0.182073
## [489]    train-error:0.179272
## [490]    train-error:0.182073
## [491]    train-error:0.179272
## [492]    train-error:0.176471
## [493]    train-error:0.176471
## [494]    train-error:0.173669
## [495]    train-error:0.176471
## [496]    train-error:0.179272
## [497]    train-error:0.184874
## [498]    train-error:0.187675
## [499]    train-error:0.176471
## [500]    train-error:0.179272
## [501]    train-error:0.173669
## [502]    train-error:0.173669
## [503]    train-error:0.173669
## [0]  train-error:0.206704
## [1]  train-error:0.189944
## [2]  train-error:0.181564
## [3]  train-error:0.181564
## [4]  train-error:0.184358
## [5]  train-error:0.170391
## [6]  train-error:0.178771
## [7]  train-error:0.156425
## [8]  train-error:0.153631
## [9]  train-error:0.150838
## [10] train-error:0.150838
## [11] train-error:0.145251
## [12] train-error:0.145251
## [13] train-error:0.142458
## [14] train-error:0.139665
## [15] train-error:0.139665
## [16] train-error:0.142458
## [17] train-error:0.145251
## [18] train-error:0.139665
## [19] train-error:0.128492
## [20] train-error:0.139665
## [21] train-error:0.139665
## [22] train-error:0.125698
## [23] train-error:0.122905
## [24] train-error:0.125698
## [25] train-error:0.120112
## [26] train-error:0.117318
## [27] train-error:0.114525
## [28] train-error:0.120112
## [29] train-error:0.120112
## [30] train-error:0.128492
## [31] train-error:0.125698
## [32] train-error:0.125698
## [33] train-error:0.111732
## [34] train-error:0.111732
## [35] train-error:0.108939
## [36] train-error:0.103352
## [37] train-error:0.100559
## [38] train-error:0.097765
## [39] train-error:0.106145
## [40] train-error:0.108939
## [41] train-error:0.108939
## [42] train-error:0.103352
## [43] train-error:0.103352
## [44] train-error:0.103352
## [45] train-error:0.097765
## [46] train-error:0.097765
## [47] train-error:0.100559
## [48] train-error:0.094972
## [49] train-error:0.094972
## [50] train-error:0.089385
## [51] train-error:0.089385
## [52] train-error:0.092179
## [53] train-error:0.086592
## [54] train-error:0.089385
## [55] train-error:0.092179
## [56] train-error:0.094972
## [57] train-error:0.097765
## [58] train-error:0.100559
## [59] train-error:0.100559
## [60] train-error:0.100559
## [61] train-error:0.106145
## [62] train-error:0.097765
## [63] train-error:0.094972
## [64] train-error:0.094972
## [65] train-error:0.089385
## [66] train-error:0.086592
## [67] train-error:0.089385
## [68] train-error:0.092179
## [69] train-error:0.094972
## [70] train-error:0.092179
## [71] train-error:0.089385
## [72] train-error:0.089385
## [73] train-error:0.089385
## [74] train-error:0.083799
## [75] train-error:0.089385
## [76] train-error:0.083799
## [77] train-error:0.092179
## [78] train-error:0.089385
## [79] train-error:0.083799
## [80] train-error:0.083799
## [81] train-error:0.097765
## [82] train-error:0.094972
## [83] train-error:0.089385
## [84] train-error:0.086592
## [85] train-error:0.081006
## [86] train-error:0.078212
## [87] train-error:0.078212
## [88] train-error:0.083799
## [89] train-error:0.078212
## [90] train-error:0.086592
## [91] train-error:0.083799
## [92] train-error:0.072626
## [93] train-error:0.078212
## [94] train-error:0.078212
## [95] train-error:0.075419
## [96] train-error:0.075419
## [97] train-error:0.075419
## [98] train-error:0.075419
## [99] train-error:0.078212
## [100]    train-error:0.075419
## [101]    train-error:0.081006
## [102]    train-error:0.075419
## [103]    train-error:0.075419
## [104]    train-error:0.078212
## [105]    train-error:0.075419
## [106]    train-error:0.078212
## [107]    train-error:0.078212
## [108]    train-error:0.083799
## [109]    train-error:0.072626
## [110]    train-error:0.081006
## [111]    train-error:0.069832
## [112]    train-error:0.075419
## [113]    train-error:0.081006
## [114]    train-error:0.075419
## [115]    train-error:0.081006
## [116]    train-error:0.078212
## [117]    train-error:0.072626
## [118]    train-error:0.075419
## [119]    train-error:0.075419
## [120]    train-error:0.075419
## [121]    train-error:0.067039
## [122]    train-error:0.075419
## [123]    train-error:0.072626
## [124]    train-error:0.072626
## [125]    train-error:0.075419
## [126]    train-error:0.078212
## [127]    train-error:0.069832
## [128]    train-error:0.064246
## [129]    train-error:0.061453
## [130]    train-error:0.064246
## [131]    train-error:0.069832
## [132]    train-error:0.069832
## [133]    train-error:0.061453
## [134]    train-error:0.061453
## [135]    train-error:0.067039
## [136]    train-error:0.064246
## [137]    train-error:0.058659
## [138]    train-error:0.064246
## [139]    train-error:0.058659
## [140]    train-error:0.064246
## [141]    train-error:0.064246
## [142]    train-error:0.053073
## [143]    train-error:0.061453
## [144]    train-error:0.061453
## [145]    train-error:0.061453
## [146]    train-error:0.058659
## [147]    train-error:0.055866
## [148]    train-error:0.058659
## [149]    train-error:0.058659
## [150]    train-error:0.058659
## [151]    train-error:0.055866
## [152]    train-error:0.058659
## [153]    train-error:0.058659
## [154]    train-error:0.064246
## [155]    train-error:0.061453
## [156]    train-error:0.064246
## [157]    train-error:0.064246
## [158]    train-error:0.061453
## [159]    train-error:0.061453
## [160]    train-error:0.064246
## [161]    train-error:0.061453
## [162]    train-error:0.061453
## [163]    train-error:0.061453
## [164]    train-error:0.061453
## [165]    train-error:0.064246
## [166]    train-error:0.064246
## [167]    train-error:0.064246
## [168]    train-error:0.064246
## [169]    train-error:0.064246
## [170]    train-error:0.067039
## [171]    train-error:0.067039
## [172]    train-error:0.058659
## [173]    train-error:0.055866
## [174]    train-error:0.061453
## [175]    train-error:0.067039
## [176]    train-error:0.061453
## [177]    train-error:0.058659
## [178]    train-error:0.058659
## [179]    train-error:0.055866
## [180]    train-error:0.058659
## [181]    train-error:0.050279
## [182]    train-error:0.055866
## [183]    train-error:0.055866
## [184]    train-error:0.047486
## [185]    train-error:0.047486
## [186]    train-error:0.047486
## [187]    train-error:0.055866
## [188]    train-error:0.053073
## [189]    train-error:0.055866
## [190]    train-error:0.053073
## [191]    train-error:0.053073
## [192]    train-error:0.053073
## [193]    train-error:0.053073
## [194]    train-error:0.050279
## [195]    train-error:0.050279
## [196]    train-error:0.050279
## [197]    train-error:0.050279
## [198]    train-error:0.044693
## [199]    train-error:0.047486
## [200]    train-error:0.050279
## [201]    train-error:0.047486
## [202]    train-error:0.047486
## [203]    train-error:0.047486
## [204]    train-error:0.047486
## [205]    train-error:0.041899
## [206]    train-error:0.044693
## [207]    train-error:0.044693
## [208]    train-error:0.047486
## [209]    train-error:0.047486
## [210]    train-error:0.044693
## [211]    train-error:0.044693
## [212]    train-error:0.047486
## [213]    train-error:0.044693
## [214]    train-error:0.047486
## [215]    train-error:0.044693
## [216]    train-error:0.047486
## [217]    train-error:0.044693
## [218]    train-error:0.044693
## [219]    train-error:0.050279
## [220]    train-error:0.047486
## [221]    train-error:0.047486
## [222]    train-error:0.047486
## [223]    train-error:0.044693
## [224]    train-error:0.047486
## [225]    train-error:0.047486
## [226]    train-error:0.047486
## [227]    train-error:0.050279
## [228]    train-error:0.047486
## [229]    train-error:0.050279
## [230]    train-error:0.050279
## [231]    train-error:0.047486
## [232]    train-error:0.047486
## [233]    train-error:0.044693
## [234]    train-error:0.047486
## [235]    train-error:0.047486
## [236]    train-error:0.044693
## [237]    train-error:0.041899
## [238]    train-error:0.039106
## [239]    train-error:0.047486
## [240]    train-error:0.050279
## [241]    train-error:0.050279
## [242]    train-error:0.044693
## [243]    train-error:0.044693
## [244]    train-error:0.047486
## [245]    train-error:0.053073
## [246]    train-error:0.047486
## [247]    train-error:0.044693
## [248]    train-error:0.044693
## [249]    train-error:0.044693
## [250]    train-error:0.044693
## [251]    train-error:0.047486
## [252]    train-error:0.047486
## [253]    train-error:0.041899
## [254]    train-error:0.044693
## [255]    train-error:0.047486
## [256]    train-error:0.047486
## [257]    train-error:0.044693
## [258]    train-error:0.044693
## [259]    train-error:0.050279
## [260]    train-error:0.050279
## [261]    train-error:0.047486
## [262]    train-error:0.047486
## [263]    train-error:0.050279
## [264]    train-error:0.050279
## [265]    train-error:0.050279
## [266]    train-error:0.044693
## [267]    train-error:0.047486
## [268]    train-error:0.044693
## [269]    train-error:0.044693
## [270]    train-error:0.047486
## [271]    train-error:0.044693
## [272]    train-error:0.044693
## [273]    train-error:0.044693
## [274]    train-error:0.044693
## [275]    train-error:0.044693
## [276]    train-error:0.044693
## [277]    train-error:0.047486
## [278]    train-error:0.044693
## [279]    train-error:0.041899
## [280]    train-error:0.044693
## [281]    train-error:0.041899
## [282]    train-error:0.041899
## [283]    train-error:0.041899
## [284]    train-error:0.044693
## [285]    train-error:0.039106
## [286]    train-error:0.039106
## [287]    train-error:0.036313
## [288]    train-error:0.039106
## [289]    train-error:0.041899
## [290]    train-error:0.041899
## [291]    train-error:0.044693
## [292]    train-error:0.039106
## [293]    train-error:0.044693
## [294]    train-error:0.044693
## [295]    train-error:0.044693
## [296]    train-error:0.041899
## [297]    train-error:0.041899
## [298]    train-error:0.039106
## [299]    train-error:0.039106
## [300]    train-error:0.039106
## [301]    train-error:0.039106
## [302]    train-error:0.039106
## [303]    train-error:0.039106
## [304]    train-error:0.041899
## [305]    train-error:0.041899
## [306]    train-error:0.039106
## [307]    train-error:0.039106
## [308]    train-error:0.039106
## [309]    train-error:0.041899
## [310]    train-error:0.044693
## [311]    train-error:0.047486
## [312]    train-error:0.041899
## [313]    train-error:0.039106
## [314]    train-error:0.039106
## [315]    train-error:0.036313
## [316]    train-error:0.036313
## [317]    train-error:0.044693
## [318]    train-error:0.044693
## [319]    train-error:0.039106
## [320]    train-error:0.036313
## [321]    train-error:0.039106
## [322]    train-error:0.036313
## [323]    train-error:0.041899
## [324]    train-error:0.039106
## [325]    train-error:0.039106
## [326]    train-error:0.039106
## [327]    train-error:0.039106
## [328]    train-error:0.041899
## [329]    train-error:0.039106
## [330]    train-error:0.041899
## [331]    train-error:0.041899
## [332]    train-error:0.039106
## [333]    train-error:0.039106
## [334]    train-error:0.036313
## [335]    train-error:0.036313
## [336]    train-error:0.036313
## [337]    train-error:0.039106
## [338]    train-error:0.036313
## [339]    train-error:0.030726
## [340]    train-error:0.044693
## [341]    train-error:0.041899
## [342]    train-error:0.041899
## [343]    train-error:0.041899
## [344]    train-error:0.044693
## [345]    train-error:0.039106
## [346]    train-error:0.039106
## [347]    train-error:0.039106
## [348]    train-error:0.041899
## [349]    train-error:0.041899
## [350]    train-error:0.044693
## [351]    train-error:0.036313
## [352]    train-error:0.041899
## [353]    train-error:0.041899
## [354]    train-error:0.041899
## [355]    train-error:0.039106
## [356]    train-error:0.041899
## [357]    train-error:0.033520
## [358]    train-error:0.033520
## [359]    train-error:0.033520
## [360]    train-error:0.036313
## [361]    train-error:0.033520
## [362]    train-error:0.033520
## [363]    train-error:0.030726
## [364]    train-error:0.036313
## [365]    train-error:0.039106
## [366]    train-error:0.036313
## [367]    train-error:0.039106
## [368]    train-error:0.039106
## [369]    train-error:0.036313
## [370]    train-error:0.039106
## [371]    train-error:0.036313
## [372]    train-error:0.036313
## [373]    train-error:0.041899
## [374]    train-error:0.039106
## [375]    train-error:0.039106
## [376]    train-error:0.039106
## [377]    train-error:0.039106
## [378]    train-error:0.039106
## [379]    train-error:0.039106
## [380]    train-error:0.036313
## [381]    train-error:0.036313
## [382]    train-error:0.041899
## [383]    train-error:0.044693
## [384]    train-error:0.041899
## [385]    train-error:0.039106
## [386]    train-error:0.041899
## [387]    train-error:0.041899
## [388]    train-error:0.041899
## [389]    train-error:0.039106
## [390]    train-error:0.041899
## [391]    train-error:0.036313
## [392]    train-error:0.041899
## [393]    train-error:0.044693
## [394]    train-error:0.044693
## [395]    train-error:0.041899
## [396]    train-error:0.039106
## [397]    train-error:0.036313
## [398]    train-error:0.039106
## [399]    train-error:0.039106
## [400]    train-error:0.033520
## [401]    train-error:0.027933
## [402]    train-error:0.027933
## [403]    train-error:0.030726
## [404]    train-error:0.033520
## [405]    train-error:0.030726
## [406]    train-error:0.033520
## [407]    train-error:0.030726
## [408]    train-error:0.030726
## [409]    train-error:0.033520
## [410]    train-error:0.030726
## [411]    train-error:0.033520
## [412]    train-error:0.030726
## [413]    train-error:0.030726
## [414]    train-error:0.036313
## [415]    train-error:0.036313
## [416]    train-error:0.036313
## [417]    train-error:0.036313
## [418]    train-error:0.036313
## [419]    train-error:0.044693
## [420]    train-error:0.041899
## [421]    train-error:0.039106
## [422]    train-error:0.041899
## [423]    train-error:0.036313
## [424]    train-error:0.033520
## [425]    train-error:0.039106
## [426]    train-error:0.039106
## [427]    train-error:0.036313
## [428]    train-error:0.033520
## [429]    train-error:0.036313
## [430]    train-error:0.036313
## [431]    train-error:0.033520
## [432]    train-error:0.039106
## [433]    train-error:0.039106
## [434]    train-error:0.033520
## [435]    train-error:0.036313
## [436]    train-error:0.033520
## [437]    train-error:0.033520
## [438]    train-error:0.033520
## [439]    train-error:0.036313
## [440]    train-error:0.030726
## [441]    train-error:0.033520
## [442]    train-error:0.036313
## [443]    train-error:0.030726
## [444]    train-error:0.030726
## [445]    train-error:0.033520
## [446]    train-error:0.033520
## [447]    train-error:0.033520
## [448]    train-error:0.033520
## [449]    train-error:0.030726
## [450]    train-error:0.030726
## [451]    train-error:0.027933
## [452]    train-error:0.027933
## [453]    train-error:0.033520
## [454]    train-error:0.033520
## [455]    train-error:0.033520
## [456]    train-error:0.030726
## [457]    train-error:0.030726
## [458]    train-error:0.033520
## [459]    train-error:0.033520
## [460]    train-error:0.027933
## [461]    train-error:0.027933
## [462]    train-error:0.030726
## [463]    train-error:0.033520
## [464]    train-error:0.030726
## [465]    train-error:0.033520
## [466]    train-error:0.033520
## [467]    train-error:0.033520
## [468]    train-error:0.033520
## [469]    train-error:0.027933
## [470]    train-error:0.027933
## [471]    train-error:0.030726
## [472]    train-error:0.030726
## [473]    train-error:0.030726
## [474]    train-error:0.027933
## [475]    train-error:0.027933
## [476]    train-error:0.027933
## [477]    train-error:0.025140
## [478]    train-error:0.033520
## [479]    train-error:0.030726
## [480]    train-error:0.027933
## [481]    train-error:0.027933
## [482]    train-error:0.030726
## [483]    train-error:0.033520
## [484]    train-error:0.033520
## [485]    train-error:0.033520
## [486]    train-error:0.030726
## [487]    train-error:0.030726
## [488]    train-error:0.033520
## [489]    train-error:0.030726
## [490]    train-error:0.030726
## [491]    train-error:0.030726
## [492]    train-error:0.030726
## [493]    train-error:0.027933
## [494]    train-error:0.027933
## [495]    train-error:0.030726
## [496]    train-error:0.027933
## [497]    train-error:0.030726
## [498]    train-error:0.030726
## [499]    train-error:0.027933
## [500]    train-error:0.033520
## [501]    train-error:0.030726
## [502]    train-error:0.030726
## [503]    train-error:0.027933
## [504]    train-error:0.030726
## [505]    train-error:0.033520
## [506]    train-error:0.033520
## [507]    train-error:0.033520
## [508]    train-error:0.030726
## [509]    train-error:0.033520
## [510]    train-error:0.036313
## [511]    train-error:0.033520
## [512]    train-error:0.036313
## [513]    train-error:0.036313
## [514]    train-error:0.030726
## [515]    train-error:0.036313
## [516]    train-error:0.027933
## [517]    train-error:0.027933
## [518]    train-error:0.027933
## [519]    train-error:0.025140
## [520]    train-error:0.025140
## [521]    train-error:0.025140
## [0]  train-error:0.187675
## [1]  train-error:0.179272
## [2]  train-error:0.165266
## [3]  train-error:0.165266
## [4]  train-error:0.137255
## [5]  train-error:0.123249
## [6]  train-error:0.123249
## [7]  train-error:0.131653
## [8]  train-error:0.112045
## [9]  train-error:0.112045
## [10] train-error:0.117647
## [11] train-error:0.120448
## [12] train-error:0.120448
## [13] train-error:0.109244
## [14] train-error:0.112045
## [15] train-error:0.114846
## [16] train-error:0.112045
## [17] train-error:0.109244
## [18] train-error:0.106443
## [19] train-error:0.098039
## [20] train-error:0.100840
## [21] train-error:0.106443
## [22] train-error:0.100840
## [23] train-error:0.100840
## [24] train-error:0.098039
## [25] train-error:0.095238
## [26] train-error:0.098039
## [27] train-error:0.098039
## [28] train-error:0.103641
## [29] train-error:0.100840
## [30] train-error:0.092437
## [31] train-error:0.100840
## [32] train-error:0.092437
## [33] train-error:0.089636
## [34] train-error:0.086835
## [35] train-error:0.084034
## [36] train-error:0.089636
## [37] train-error:0.089636
## [38] train-error:0.086835
## [39] train-error:0.081232
## [40] train-error:0.086835
## [41] train-error:0.084034
## [42] train-error:0.089636
## [43] train-error:0.089636
## [44] train-error:0.092437
## [45] train-error:0.092437
## [46] train-error:0.089636
## [47] train-error:0.075630
## [48] train-error:0.078431
## [49] train-error:0.081232
## [50] train-error:0.084034
## [51] train-error:0.081232
## [52] train-error:0.084034
## [53] train-error:0.084034
## [54] train-error:0.084034
## [55] train-error:0.084034
## [56] train-error:0.081232
## [57] train-error:0.081232
## [58] train-error:0.078431
## [59] train-error:0.084034
## [60] train-error:0.084034
## [61] train-error:0.078431
## [62] train-error:0.081232
## [63] train-error:0.078431
## [64] train-error:0.078431
## [65] train-error:0.078431
## [66] train-error:0.072829
## [67] train-error:0.075630
## [68] train-error:0.078431
## [69] train-error:0.075630
## [70] train-error:0.081232
## [71] train-error:0.075630
## [72] train-error:0.075630
## [73] train-error:0.075630
## [74] train-error:0.075630
## [75] train-error:0.072829
## [76] train-error:0.070028
## [77] train-error:0.072829
## [78] train-error:0.067227
## [79] train-error:0.075630
## [80] train-error:0.070028
## [81] train-error:0.070028
## [82] train-error:0.070028
## [83] train-error:0.067227
## [84] train-error:0.067227
## [85] train-error:0.064426
## [86] train-error:0.064426
## [87] train-error:0.072829
## [88] train-error:0.070028
## [89] train-error:0.067227
## [90] train-error:0.070028
## [91] train-error:0.067227
## [92] train-error:0.070028
## [93] train-error:0.067227
## [94] train-error:0.067227
## [95] train-error:0.067227
## [96] train-error:0.064426
## [97] train-error:0.067227
## [98] train-error:0.067227
## [99] train-error:0.072829
## [100]    train-error:0.072829
## [101]    train-error:0.058824
## [102]    train-error:0.058824
## [103]    train-error:0.064426
## [104]    train-error:0.061625
## [105]    train-error:0.064426
## [106]    train-error:0.067227
## [107]    train-error:0.061625
## [108]    train-error:0.064426
## [109]    train-error:0.058824
## [110]    train-error:0.058824
## [111]    train-error:0.058824
## [112]    train-error:0.058824
## [113]    train-error:0.061625
## [114]    train-error:0.061625
## [115]    train-error:0.061625
## [116]    train-error:0.061625
## [117]    train-error:0.053221
## [118]    train-error:0.058824
## [119]    train-error:0.058824
## [120]    train-error:0.058824
## [121]    train-error:0.058824
## [122]    train-error:0.053221
## [123]    train-error:0.058824
## [124]    train-error:0.050420
## [125]    train-error:0.044818
## [126]    train-error:0.047619
## [127]    train-error:0.053221
## [128]    train-error:0.053221
## [129]    train-error:0.058824
## [130]    train-error:0.056022
## [131]    train-error:0.053221
## [132]    train-error:0.056022
## [133]    train-error:0.050420
## [134]    train-error:0.047619
## [135]    train-error:0.047619
## [136]    train-error:0.047619
## [137]    train-error:0.053221
## [138]    train-error:0.050420
## [139]    train-error:0.053221
## [140]    train-error:0.056022
## [141]    train-error:0.058824
## [142]    train-error:0.053221
## [143]    train-error:0.053221
## [144]    train-error:0.056022
## [145]    train-error:0.044818
## [146]    train-error:0.047619
## [147]    train-error:0.056022
## [148]    train-error:0.058824
## [149]    train-error:0.053221
## [150]    train-error:0.044818
## [151]    train-error:0.042017
## [152]    train-error:0.044818
## [153]    train-error:0.056022
## [154]    train-error:0.044818
## [155]    train-error:0.039216
## [156]    train-error:0.044818
## [157]    train-error:0.047619
## [158]    train-error:0.042017
## [159]    train-error:0.042017
## [160]    train-error:0.039216
## [161]    train-error:0.039216
## [162]    train-error:0.044818
## [163]    train-error:0.042017
## [164]    train-error:0.039216
## [165]    train-error:0.039216
## [166]    train-error:0.039216
## [167]    train-error:0.036415
## [168]    train-error:0.042017
## [169]    train-error:0.042017
## [170]    train-error:0.044818
## [171]    train-error:0.044818
## [172]    train-error:0.044818
## [173]    train-error:0.042017
## [174]    train-error:0.042017
## [175]    train-error:0.042017
## [176]    train-error:0.042017
## [177]    train-error:0.039216
## [178]    train-error:0.036415
## [179]    train-error:0.036415
## [180]    train-error:0.042017
## [181]    train-error:0.047619
## [182]    train-error:0.042017
## [183]    train-error:0.047619
## [184]    train-error:0.050420
## [185]    train-error:0.044818
## [186]    train-error:0.050420
## [187]    train-error:0.047619
## [188]    train-error:0.047619
## [189]    train-error:0.047619
## [190]    train-error:0.050420
## [191]    train-error:0.047619
## [192]    train-error:0.050420
## [193]    train-error:0.053221
## [194]    train-error:0.047619
## [195]    train-error:0.050420
## [196]    train-error:0.053221
## [197]    train-error:0.050420
## [198]    train-error:0.050420
## [199]    train-error:0.050420
## [200]    train-error:0.047619
## [201]    train-error:0.050420
## [202]    train-error:0.047619
## [203]    train-error:0.047619
## [204]    train-error:0.044818
## [205]    train-error:0.042017
## [206]    train-error:0.047619
## [207]    train-error:0.047619
## [208]    train-error:0.047619
## [209]    train-error:0.047619
## [210]    train-error:0.047619
## [211]    train-error:0.047619
## [212]    train-error:0.050420
## [213]    train-error:0.044818
## [214]    train-error:0.042017
## [215]    train-error:0.042017
## [216]    train-error:0.042017
## [217]    train-error:0.042017
## [218]    train-error:0.042017
## [219]    train-error:0.042017
## [220]    train-error:0.044818
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.039216
## [224]    train-error:0.044818
## [225]    train-error:0.044818
## [226]    train-error:0.042017
## [227]    train-error:0.039216
## [228]    train-error:0.039216
## [229]    train-error:0.039216
## [230]    train-error:0.039216
## [231]    train-error:0.039216
## [232]    train-error:0.042017
## [233]    train-error:0.042017
## [234]    train-error:0.042017
## [235]    train-error:0.039216
## [236]    train-error:0.047619
## [237]    train-error:0.042017
## [238]    train-error:0.042017
## [239]    train-error:0.036415
## [240]    train-error:0.039216
## [241]    train-error:0.044818
## [242]    train-error:0.039216
## [243]    train-error:0.044818
## [244]    train-error:0.042017
## [245]    train-error:0.036415
## [246]    train-error:0.039216
## [247]    train-error:0.039216
## [248]    train-error:0.039216
## [249]    train-error:0.036415
## [250]    train-error:0.042017
## [251]    train-error:0.039216
## [252]    train-error:0.039216
## [253]    train-error:0.042017
## [254]    train-error:0.042017
## [255]    train-error:0.042017
## [256]    train-error:0.042017
## [257]    train-error:0.042017
## [258]    train-error:0.050420
## [259]    train-error:0.042017
## [260]    train-error:0.042017
## [261]    train-error:0.042017
## [262]    train-error:0.044818
## [263]    train-error:0.042017
## [264]    train-error:0.039216
## [265]    train-error:0.039216
## [266]    train-error:0.039216
## [267]    train-error:0.039216
## [268]    train-error:0.036415
## [269]    train-error:0.039216
## [270]    train-error:0.039216
## [271]    train-error:0.039216
## [272]    train-error:0.042017
## [273]    train-error:0.042017
## [274]    train-error:0.042017
## [275]    train-error:0.042017
## [276]    train-error:0.042017
## [277]    train-error:0.044818
## [278]    train-error:0.042017
## [279]    train-error:0.042017
## [280]    train-error:0.039216
## [281]    train-error:0.039216
## [282]    train-error:0.039216
## [283]    train-error:0.039216
## [284]    train-error:0.036415
## [285]    train-error:0.033613
## [286]    train-error:0.036415
## [287]    train-error:0.039216
## [288]    train-error:0.036415
## [289]    train-error:0.039216
## [290]    train-error:0.039216
## [291]    train-error:0.042017
## [292]    train-error:0.042017
## [293]    train-error:0.039216
## [294]    train-error:0.039216
## [295]    train-error:0.039216
## [296]    train-error:0.039216
## [297]    train-error:0.039216
## [298]    train-error:0.039216
## [299]    train-error:0.039216
## [300]    train-error:0.039216
## [301]    train-error:0.036415
## [302]    train-error:0.036415
## [303]    train-error:0.036415
## [304]    train-error:0.030812
## [305]    train-error:0.030812
## [306]    train-error:0.033613
## [307]    train-error:0.033613
## [308]    train-error:0.036415
## [309]    train-error:0.042017
## [310]    train-error:0.039216
## [311]    train-error:0.036415
## [312]    train-error:0.028011
## [313]    train-error:0.030812
## [314]    train-error:0.036415
## [315]    train-error:0.039216
## [316]    train-error:0.033613
## [317]    train-error:0.030812
## [318]    train-error:0.039216
## [319]    train-error:0.039216
## [320]    train-error:0.036415
## [321]    train-error:0.036415
## [322]    train-error:0.039216
## [323]    train-error:0.042017
## [324]    train-error:0.044818
## [325]    train-error:0.039216
## [326]    train-error:0.036415
## [327]    train-error:0.036415
## [328]    train-error:0.039216
## [329]    train-error:0.039216
## [330]    train-error:0.036415
## [331]    train-error:0.036415
## [332]    train-error:0.033613
## [333]    train-error:0.036415
## [334]    train-error:0.039216
## [335]    train-error:0.036415
## [336]    train-error:0.033613
## [337]    train-error:0.036415
## [338]    train-error:0.030812
## [339]    train-error:0.033613
## [340]    train-error:0.033613
## [341]    train-error:0.030812
## [342]    train-error:0.030812
## [343]    train-error:0.033613
## [344]    train-error:0.030812
## [345]    train-error:0.036415
## [346]    train-error:0.033613
## [347]    train-error:0.033613
## [348]    train-error:0.033613
## [349]    train-error:0.030812
## [350]    train-error:0.033613
## [351]    train-error:0.033613
## [352]    train-error:0.033613
## [353]    train-error:0.028011
## [354]    train-error:0.030812
## [355]    train-error:0.033613
## [356]    train-error:0.033613
## [357]    train-error:0.033613
## [358]    train-error:0.028011
## [359]    train-error:0.033613
## [360]    train-error:0.033613
## [361]    train-error:0.033613
## [362]    train-error:0.033613
## [363]    train-error:0.033613
## [364]    train-error:0.030812
## [365]    train-error:0.033613
## [366]    train-error:0.033613
## [367]    train-error:0.033613
## [368]    train-error:0.033613
## [369]    train-error:0.033613
## [370]    train-error:0.030812
## [371]    train-error:0.036415
## [372]    train-error:0.033613
## [373]    train-error:0.033613
## [374]    train-error:0.033613
## [375]    train-error:0.036415
## [376]    train-error:0.036415
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.039216
## [380]    train-error:0.036415
## [381]    train-error:0.036415
## [382]    train-error:0.036415
## [383]    train-error:0.033613
## [384]    train-error:0.033613
## [385]    train-error:0.039216
## [386]    train-error:0.036415
## [387]    train-error:0.030812
## [388]    train-error:0.033613
## [389]    train-error:0.036415
## [390]    train-error:0.036415
## [391]    train-error:0.033613
## [392]    train-error:0.030812
## [393]    train-error:0.036415
## [394]    train-error:0.042017
## [395]    train-error:0.042017
## [396]    train-error:0.036415
## [397]    train-error:0.036415
## [398]    train-error:0.036415
## [399]    train-error:0.042017
## [400]    train-error:0.039216
## [401]    train-error:0.036415
## [402]    train-error:0.036415
## [403]    train-error:0.039216
## [404]    train-error:0.033613
## [405]    train-error:0.036415
## [406]    train-error:0.033613
## [407]    train-error:0.036415
## [408]    train-error:0.033613
## [409]    train-error:0.036415
## [410]    train-error:0.033613
## [411]    train-error:0.033613
## [412]    train-error:0.030812
## [413]    train-error:0.036415
## [414]    train-error:0.030812
## [415]    train-error:0.030812
## [416]    train-error:0.030812
## [417]    train-error:0.033613
## [418]    train-error:0.036415
## [419]    train-error:0.033613
## [420]    train-error:0.033613
## [421]    train-error:0.033613
## [422]    train-error:0.036415
## [423]    train-error:0.039216
## [424]    train-error:0.039216
## [425]    train-error:0.036415
## [426]    train-error:0.033613
## [427]    train-error:0.033613
## [428]    train-error:0.033613
## [429]    train-error:0.033613
## [430]    train-error:0.030812
## [431]    train-error:0.033613
## [432]    train-error:0.033613
## [433]    train-error:0.033613
## [434]    train-error:0.033613
## [435]    train-error:0.033613
## [436]    train-error:0.033613
## [437]    train-error:0.033613
## [438]    train-error:0.033613
## [439]    train-error:0.033613
## [440]    train-error:0.036415
## [441]    train-error:0.036415
## [442]    train-error:0.033613
## [443]    train-error:0.036415
## [444]    train-error:0.033613
## [445]    train-error:0.030812
## [446]    train-error:0.030812
## [447]    train-error:0.033613
## [448]    train-error:0.030812
## [449]    train-error:0.030812
## [450]    train-error:0.030812
## [451]    train-error:0.030812
## [452]    train-error:0.030812
## [453]    train-error:0.030812
## [454]    train-error:0.030812
## [455]    train-error:0.030812
## [456]    train-error:0.033613
## [457]    train-error:0.033613
## [458]    train-error:0.033613
## [459]    train-error:0.028011
## [460]    train-error:0.030812
## [461]    train-error:0.030812
## [462]    train-error:0.030812
## [463]    train-error:0.028011
## [464]    train-error:0.030812
## [465]    train-error:0.028011
## [466]    train-error:0.025210
## [467]    train-error:0.028011
## [468]    train-error:0.033613
## [469]    train-error:0.030812
## [470]    train-error:0.028011
## [471]    train-error:0.028011
## [472]    train-error:0.030812
## [473]    train-error:0.030812
## [474]    train-error:0.030812
## [475]    train-error:0.033613
## [476]    train-error:0.033613
## [477]    train-error:0.036415
## [478]    train-error:0.036415
## [479]    train-error:0.036415
## [480]    train-error:0.033613
## [481]    train-error:0.036415
## [482]    train-error:0.036415
## [483]    train-error:0.030812
## [484]    train-error:0.030812
## [485]    train-error:0.030812
## [486]    train-error:0.030812
## [487]    train-error:0.033613
## [488]    train-error:0.033613
## [489]    train-error:0.033613
## [490]    train-error:0.030812
## [491]    train-error:0.033613
## [492]    train-error:0.033613
## [493]    train-error:0.033613
## [494]    train-error:0.033613
## [495]    train-error:0.030812
## [496]    train-error:0.030812
## [497]    train-error:0.033613
## [498]    train-error:0.028011
## [499]    train-error:0.030812
## [500]    train-error:0.028011
## [501]    train-error:0.028011
## [502]    train-error:0.028011
## [503]    train-error:0.028011
## [504]    train-error:0.030812
## [505]    train-error:0.033613
## [506]    train-error:0.030812
## [507]    train-error:0.028011
## [508]    train-error:0.028011
## [509]    train-error:0.028011
## [510]    train-error:0.030812
## [511]    train-error:0.033613
## [512]    train-error:0.028011
## [513]    train-error:0.030812
## [514]    train-error:0.033613
## [515]    train-error:0.028011
## [516]    train-error:0.028011
## [517]    train-error:0.025210
## [518]    train-error:0.033613
## [519]    train-error:0.033613
## [520]    train-error:0.033613
## [521]    train-error:0.030812
## [0]  train-error:0.204482
## [1]  train-error:0.179272
## [2]  train-error:0.184874
## [3]  train-error:0.170868
## [4]  train-error:0.154062
## [5]  train-error:0.148459
## [6]  train-error:0.137255
## [7]  train-error:0.145658
## [8]  train-error:0.137255
## [9]  train-error:0.134454
## [10] train-error:0.140056
## [11] train-error:0.134454
## [12] train-error:0.126050
## [13] train-error:0.123249
## [14] train-error:0.117647
## [15] train-error:0.120448
## [16] train-error:0.120448
## [17] train-error:0.117647
## [18] train-error:0.103641
## [19] train-error:0.112045
## [20] train-error:0.128852
## [21] train-error:0.128852
## [22] train-error:0.114846
## [23] train-error:0.103641
## [24] train-error:0.106443
## [25] train-error:0.106443
## [26] train-error:0.109244
## [27] train-error:0.100840
## [28] train-error:0.103641
## [29] train-error:0.100840
## [30] train-error:0.103641
## [31] train-error:0.100840
## [32] train-error:0.095238
## [33] train-error:0.092437
## [34] train-error:0.098039
## [35] train-error:0.098039
## [36] train-error:0.095238
## [37] train-error:0.084034
## [38] train-error:0.092437
## [39] train-error:0.092437
## [40] train-error:0.100840
## [41] train-error:0.098039
## [42] train-error:0.092437
## [43] train-error:0.095238
## [44] train-error:0.089636
## [45] train-error:0.095238
## [46] train-error:0.084034
## [47] train-error:0.078431
## [48] train-error:0.081232
## [49] train-error:0.081232
## [50] train-error:0.084034
## [51] train-error:0.084034
## [52] train-error:0.084034
## [53] train-error:0.089636
## [54] train-error:0.086835
## [55] train-error:0.084034
## [56] train-error:0.075630
## [57] train-error:0.081232
## [58] train-error:0.072829
## [59] train-error:0.081232
## [60] train-error:0.072829
## [61] train-error:0.072829
## [62] train-error:0.078431
## [63] train-error:0.075630
## [64] train-error:0.078431
## [65] train-error:0.078431
## [66] train-error:0.072829
## [67] train-error:0.081232
## [68] train-error:0.072829
## [69] train-error:0.075630
## [70] train-error:0.078431
## [71] train-error:0.078431
## [72] train-error:0.081232
## [73] train-error:0.075630
## [74] train-error:0.072829
## [75] train-error:0.075630
## [76] train-error:0.078431
## [77] train-error:0.075630
## [78] train-error:0.067227
## [79] train-error:0.064426
## [80] train-error:0.070028
## [81] train-error:0.067227
## [82] train-error:0.067227
## [83] train-error:0.064426
## [84] train-error:0.067227
## [85] train-error:0.070028
## [86] train-error:0.067227
## [87] train-error:0.058824
## [88] train-error:0.067227
## [89] train-error:0.067227
## [90] train-error:0.070028
## [91] train-error:0.067227
## [92] train-error:0.070028
## [93] train-error:0.061625
## [94] train-error:0.072829
## [95] train-error:0.067227
## [96] train-error:0.070028
## [97] train-error:0.075630
## [98] train-error:0.067227
## [99] train-error:0.064426
## [100]    train-error:0.072829
## [101]    train-error:0.064426
## [102]    train-error:0.064426
## [103]    train-error:0.070028
## [104]    train-error:0.070028
## [105]    train-error:0.067227
## [106]    train-error:0.067227
## [107]    train-error:0.064426
## [108]    train-error:0.064426
## [109]    train-error:0.070028
## [110]    train-error:0.072829
## [111]    train-error:0.070028
## [112]    train-error:0.070028
## [113]    train-error:0.070028
## [114]    train-error:0.067227
## [115]    train-error:0.070028
## [116]    train-error:0.070028
## [117]    train-error:0.064426
## [118]    train-error:0.061625
## [119]    train-error:0.064426
## [120]    train-error:0.064426
## [121]    train-error:0.061625
## [122]    train-error:0.067227
## [123]    train-error:0.064426
## [124]    train-error:0.064426
## [125]    train-error:0.067227
## [126]    train-error:0.067227
## [127]    train-error:0.064426
## [128]    train-error:0.064426
## [129]    train-error:0.064426
## [130]    train-error:0.067227
## [131]    train-error:0.061625
## [132]    train-error:0.061625
## [133]    train-error:0.064426
## [134]    train-error:0.067227
## [135]    train-error:0.061625
## [136]    train-error:0.058824
## [137]    train-error:0.061625
## [138]    train-error:0.058824
## [139]    train-error:0.061625
## [140]    train-error:0.058824
## [141]    train-error:0.064426
## [142]    train-error:0.067227
## [143]    train-error:0.061625
## [144]    train-error:0.056022
## [145]    train-error:0.061625
## [146]    train-error:0.047619
## [147]    train-error:0.056022
## [148]    train-error:0.056022
## [149]    train-error:0.064426
## [150]    train-error:0.056022
## [151]    train-error:0.056022
## [152]    train-error:0.058824
## [153]    train-error:0.061625
## [154]    train-error:0.061625
## [155]    train-error:0.064426
## [156]    train-error:0.064426
## [157]    train-error:0.067227
## [158]    train-error:0.064426
## [159]    train-error:0.061625
## [160]    train-error:0.058824
## [161]    train-error:0.061625
## [162]    train-error:0.058824
## [163]    train-error:0.061625
## [164]    train-error:0.058824
## [165]    train-error:0.061625
## [166]    train-error:0.064426
## [167]    train-error:0.064426
## [168]    train-error:0.064426
## [169]    train-error:0.061625
## [170]    train-error:0.061625
## [171]    train-error:0.064426
## [172]    train-error:0.061625
## [173]    train-error:0.061625
## [174]    train-error:0.058824
## [175]    train-error:0.058824
## [176]    train-error:0.056022
## [177]    train-error:0.056022
## [178]    train-error:0.061625
## [179]    train-error:0.064426
## [180]    train-error:0.064426
## [181]    train-error:0.053221
## [182]    train-error:0.058824
## [183]    train-error:0.050420
## [184]    train-error:0.050420
## [185]    train-error:0.056022
## [186]    train-error:0.056022
## [187]    train-error:0.044818
## [188]    train-error:0.053221
## [189]    train-error:0.050420
## [190]    train-error:0.050420
## [191]    train-error:0.053221
## [192]    train-error:0.053221
## [193]    train-error:0.058824
## [194]    train-error:0.050420
## [195]    train-error:0.050420
## [196]    train-error:0.050420
## [197]    train-error:0.047619
## [198]    train-error:0.050420
## [199]    train-error:0.044818
## [200]    train-error:0.050420
## [201]    train-error:0.053221
## [202]    train-error:0.047619
## [203]    train-error:0.058824
## [204]    train-error:0.058824
## [205]    train-error:0.058824
## [206]    train-error:0.058824
## [207]    train-error:0.056022
## [208]    train-error:0.050420
## [209]    train-error:0.050420
## [210]    train-error:0.047619
## [211]    train-error:0.050420
## [212]    train-error:0.050420
## [213]    train-error:0.053221
## [214]    train-error:0.042017
## [215]    train-error:0.042017
## [216]    train-error:0.042017
## [217]    train-error:0.044818
## [218]    train-error:0.047619
## [219]    train-error:0.047619
## [220]    train-error:0.050420
## [221]    train-error:0.047619
## [222]    train-error:0.053221
## [223]    train-error:0.050420
## [224]    train-error:0.047619
## [225]    train-error:0.047619
## [226]    train-error:0.044818
## [227]    train-error:0.050420
## [228]    train-error:0.042017
## [229]    train-error:0.047619
## [230]    train-error:0.033613
## [231]    train-error:0.039216
## [232]    train-error:0.039216
## [233]    train-error:0.050420
## [234]    train-error:0.047619
## [235]    train-error:0.042017
## [236]    train-error:0.039216
## [237]    train-error:0.044818
## [238]    train-error:0.042017
## [239]    train-error:0.044818
## [240]    train-error:0.047619
## [241]    train-error:0.047619
## [242]    train-error:0.050420
## [243]    train-error:0.044818
## [244]    train-error:0.053221
## [245]    train-error:0.047619
## [246]    train-error:0.036415
## [247]    train-error:0.042017
## [248]    train-error:0.039216
## [249]    train-error:0.039216
## [250]    train-error:0.039216
## [251]    train-error:0.036415
## [252]    train-error:0.036415
## [253]    train-error:0.039216
## [254]    train-error:0.042017
## [255]    train-error:0.044818
## [256]    train-error:0.044818
## [257]    train-error:0.044818
## [258]    train-error:0.044818
## [259]    train-error:0.047619
## [260]    train-error:0.047619
## [261]    train-error:0.053221
## [262]    train-error:0.042017
## [263]    train-error:0.039216
## [264]    train-error:0.044818
## [265]    train-error:0.044818
## [266]    train-error:0.047619
## [267]    train-error:0.047619
## [268]    train-error:0.047619
## [269]    train-error:0.047619
## [270]    train-error:0.047619
## [271]    train-error:0.047619
## [272]    train-error:0.050420
## [273]    train-error:0.050420
## [274]    train-error:0.036415
## [275]    train-error:0.036415
## [276]    train-error:0.039216
## [277]    train-error:0.036415
## [278]    train-error:0.033613
## [279]    train-error:0.033613
## [280]    train-error:0.036415
## [281]    train-error:0.042017
## [282]    train-error:0.036415
## [283]    train-error:0.036415
## [284]    train-error:0.042017
## [285]    train-error:0.042017
## [286]    train-error:0.039216
## [287]    train-error:0.039216
## [288]    train-error:0.042017
## [289]    train-error:0.042017
## [290]    train-error:0.039216
## [291]    train-error:0.036415
## [292]    train-error:0.047619
## [293]    train-error:0.042017
## [294]    train-error:0.044818
## [295]    train-error:0.042017
## [296]    train-error:0.042017
## [297]    train-error:0.044818
## [298]    train-error:0.039216
## [299]    train-error:0.042017
## [300]    train-error:0.047619
## [301]    train-error:0.044818
## [302]    train-error:0.044818
## [303]    train-error:0.044818
## [304]    train-error:0.044818
## [305]    train-error:0.042017
## [306]    train-error:0.042017
## [307]    train-error:0.044818
## [308]    train-error:0.036415
## [309]    train-error:0.036415
## [310]    train-error:0.042017
## [311]    train-error:0.042017
## [312]    train-error:0.039216
## [313]    train-error:0.039216
## [314]    train-error:0.047619
## [315]    train-error:0.047619
## [316]    train-error:0.044818
## [317]    train-error:0.044818
## [318]    train-error:0.039216
## [319]    train-error:0.036415
## [320]    train-error:0.039216
## [321]    train-error:0.033613
## [322]    train-error:0.033613
## [323]    train-error:0.033613
## [324]    train-error:0.033613
## [325]    train-error:0.033613
## [326]    train-error:0.033613
## [327]    train-error:0.033613
## [328]    train-error:0.036415
## [329]    train-error:0.042017
## [330]    train-error:0.044818
## [331]    train-error:0.042017
## [332]    train-error:0.039216
## [333]    train-error:0.036415
## [334]    train-error:0.039216
## [335]    train-error:0.033613
## [336]    train-error:0.033613
## [337]    train-error:0.033613
## [338]    train-error:0.036415
## [339]    train-error:0.039216
## [340]    train-error:0.042017
## [341]    train-error:0.039216
## [342]    train-error:0.036415
## [343]    train-error:0.036415
## [344]    train-error:0.044818
## [345]    train-error:0.047619
## [346]    train-error:0.036415
## [347]    train-error:0.039216
## [348]    train-error:0.033613
## [349]    train-error:0.044818
## [350]    train-error:0.039216
## [351]    train-error:0.039216
## [352]    train-error:0.039216
## [353]    train-error:0.044818
## [354]    train-error:0.042017
## [355]    train-error:0.036415
## [356]    train-error:0.039216
## [357]    train-error:0.042017
## [358]    train-error:0.047619
## [359]    train-error:0.047619
## [360]    train-error:0.044818
## [361]    train-error:0.039216
## [362]    train-error:0.039216
## [363]    train-error:0.044818
## [364]    train-error:0.047619
## [365]    train-error:0.042017
## [366]    train-error:0.039216
## [367]    train-error:0.039216
## [368]    train-error:0.036415
## [369]    train-error:0.039216
## [370]    train-error:0.042017
## [371]    train-error:0.047619
## [372]    train-error:0.042017
## [373]    train-error:0.044818
## [374]    train-error:0.039216
## [375]    train-error:0.042017
## [376]    train-error:0.047619
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.042017
## [380]    train-error:0.039216
## [381]    train-error:0.039216
## [382]    train-error:0.036415
## [383]    train-error:0.042017
## [384]    train-error:0.044818
## [385]    train-error:0.039216
## [386]    train-error:0.036415
## [387]    train-error:0.036415
## [388]    train-error:0.033613
## [389]    train-error:0.033613
## [390]    train-error:0.033613
## [391]    train-error:0.036415
## [392]    train-error:0.042017
## [393]    train-error:0.036415
## [394]    train-error:0.036415
## [395]    train-error:0.036415
## [396]    train-error:0.044818
## [397]    train-error:0.044818
## [398]    train-error:0.047619
## [399]    train-error:0.044818
## [400]    train-error:0.042017
## [401]    train-error:0.039216
## [402]    train-error:0.039216
## [403]    train-error:0.042017
## [404]    train-error:0.042017
## [405]    train-error:0.039216
## [406]    train-error:0.042017
## [407]    train-error:0.039216
## [408]    train-error:0.042017
## [409]    train-error:0.042017
## [410]    train-error:0.042017
## [411]    train-error:0.042017
## [412]    train-error:0.044818
## [413]    train-error:0.044818
## [414]    train-error:0.042017
## [415]    train-error:0.042017
## [416]    train-error:0.039216
## [417]    train-error:0.039216
## [418]    train-error:0.042017
## [419]    train-error:0.039216
## [420]    train-error:0.042017
## [421]    train-error:0.042017
## [422]    train-error:0.039216
## [423]    train-error:0.036415
## [424]    train-error:0.036415
## [425]    train-error:0.036415
## [426]    train-error:0.042017
## [427]    train-error:0.047619
## [428]    train-error:0.039216
## [429]    train-error:0.036415
## [430]    train-error:0.039216
## [431]    train-error:0.039216
## [432]    train-error:0.042017
## [433]    train-error:0.042017
## [434]    train-error:0.042017
## [435]    train-error:0.042017
## [436]    train-error:0.042017
## [437]    train-error:0.039216
## [438]    train-error:0.044818
## [439]    train-error:0.039216
## [440]    train-error:0.039216
## [441]    train-error:0.039216
## [442]    train-error:0.036415
## [443]    train-error:0.042017
## [444]    train-error:0.028011
## [445]    train-error:0.036415
## [446]    train-error:0.033613
## [447]    train-error:0.042017
## [448]    train-error:0.033613
## [449]    train-error:0.033613
## [450]    train-error:0.036415
## [451]    train-error:0.039216
## [452]    train-error:0.036415
## [453]    train-error:0.036415
## [454]    train-error:0.039216
## [455]    train-error:0.039216
## [456]    train-error:0.039216
## [457]    train-error:0.042017
## [458]    train-error:0.039216
## [459]    train-error:0.042017
## [460]    train-error:0.039216
## [461]    train-error:0.039216
## [462]    train-error:0.044818
## [463]    train-error:0.044818
## [464]    train-error:0.042017
## [465]    train-error:0.044818
## [466]    train-error:0.044818
## [467]    train-error:0.042017
## [468]    train-error:0.042017
## [469]    train-error:0.042017
## [470]    train-error:0.042017
## [471]    train-error:0.039216
## [472]    train-error:0.042017
## [473]    train-error:0.042017
## [474]    train-error:0.044818
## [475]    train-error:0.039216
## [476]    train-error:0.042017
## [477]    train-error:0.044818
## [478]    train-error:0.044818
## [479]    train-error:0.044818
## [480]    train-error:0.042017
## [481]    train-error:0.044818
## [482]    train-error:0.044818
## [483]    train-error:0.042017
## [484]    train-error:0.042017
## [485]    train-error:0.042017
## [486]    train-error:0.036415
## [487]    train-error:0.039216
## [488]    train-error:0.036415
## [489]    train-error:0.042017
## [490]    train-error:0.036415
## [491]    train-error:0.033613
## [492]    train-error:0.039216
## [493]    train-error:0.047619
## [494]    train-error:0.042017
## [495]    train-error:0.039216
## [496]    train-error:0.042017
## [497]    train-error:0.042017
## [498]    train-error:0.044818
## [499]    train-error:0.044818
## [500]    train-error:0.042017
## [501]    train-error:0.042017
## [502]    train-error:0.042017
## [503]    train-error:0.042017
## [504]    train-error:0.042017
## [505]    train-error:0.039216
## [506]    train-error:0.039216
## [507]    train-error:0.042017
## [508]    train-error:0.039216
## [509]    train-error:0.042017
## [510]    train-error:0.039216
## [511]    train-error:0.042017
## [512]    train-error:0.039216
## [513]    train-error:0.042017
## [514]    train-error:0.044818
## [515]    train-error:0.042017
## [516]    train-error:0.047619
## [517]    train-error:0.042017
## [518]    train-error:0.047619
## [519]    train-error:0.042017
## [520]    train-error:0.044818
## [521]    train-error:0.044818
## [0]  train-error:0.385475
## [1]  train-error:0.270950
## [2]  train-error:0.282123
## [3]  train-error:0.226257
## [4]  train-error:0.215084
## [5]  train-error:0.220670
## [6]  train-error:0.215084
## [7]  train-error:0.215084
## [8]  train-error:0.217877
## [9]  train-error:0.203911
## [10] train-error:0.198324
## [11] train-error:0.209497
## [12] train-error:0.209497
## [13] train-error:0.209497
## [14] train-error:0.189944
## [15] train-error:0.192737
## [16] train-error:0.184358
## [17] train-error:0.198324
## [18] train-error:0.195531
## [19] train-error:0.189944
## [20] train-error:0.181564
## [21] train-error:0.192737
## [22] train-error:0.195531
## [23] train-error:0.178771
## [24] train-error:0.178771
## [25] train-error:0.162011
## [26] train-error:0.167598
## [27] train-error:0.170391
## [28] train-error:0.173184
## [29] train-error:0.175978
## [30] train-error:0.173184
## [31] train-error:0.173184
## [32] train-error:0.178771
## [33] train-error:0.181564
## [34] train-error:0.173184
## [35] train-error:0.162011
## [36] train-error:0.178771
## [37] train-error:0.173184
## [38] train-error:0.175978
## [39] train-error:0.175978
## [40] train-error:0.159218
## [41] train-error:0.170391
## [42] train-error:0.175978
## [43] train-error:0.173184
## [44] train-error:0.156425
## [45] train-error:0.167598
## [46] train-error:0.167598
## [47] train-error:0.164804
## [48] train-error:0.164804
## [49] train-error:0.167598
## [50] train-error:0.173184
## [51] train-error:0.170391
## [52] train-error:0.167598
## [53] train-error:0.156425
## [54] train-error:0.159218
## [55] train-error:0.156425
## [56] train-error:0.156425
## [57] train-error:0.159218
## [58] train-error:0.153631
## [59] train-error:0.167598
## [60] train-error:0.164804
## [61] train-error:0.164804
## [62] train-error:0.159218
## [63] train-error:0.159218
## [64] train-error:0.153631
## [65] train-error:0.153631
## [66] train-error:0.153631
## [67] train-error:0.153631
## [68] train-error:0.162011
## [69] train-error:0.148045
## [70] train-error:0.148045
## [71] train-error:0.148045
## [72] train-error:0.150838
## [73] train-error:0.159218
## [74] train-error:0.153631
## [75] train-error:0.164804
## [76] train-error:0.156425
## [77] train-error:0.162011
## [78] train-error:0.164804
## [79] train-error:0.150838
## [80] train-error:0.148045
## [81] train-error:0.148045
## [82] train-error:0.150838
## [83] train-error:0.156425
## [84] train-error:0.150838
## [85] train-error:0.153631
## [86] train-error:0.156425
## [87] train-error:0.145251
## [88] train-error:0.148045
## [89] train-error:0.145251
## [90] train-error:0.150838
## [91] train-error:0.159218
## [92] train-error:0.159218
## [93] train-error:0.153631
## [94] train-error:0.156425
## [95] train-error:0.148045
## [96] train-error:0.136872
## [97] train-error:0.145251
## [98] train-error:0.142458
## [99] train-error:0.156425
## [100]    train-error:0.148045
## [101]    train-error:0.150838
## [102]    train-error:0.167598
## [103]    train-error:0.173184
## [104]    train-error:0.173184
## [105]    train-error:0.153631
## [106]    train-error:0.150838
## [107]    train-error:0.139665
## [108]    train-error:0.136872
## [109]    train-error:0.134078
## [110]    train-error:0.142458
## [111]    train-error:0.145251
## [112]    train-error:0.136872
## [113]    train-error:0.139665
## [114]    train-error:0.131285
## [115]    train-error:0.145251
## [116]    train-error:0.125698
## [117]    train-error:0.134078
## [118]    train-error:0.128492
## [119]    train-error:0.131285
## [120]    train-error:0.142458
## [121]    train-error:0.131285
## [122]    train-error:0.139665
## [123]    train-error:0.125698
## [124]    train-error:0.139665
## [125]    train-error:0.150838
## [126]    train-error:0.148045
## [127]    train-error:0.153631
## [128]    train-error:0.145251
## [129]    train-error:0.145251
## [130]    train-error:0.139665
## [131]    train-error:0.139665
## [132]    train-error:0.136872
## [133]    train-error:0.136872
## [134]    train-error:0.136872
## [135]    train-error:0.148045
## [136]    train-error:0.170391
## [137]    train-error:0.156425
## [138]    train-error:0.139665
## [139]    train-error:0.139665
## [140]    train-error:0.148045
## [141]    train-error:0.136872
## [142]    train-error:0.145251
## [143]    train-error:0.136872
## [144]    train-error:0.131285
## [145]    train-error:0.131285
## [146]    train-error:0.131285
## [147]    train-error:0.136872
## [148]    train-error:0.120112
## [149]    train-error:0.128492
## [150]    train-error:0.128492
## [151]    train-error:0.131285
## [152]    train-error:0.128492
## [153]    train-error:0.136872
## [154]    train-error:0.134078
## [155]    train-error:0.134078
## [156]    train-error:0.131285
## [157]    train-error:0.128492
## [158]    train-error:0.134078
## [159]    train-error:0.142458
## [160]    train-error:0.122905
## [161]    train-error:0.114525
## [162]    train-error:0.136872
## [163]    train-error:0.139665
## [164]    train-error:0.134078
## [165]    train-error:0.131285
## [166]    train-error:0.131285
## [167]    train-error:0.134078
## [168]    train-error:0.131285
## [169]    train-error:0.139665
## [170]    train-error:0.142458
## [171]    train-error:0.136872
## [172]    train-error:0.136872
## [173]    train-error:0.142458
## [174]    train-error:0.142458
## [175]    train-error:0.134078
## [176]    train-error:0.131285
## [177]    train-error:0.128492
## [178]    train-error:0.128492
## [179]    train-error:0.128492
## [180]    train-error:0.128492
## [181]    train-error:0.139665
## [182]    train-error:0.136872
## [183]    train-error:0.142458
## [184]    train-error:0.139665
## [185]    train-error:0.142458
## [186]    train-error:0.128492
## [187]    train-error:0.128492
## [188]    train-error:0.142458
## [189]    train-error:0.139665
## [190]    train-error:0.131285
## [191]    train-error:0.128492
## [192]    train-error:0.122905
## [193]    train-error:0.131285
## [194]    train-error:0.142458
## [195]    train-error:0.134078
## [196]    train-error:0.136872
## [197]    train-error:0.145251
## [198]    train-error:0.145251
## [199]    train-error:0.145251
## [200]    train-error:0.136872
## [201]    train-error:0.150838
## [202]    train-error:0.150838
## [203]    train-error:0.145251
## [204]    train-error:0.134078
## [205]    train-error:0.145251
## [206]    train-error:0.148045
## [207]    train-error:0.128492
## [208]    train-error:0.134078
## [209]    train-error:0.131285
## [210]    train-error:0.134078
## [211]    train-error:0.139665
## [212]    train-error:0.131285
## [213]    train-error:0.136872
## [214]    train-error:0.134078
## [215]    train-error:0.136872
## [216]    train-error:0.142458
## [217]    train-error:0.136872
## [218]    train-error:0.139665
## [219]    train-error:0.139665
## [220]    train-error:0.136872
## [221]    train-error:0.134078
## [222]    train-error:0.128492
## [223]    train-error:0.122905
## [224]    train-error:0.128492
## [225]    train-error:0.131285
## [226]    train-error:0.134078
## [227]    train-error:0.142458
## [228]    train-error:0.139665
## [229]    train-error:0.139665
## [230]    train-error:0.125698
## [231]    train-error:0.131285
## [232]    train-error:0.122905
## [233]    train-error:0.122905
## [234]    train-error:0.125698
## [235]    train-error:0.131285
## [236]    train-error:0.131285
## [237]    train-error:0.125698
## [238]    train-error:0.128492
## [239]    train-error:0.122905
## [240]    train-error:0.122905
## [241]    train-error:0.120112
## [242]    train-error:0.117318
## [243]    train-error:0.117318
## [244]    train-error:0.131285
## [245]    train-error:0.114525
## [246]    train-error:0.125698
## [247]    train-error:0.122905
## [248]    train-error:0.122905
## [249]    train-error:0.131285
## [250]    train-error:0.120112
## [251]    train-error:0.114525
## [252]    train-error:0.128492
## [253]    train-error:0.125698
## [254]    train-error:0.125698
## [255]    train-error:0.120112
## [256]    train-error:0.134078
## [257]    train-error:0.122905
## [258]    train-error:0.131285
## [259]    train-error:0.120112
## [260]    train-error:0.114525
## [261]    train-error:0.111732
## [262]    train-error:0.117318
## [263]    train-error:0.114525
## [264]    train-error:0.120112
## [265]    train-error:0.120112
## [266]    train-error:0.111732
## [267]    train-error:0.122905
## [268]    train-error:0.114525
## [269]    train-error:0.117318
## [270]    train-error:0.122905
## [271]    train-error:0.117318
## [272]    train-error:0.125698
## [273]    train-error:0.134078
## [274]    train-error:0.122905
## [275]    train-error:0.120112
## [276]    train-error:0.103352
## [277]    train-error:0.117318
## [278]    train-error:0.117318
## [279]    train-error:0.117318
## [280]    train-error:0.114525
## [281]    train-error:0.117318
## [282]    train-error:0.111732
## [283]    train-error:0.108939
## [284]    train-error:0.106145
## [285]    train-error:0.111732
## [286]    train-error:0.114525
## [287]    train-error:0.111732
## [288]    train-error:0.117318
## [289]    train-error:0.117318
## [290]    train-error:0.114525
## [291]    train-error:0.111732
## [292]    train-error:0.134078
## [293]    train-error:0.125698
## [294]    train-error:0.120112
## [295]    train-error:0.122905
## [296]    train-error:0.114525
## [297]    train-error:0.117318
## [298]    train-error:0.122905
## [299]    train-error:0.134078
## [300]    train-error:0.125698
## [301]    train-error:0.120112
## [302]    train-error:0.106145
## [303]    train-error:0.111732
## [304]    train-error:0.120112
## [305]    train-error:0.103352
## [306]    train-error:0.100559
## [307]    train-error:0.114525
## [308]    train-error:0.111732
## [309]    train-error:0.103352
## [310]    train-error:0.120112
## [311]    train-error:0.111732
## [312]    train-error:0.111732
## [313]    train-error:0.122905
## [314]    train-error:0.120112
## [315]    train-error:0.114525
## [316]    train-error:0.117318
## [317]    train-error:0.125698
## [318]    train-error:0.125698
## [319]    train-error:0.131285
## [320]    train-error:0.131285
## [0]  train-error:0.207283
## [1]  train-error:0.168067
## [2]  train-error:0.176471
## [3]  train-error:0.196078
## [4]  train-error:0.179272
## [5]  train-error:0.176471
## [6]  train-error:0.162465
## [7]  train-error:0.145658
## [8]  train-error:0.162465
## [9]  train-error:0.159664
## [10] train-error:0.148459
## [11] train-error:0.168067
## [12] train-error:0.159664
## [13] train-error:0.165266
## [14] train-error:0.154062
## [15] train-error:0.134454
## [16] train-error:0.142857
## [17] train-error:0.142857
## [18] train-error:0.142857
## [19] train-error:0.154062
## [20] train-error:0.140056
## [21] train-error:0.148459
## [22] train-error:0.137255
## [23] train-error:0.140056
## [24] train-error:0.137255
## [25] train-error:0.140056
## [26] train-error:0.137255
## [27] train-error:0.131653
## [28] train-error:0.134454
## [29] train-error:0.142857
## [30] train-error:0.137255
## [31] train-error:0.154062
## [32] train-error:0.142857
## [33] train-error:0.142857
## [34] train-error:0.140056
## [35] train-error:0.142857
## [36] train-error:0.134454
## [37] train-error:0.140056
## [38] train-error:0.142857
## [39] train-error:0.137255
## [40] train-error:0.128852
## [41] train-error:0.134454
## [42] train-error:0.140056
## [43] train-error:0.137255
## [44] train-error:0.137255
## [45] train-error:0.126050
## [46] train-error:0.131653
## [47] train-error:0.117647
## [48] train-error:0.123249
## [49] train-error:0.117647
## [50] train-error:0.120448
## [51] train-error:0.131653
## [52] train-error:0.134454
## [53] train-error:0.123249
## [54] train-error:0.126050
## [55] train-error:0.123249
## [56] train-error:0.126050
## [57] train-error:0.134454
## [58] train-error:0.126050
## [59] train-error:0.126050
## [60] train-error:0.126050
## [61] train-error:0.131653
## [62] train-error:0.128852
## [63] train-error:0.131653
## [64] train-error:0.126050
## [65] train-error:0.134454
## [66] train-error:0.134454
## [67] train-error:0.123249
## [68] train-error:0.128852
## [69] train-error:0.128852
## [70] train-error:0.128852
## [71] train-error:0.131653
## [72] train-error:0.134454
## [73] train-error:0.126050
## [74] train-error:0.120448
## [75] train-error:0.120448
## [76] train-error:0.120448
## [77] train-error:0.128852
## [78] train-error:0.123249
## [79] train-error:0.128852
## [80] train-error:0.128852
## [81] train-error:0.126050
## [82] train-error:0.126050
## [83] train-error:0.134454
## [84] train-error:0.131653
## [85] train-error:0.134454
## [86] train-error:0.137255
## [87] train-error:0.137255
## [88] train-error:0.137255
## [89] train-error:0.120448
## [90] train-error:0.128852
## [91] train-error:0.123249
## [92] train-error:0.142857
## [93] train-error:0.131653
## [94] train-error:0.145658
## [95] train-error:0.142857
## [96] train-error:0.140056
## [97] train-error:0.137255
## [98] train-error:0.145658
## [99] train-error:0.145658
## [100]    train-error:0.140056
## [101]    train-error:0.137255
## [102]    train-error:0.142857
## [103]    train-error:0.140056
## [104]    train-error:0.134454
## [105]    train-error:0.128852
## [106]    train-error:0.126050
## [107]    train-error:0.126050
## [108]    train-error:0.134454
## [109]    train-error:0.126050
## [110]    train-error:0.128852
## [111]    train-error:0.134454
## [112]    train-error:0.126050
## [113]    train-error:0.120448
## [114]    train-error:0.117647
## [115]    train-error:0.106443
## [116]    train-error:0.123249
## [117]    train-error:0.114846
## [118]    train-error:0.114846
## [119]    train-error:0.112045
## [120]    train-error:0.112045
## [121]    train-error:0.114846
## [122]    train-error:0.126050
## [123]    train-error:0.120448
## [124]    train-error:0.123249
## [125]    train-error:0.128852
## [126]    train-error:0.120448
## [127]    train-error:0.114846
## [128]    train-error:0.131653
## [129]    train-error:0.123249
## [130]    train-error:0.117647
## [131]    train-error:0.126050
## [132]    train-error:0.114846
## [133]    train-error:0.120448
## [134]    train-error:0.120448
## [135]    train-error:0.117647
## [136]    train-error:0.123249
## [137]    train-error:0.109244
## [138]    train-error:0.114846
## [139]    train-error:0.117647
## [140]    train-error:0.128852
## [141]    train-error:0.126050
## [142]    train-error:0.126050
## [143]    train-error:0.120448
## [144]    train-error:0.123249
## [145]    train-error:0.123249
## [146]    train-error:0.131653
## [147]    train-error:0.131653
## [148]    train-error:0.126050
## [149]    train-error:0.128852
## [150]    train-error:0.128852
## [151]    train-error:0.126050
## [152]    train-error:0.126050
## [153]    train-error:0.126050
## [154]    train-error:0.128852
## [155]    train-error:0.137255
## [156]    train-error:0.134454
## [157]    train-error:0.134454
## [158]    train-error:0.128852
## [159]    train-error:0.128852
## [160]    train-error:0.128852
## [161]    train-error:0.134454
## [162]    train-error:0.131653
## [163]    train-error:0.137255
## [164]    train-error:0.137255
## [165]    train-error:0.137255
## [166]    train-error:0.140056
## [167]    train-error:0.128852
## [168]    train-error:0.128852
## [169]    train-error:0.131653
## [170]    train-error:0.126050
## [171]    train-error:0.114846
## [172]    train-error:0.117647
## [173]    train-error:0.120448
## [174]    train-error:0.114846
## [175]    train-error:0.112045
## [176]    train-error:0.109244
## [177]    train-error:0.106443
## [178]    train-error:0.109244
## [179]    train-error:0.109244
## [180]    train-error:0.100840
## [181]    train-error:0.103641
## [182]    train-error:0.112045
## [183]    train-error:0.112045
## [184]    train-error:0.114846
## [185]    train-error:0.117647
## [186]    train-error:0.117647
## [187]    train-error:0.117647
## [188]    train-error:0.109244
## [189]    train-error:0.114846
## [190]    train-error:0.114846
## [191]    train-error:0.103641
## [192]    train-error:0.109244
## [193]    train-error:0.117647
## [194]    train-error:0.117647
## [195]    train-error:0.109244
## [196]    train-error:0.106443
## [197]    train-error:0.109244
## [198]    train-error:0.109244
## [199]    train-error:0.112045
## [200]    train-error:0.117647
## [201]    train-error:0.114846
## [202]    train-error:0.117647
## [203]    train-error:0.120448
## [204]    train-error:0.114846
## [205]    train-error:0.112045
## [206]    train-error:0.112045
## [207]    train-error:0.112045
## [208]    train-error:0.114846
## [209]    train-error:0.112045
## [210]    train-error:0.106443
## [211]    train-error:0.106443
## [212]    train-error:0.103641
## [213]    train-error:0.106443
## [214]    train-error:0.098039
## [215]    train-error:0.100840
## [216]    train-error:0.103641
## [217]    train-error:0.100840
## [218]    train-error:0.092437
## [219]    train-error:0.098039
## [220]    train-error:0.100840
## [221]    train-error:0.095238
## [222]    train-error:0.095238
## [223]    train-error:0.098039
## [224]    train-error:0.095238
## [225]    train-error:0.092437
## [226]    train-error:0.100840
## [227]    train-error:0.089636
## [228]    train-error:0.098039
## [229]    train-error:0.092437
## [230]    train-error:0.100840
## [231]    train-error:0.100840
## [232]    train-error:0.095238
## [233]    train-error:0.098039
## [234]    train-error:0.092437
## [235]    train-error:0.098039
## [236]    train-error:0.103641
## [237]    train-error:0.103641
## [238]    train-error:0.100840
## [239]    train-error:0.100840
## [240]    train-error:0.103641
## [241]    train-error:0.103641
## [242]    train-error:0.100840
## [243]    train-error:0.103641
## [244]    train-error:0.098039
## [245]    train-error:0.095238
## [246]    train-error:0.106443
## [247]    train-error:0.100840
## [248]    train-error:0.100840
## [249]    train-error:0.109244
## [250]    train-error:0.109244
## [251]    train-error:0.114846
## [252]    train-error:0.109244
## [253]    train-error:0.114846
## [254]    train-error:0.100840
## [255]    train-error:0.112045
## [256]    train-error:0.103641
## [257]    train-error:0.100840
## [258]    train-error:0.100840
## [259]    train-error:0.103641
## [260]    train-error:0.089636
## [261]    train-error:0.089636
## [262]    train-error:0.084034
## [263]    train-error:0.081232
## [264]    train-error:0.086835
## [265]    train-error:0.086835
## [266]    train-error:0.086835
## [267]    train-error:0.086835
## [268]    train-error:0.095238
## [269]    train-error:0.095238
## [270]    train-error:0.095238
## [271]    train-error:0.095238
## [272]    train-error:0.103641
## [273]    train-error:0.103641
## [274]    train-error:0.095238
## [275]    train-error:0.100840
## [276]    train-error:0.095238
## [277]    train-error:0.098039
## [278]    train-error:0.098039
## [279]    train-error:0.095238
## [280]    train-error:0.092437
## [281]    train-error:0.095238
## [282]    train-error:0.098039
## [283]    train-error:0.100840
## [284]    train-error:0.106443
## [285]    train-error:0.106443
## [286]    train-error:0.109244
## [287]    train-error:0.106443
## [288]    train-error:0.103641
## [289]    train-error:0.098039
## [290]    train-error:0.106443
## [291]    train-error:0.106443
## [292]    train-error:0.089636
## [293]    train-error:0.100840
## [294]    train-error:0.098039
## [295]    train-error:0.100840
## [296]    train-error:0.100840
## [297]    train-error:0.098039
## [298]    train-error:0.095238
## [299]    train-error:0.103641
## [300]    train-error:0.103641
## [301]    train-error:0.103641
## [302]    train-error:0.103641
## [303]    train-error:0.103641
## [304]    train-error:0.095238
## [305]    train-error:0.103641
## [306]    train-error:0.103641
## [307]    train-error:0.098039
## [308]    train-error:0.106443
## [309]    train-error:0.100840
## [310]    train-error:0.098039
## [311]    train-error:0.112045
## [312]    train-error:0.100840
## [313]    train-error:0.103641
## [314]    train-error:0.098039
## [315]    train-error:0.106443
## [316]    train-error:0.095238
## [317]    train-error:0.103641
## [318]    train-error:0.095238
## [319]    train-error:0.103641
## [320]    train-error:0.092437
## [0]  train-error:0.204482
## [1]  train-error:0.210084
## [2]  train-error:0.201681
## [3]  train-error:0.201681
## [4]  train-error:0.196078
## [5]  train-error:0.198880
## [6]  train-error:0.196078
## [7]  train-error:0.179272
## [8]  train-error:0.176471
## [9]  train-error:0.198880
## [10] train-error:0.190476
## [11] train-error:0.165266
## [12] train-error:0.168067
## [13] train-error:0.173669
## [14] train-error:0.165266
## [15] train-error:0.168067
## [16] train-error:0.159664
## [17] train-error:0.154062
## [18] train-error:0.162465
## [19] train-error:0.142857
## [20] train-error:0.142857
## [21] train-error:0.176471
## [22] train-error:0.156863
## [23] train-error:0.159664
## [24] train-error:0.165266
## [25] train-error:0.162465
## [26] train-error:0.151261
## [27] train-error:0.134454
## [28] train-error:0.145658
## [29] train-error:0.151261
## [30] train-error:0.142857
## [31] train-error:0.145658
## [32] train-error:0.156863
## [33] train-error:0.140056
## [34] train-error:0.145658
## [35] train-error:0.162465
## [36] train-error:0.159664
## [37] train-error:0.154062
## [38] train-error:0.159664
## [39] train-error:0.170868
## [40] train-error:0.168067
## [41] train-error:0.165266
## [42] train-error:0.173669
## [43] train-error:0.162465
## [44] train-error:0.151261
## [45] train-error:0.154062
## [46] train-error:0.159664
## [47] train-error:0.156863
## [48] train-error:0.151261
## [49] train-error:0.151261
## [50] train-error:0.159664
## [51] train-error:0.156863
## [52] train-error:0.156863
## [53] train-error:0.145658
## [54] train-error:0.154062
## [55] train-error:0.148459
## [56] train-error:0.151261
## [57] train-error:0.168067
## [58] train-error:0.148459
## [59] train-error:0.145658
## [60] train-error:0.148459
## [61] train-error:0.162465
## [62] train-error:0.159664
## [63] train-error:0.148459
## [64] train-error:0.159664
## [65] train-error:0.159664
## [66] train-error:0.151261
## [67] train-error:0.148459
## [68] train-error:0.154062
## [69] train-error:0.151261
## [70] train-error:0.151261
## [71] train-error:0.137255
## [72] train-error:0.140056
## [73] train-error:0.142857
## [74] train-error:0.145658
## [75] train-error:0.148459
## [76] train-error:0.148459
## [77] train-error:0.145658
## [78] train-error:0.137255
## [79] train-error:0.134454
## [80] train-error:0.142857
## [81] train-error:0.142857
## [82] train-error:0.145658
## [83] train-error:0.137255
## [84] train-error:0.140056
## [85] train-error:0.134454
## [86] train-error:0.142857
## [87] train-error:0.140056
## [88] train-error:0.140056
## [89] train-error:0.140056
## [90] train-error:0.145658
## [91] train-error:0.145658
## [92] train-error:0.140056
## [93] train-error:0.128852
## [94] train-error:0.131653
## [95] train-error:0.131653
## [96] train-error:0.128852
## [97] train-error:0.134454
## [98] train-error:0.134454
## [99] train-error:0.128852
## [100]    train-error:0.137255
## [101]    train-error:0.137255
## [102]    train-error:0.131653
## [103]    train-error:0.128852
## [104]    train-error:0.128852
## [105]    train-error:0.145658
## [106]    train-error:0.137255
## [107]    train-error:0.131653
## [108]    train-error:0.134454
## [109]    train-error:0.140056
## [110]    train-error:0.142857
## [111]    train-error:0.137255
## [112]    train-error:0.131653
## [113]    train-error:0.137255
## [114]    train-error:0.137255
## [115]    train-error:0.145658
## [116]    train-error:0.131653
## [117]    train-error:0.140056
## [118]    train-error:0.142857
## [119]    train-error:0.145658
## [120]    train-error:0.142857
## [121]    train-error:0.137255
## [122]    train-error:0.142857
## [123]    train-error:0.126050
## [124]    train-error:0.137255
## [125]    train-error:0.137255
## [126]    train-error:0.134454
## [127]    train-error:0.137255
## [128]    train-error:0.145658
## [129]    train-error:0.137255
## [130]    train-error:0.131653
## [131]    train-error:0.137255
## [132]    train-error:0.142857
## [133]    train-error:0.145658
## [134]    train-error:0.137255
## [135]    train-error:0.137255
## [136]    train-error:0.134454
## [137]    train-error:0.126050
## [138]    train-error:0.123249
## [139]    train-error:0.134454
## [140]    train-error:0.145658
## [141]    train-error:0.145658
## [142]    train-error:0.134454
## [143]    train-error:0.134454
## [144]    train-error:0.137255
## [145]    train-error:0.128852
## [146]    train-error:0.128852
## [147]    train-error:0.128852
## [148]    train-error:0.134454
## [149]    train-error:0.128852
## [150]    train-error:0.128852
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.123249
## [154]    train-error:0.134454
## [155]    train-error:0.140056
## [156]    train-error:0.134454
## [157]    train-error:0.128852
## [158]    train-error:0.123249
## [159]    train-error:0.120448
## [160]    train-error:0.128852
## [161]    train-error:0.134454
## [162]    train-error:0.131653
## [163]    train-error:0.140056
## [164]    train-error:0.145658
## [165]    train-error:0.140056
## [166]    train-error:0.137255
## [167]    train-error:0.123249
## [168]    train-error:0.123249
## [169]    train-error:0.123249
## [170]    train-error:0.112045
## [171]    train-error:0.117647
## [172]    train-error:0.112045
## [173]    train-error:0.120448
## [174]    train-error:0.120448
## [175]    train-error:0.114846
## [176]    train-error:0.126050
## [177]    train-error:0.137255
## [178]    train-error:0.140056
## [179]    train-error:0.131653
## [180]    train-error:0.120448
## [181]    train-error:0.123249
## [182]    train-error:0.134454
## [183]    train-error:0.131653
## [184]    train-error:0.126050
## [185]    train-error:0.131653
## [186]    train-error:0.134454
## [187]    train-error:0.123249
## [188]    train-error:0.117647
## [189]    train-error:0.114846
## [190]    train-error:0.117647
## [191]    train-error:0.123249
## [192]    train-error:0.128852
## [193]    train-error:0.128852
## [194]    train-error:0.123249
## [195]    train-error:0.117647
## [196]    train-error:0.120448
## [197]    train-error:0.123249
## [198]    train-error:0.126050
## [199]    train-error:0.120448
## [200]    train-error:0.126050
## [201]    train-error:0.123249
## [202]    train-error:0.123249
## [203]    train-error:0.128852
## [204]    train-error:0.131653
## [205]    train-error:0.120448
## [206]    train-error:0.126050
## [207]    train-error:0.126050
## [208]    train-error:0.126050
## [209]    train-error:0.128852
## [210]    train-error:0.140056
## [211]    train-error:0.128852
## [212]    train-error:0.145658
## [213]    train-error:0.137255
## [214]    train-error:0.148459
## [215]    train-error:0.142857
## [216]    train-error:0.145658
## [217]    train-error:0.137255
## [218]    train-error:0.126050
## [219]    train-error:0.128852
## [220]    train-error:0.128852
## [221]    train-error:0.137255
## [222]    train-error:0.142857
## [223]    train-error:0.151261
## [224]    train-error:0.128852
## [225]    train-error:0.134454
## [226]    train-error:0.131653
## [227]    train-error:0.137255
## [228]    train-error:0.137255
## [229]    train-error:0.131653
## [230]    train-error:0.131653
## [231]    train-error:0.123249
## [232]    train-error:0.123249
## [233]    train-error:0.128852
## [234]    train-error:0.117647
## [235]    train-error:0.126050
## [236]    train-error:0.128852
## [237]    train-error:0.134454
## [238]    train-error:0.126050
## [239]    train-error:0.128852
## [240]    train-error:0.137255
## [241]    train-error:0.137255
## [242]    train-error:0.126050
## [243]    train-error:0.126050
## [244]    train-error:0.128852
## [245]    train-error:0.123249
## [246]    train-error:0.131653
## [247]    train-error:0.128852
## [248]    train-error:0.123249
## [249]    train-error:0.123249
## [250]    train-error:0.123249
## [251]    train-error:0.123249
## [252]    train-error:0.126050
## [253]    train-error:0.126050
## [254]    train-error:0.134454
## [255]    train-error:0.128852
## [256]    train-error:0.131653
## [257]    train-error:0.131653
## [258]    train-error:0.131653
## [259]    train-error:0.134454
## [260]    train-error:0.134454
## [261]    train-error:0.140056
## [262]    train-error:0.142857
## [263]    train-error:0.134454
## [264]    train-error:0.131653
## [265]    train-error:0.134454
## [266]    train-error:0.117647
## [267]    train-error:0.112045
## [268]    train-error:0.112045
## [269]    train-error:0.123249
## [270]    train-error:0.120448
## [271]    train-error:0.120448
## [272]    train-error:0.123249
## [273]    train-error:0.126050
## [274]    train-error:0.123249
## [275]    train-error:0.128852
## [276]    train-error:0.120448
## [277]    train-error:0.126050
## [278]    train-error:0.128852
## [279]    train-error:0.120448
## [280]    train-error:0.123249
## [281]    train-error:0.126050
## [282]    train-error:0.123249
## [283]    train-error:0.134454
## [284]    train-error:0.131653
## [285]    train-error:0.137255
## [286]    train-error:0.128852
## [287]    train-error:0.126050
## [288]    train-error:0.128852
## [289]    train-error:0.126050
## [290]    train-error:0.126050
## [291]    train-error:0.123249
## [292]    train-error:0.128852
## [293]    train-error:0.123249
## [294]    train-error:0.120448
## [295]    train-error:0.120448
## [296]    train-error:0.126050
## [297]    train-error:0.117647
## [298]    train-error:0.112045
## [299]    train-error:0.114846
## [300]    train-error:0.117647
## [301]    train-error:0.117647
## [302]    train-error:0.114846
## [303]    train-error:0.120448
## [304]    train-error:0.123249
## [305]    train-error:0.120448
## [306]    train-error:0.112045
## [307]    train-error:0.123249
## [308]    train-error:0.117647
## [309]    train-error:0.112045
## [310]    train-error:0.106443
## [311]    train-error:0.114846
## [312]    train-error:0.112045
## [313]    train-error:0.114846
## [314]    train-error:0.106443
## [315]    train-error:0.117647
## [316]    train-error:0.117647
## [317]    train-error:0.114846
## [318]    train-error:0.109244
## [319]    train-error:0.112045
## [320]    train-error:0.112045
## [0]  train-error:0.374302
## [1]  train-error:0.332402
## [2]  train-error:0.279330
## [3]  train-error:0.234637
## [4]  train-error:0.201117
## [5]  train-error:0.215084
## [6]  train-error:0.181564
## [7]  train-error:0.206704
## [8]  train-error:0.184358
## [9]  train-error:0.189944
## [10] train-error:0.173184
## [11] train-error:0.181564
## [12] train-error:0.215084
## [13] train-error:0.195531
## [14] train-error:0.189944
## [15] train-error:0.170391
## [16] train-error:0.184358
## [17] train-error:0.184358
## [18] train-error:0.181564
## [19] train-error:0.178771
## [20] train-error:0.189944
## [21] train-error:0.192737
## [22] train-error:0.187151
## [23] train-error:0.189944
## [24] train-error:0.198324
## [25] train-error:0.192737
## [26] train-error:0.187151
## [27] train-error:0.187151
## [28] train-error:0.173184
## [29] train-error:0.173184
## [30] train-error:0.184358
## [31] train-error:0.184358
## [32] train-error:0.187151
## [33] train-error:0.181564
## [34] train-error:0.178771
## [35] train-error:0.178771
## [36] train-error:0.178771
## [37] train-error:0.175978
## [38] train-error:0.173184
## [39] train-error:0.175978
## [40] train-error:0.178771
## [41] train-error:0.187151
## [42] train-error:0.189944
## [43] train-error:0.189944
## [44] train-error:0.198324
## [45] train-error:0.187151
## [46] train-error:0.181564
## [47] train-error:0.187151
## [48] train-error:0.173184
## [49] train-error:0.167598
## [50] train-error:0.167598
## [51] train-error:0.173184
## [52] train-error:0.175978
## [53] train-error:0.173184
## [54] train-error:0.173184
## [55] train-error:0.181564
## [56] train-error:0.181564
## [57] train-error:0.178771
## [58] train-error:0.175978
## [59] train-error:0.173184
## [60] train-error:0.178771
## [61] train-error:0.164804
## [62] train-error:0.164804
## [63] train-error:0.159218
## [64] train-error:0.162011
## [65] train-error:0.164804
## [66] train-error:0.164804
## [67] train-error:0.159218
## [68] train-error:0.167598
## [69] train-error:0.164804
## [70] train-error:0.170391
## [71] train-error:0.167598
## [72] train-error:0.178771
## [73] train-error:0.173184
## [74] train-error:0.173184
## [75] train-error:0.175978
## [76] train-error:0.178771
## [77] train-error:0.170391
## [78] train-error:0.164804
## [79] train-error:0.164804
## [80] train-error:0.162011
## [81] train-error:0.164804
## [82] train-error:0.167598
## [83] train-error:0.170391
## [84] train-error:0.167598
## [85] train-error:0.173184
## [86] train-error:0.170391
## [87] train-error:0.170391
## [88] train-error:0.164804
## [89] train-error:0.173184
## [90] train-error:0.167598
## [91] train-error:0.167598
## [92] train-error:0.170391
## [93] train-error:0.170391
## [94] train-error:0.164804
## [95] train-error:0.162011
## [96] train-error:0.164804
## [97] train-error:0.170391
## [98] train-error:0.173184
## [99] train-error:0.164804
## [100]    train-error:0.162011
## [101]    train-error:0.173184
## [102]    train-error:0.167598
## [103]    train-error:0.170391
## [104]    train-error:0.162011
## [105]    train-error:0.162011
## [106]    train-error:0.175978
## [107]    train-error:0.175978
## [108]    train-error:0.178771
## [109]    train-error:0.178771
## [110]    train-error:0.175978
## [111]    train-error:0.184358
## [112]    train-error:0.178771
## [113]    train-error:0.178771
## [114]    train-error:0.178771
## [115]    train-error:0.181564
## [116]    train-error:0.178771
## [117]    train-error:0.178771
## [118]    train-error:0.181564
## [119]    train-error:0.173184
## [120]    train-error:0.175978
## [121]    train-error:0.170391
## [122]    train-error:0.173184
## [123]    train-error:0.170391
## [124]    train-error:0.167598
## [125]    train-error:0.167598
## [126]    train-error:0.178771
## [127]    train-error:0.178771
## [128]    train-error:0.167598
## [129]    train-error:0.173184
## [130]    train-error:0.164804
## [131]    train-error:0.164804
## [132]    train-error:0.167598
## [133]    train-error:0.170391
## [134]    train-error:0.167598
## [135]    train-error:0.170391
## [136]    train-error:0.167598
## [137]    train-error:0.164804
## [138]    train-error:0.159218
## [139]    train-error:0.162011
## [140]    train-error:0.164804
## [141]    train-error:0.159218
## [142]    train-error:0.167598
## [143]    train-error:0.156425
## [144]    train-error:0.156425
## [145]    train-error:0.159218
## [146]    train-error:0.164804
## [147]    train-error:0.167598
## [148]    train-error:0.173184
## [149]    train-error:0.173184
## [150]    train-error:0.175978
## [151]    train-error:0.178771
## [152]    train-error:0.173184
## [153]    train-error:0.173184
## [154]    train-error:0.167598
## [155]    train-error:0.164804
## [156]    train-error:0.170391
## [157]    train-error:0.162011
## [158]    train-error:0.164804
## [159]    train-error:0.159218
## [160]    train-error:0.162011
## [161]    train-error:0.156425
## [162]    train-error:0.156425
## [163]    train-error:0.159218
## [164]    train-error:0.156425
## [165]    train-error:0.156425
## [166]    train-error:0.153631
## [167]    train-error:0.164804
## [168]    train-error:0.164804
## [169]    train-error:0.164804
## [170]    train-error:0.170391
## [171]    train-error:0.159218
## [172]    train-error:0.164804
## [173]    train-error:0.164804
## [174]    train-error:0.164804
## [175]    train-error:0.167598
## [176]    train-error:0.164804
## [177]    train-error:0.167598
## [178]    train-error:0.170391
## [179]    train-error:0.167598
## [180]    train-error:0.164804
## [181]    train-error:0.170391
## [182]    train-error:0.164804
## [183]    train-error:0.162011
## [184]    train-error:0.162011
## [185]    train-error:0.173184
## [186]    train-error:0.159218
## [187]    train-error:0.153631
## [188]    train-error:0.156425
## [189]    train-error:0.156425
## [190]    train-error:0.148045
## [191]    train-error:0.148045
## [192]    train-error:0.148045
## [193]    train-error:0.148045
## [194]    train-error:0.148045
## [195]    train-error:0.156425
## [196]    train-error:0.159218
## [197]    train-error:0.162011
## [198]    train-error:0.150838
## [199]    train-error:0.148045
## [200]    train-error:0.153631
## [201]    train-error:0.156425
## [202]    train-error:0.164804
## [203]    train-error:0.156425
## [204]    train-error:0.159218
## [205]    train-error:0.156425
## [206]    train-error:0.153631
## [207]    train-error:0.153631
## [208]    train-error:0.156425
## [209]    train-error:0.164804
## [210]    train-error:0.159218
## [211]    train-error:0.162011
## [212]    train-error:0.167598
## [213]    train-error:0.164804
## [214]    train-error:0.162011
## [215]    train-error:0.159218
## [216]    train-error:0.164804
## [217]    train-error:0.159218
## [0]  train-error:0.190476
## [1]  train-error:0.201681
## [2]  train-error:0.198880
## [3]  train-error:0.198880
## [4]  train-error:0.196078
## [5]  train-error:0.182073
## [6]  train-error:0.190476
## [7]  train-error:0.182073
## [8]  train-error:0.184874
## [9]  train-error:0.176471
## [10] train-error:0.184874
## [11] train-error:0.184874
## [12] train-error:0.170868
## [13] train-error:0.173669
## [14] train-error:0.165266
## [15] train-error:0.170868
## [16] train-error:0.176471
## [17] train-error:0.184874
## [18] train-error:0.187675
## [19] train-error:0.182073
## [20] train-error:0.190476
## [21] train-error:0.184874
## [22] train-error:0.173669
## [23] train-error:0.184874
## [24] train-error:0.182073
## [25] train-error:0.170868
## [26] train-error:0.173669
## [27] train-error:0.179272
## [28] train-error:0.154062
## [29] train-error:0.159664
## [30] train-error:0.168067
## [31] train-error:0.162465
## [32] train-error:0.162465
## [33] train-error:0.159664
## [34] train-error:0.170868
## [35] train-error:0.165266
## [36] train-error:0.173669
## [37] train-error:0.173669
## [38] train-error:0.176471
## [39] train-error:0.165266
## [40] train-error:0.156863
## [41] train-error:0.162465
## [42] train-error:0.151261
## [43] train-error:0.156863
## [44] train-error:0.156863
## [45] train-error:0.151261
## [46] train-error:0.151261
## [47] train-error:0.148459
## [48] train-error:0.151261
## [49] train-error:0.148459
## [50] train-error:0.156863
## [51] train-error:0.145658
## [52] train-error:0.154062
## [53] train-error:0.145658
## [54] train-error:0.145658
## [55] train-error:0.142857
## [56] train-error:0.142857
## [57] train-error:0.137255
## [58] train-error:0.145658
## [59] train-error:0.137255
## [60] train-error:0.137255
## [61] train-error:0.140056
## [62] train-error:0.140056
## [63] train-error:0.137255
## [64] train-error:0.137255
## [65] train-error:0.137255
## [66] train-error:0.142857
## [67] train-error:0.151261
## [68] train-error:0.134454
## [69] train-error:0.134454
## [70] train-error:0.154062
## [71] train-error:0.151261
## [72] train-error:0.162465
## [73] train-error:0.154062
## [74] train-error:0.151261
## [75] train-error:0.137255
## [76] train-error:0.142857
## [77] train-error:0.137255
## [78] train-error:0.137255
## [79] train-error:0.142857
## [80] train-error:0.140056
## [81] train-error:0.142857
## [82] train-error:0.156863
## [83] train-error:0.154062
## [84] train-error:0.151261
## [85] train-error:0.148459
## [86] train-error:0.145658
## [87] train-error:0.142857
## [88] train-error:0.151261
## [89] train-error:0.145658
## [90] train-error:0.154062
## [91] train-error:0.145658
## [92] train-error:0.142857
## [93] train-error:0.140056
## [94] train-error:0.140056
## [95] train-error:0.137255
## [96] train-error:0.148459
## [97] train-error:0.148459
## [98] train-error:0.137255
## [99] train-error:0.145658
## [100]    train-error:0.142857
## [101]    train-error:0.131653
## [102]    train-error:0.131653
## [103]    train-error:0.131653
## [104]    train-error:0.137255
## [105]    train-error:0.134454
## [106]    train-error:0.134454
## [107]    train-error:0.126050
## [108]    train-error:0.134454
## [109]    train-error:0.131653
## [110]    train-error:0.134454
## [111]    train-error:0.128852
## [112]    train-error:0.128852
## [113]    train-error:0.131653
## [114]    train-error:0.128852
## [115]    train-error:0.134454
## [116]    train-error:0.128852
## [117]    train-error:0.123249
## [118]    train-error:0.134454
## [119]    train-error:0.134454
## [120]    train-error:0.145658
## [121]    train-error:0.140056
## [122]    train-error:0.137255
## [123]    train-error:0.140056
## [124]    train-error:0.140056
## [125]    train-error:0.148459
## [126]    train-error:0.137255
## [127]    train-error:0.148459
## [128]    train-error:0.131653
## [129]    train-error:0.137255
## [130]    train-error:0.126050
## [131]    train-error:0.137255
## [132]    train-error:0.140056
## [133]    train-error:0.142857
## [134]    train-error:0.134454
## [135]    train-error:0.128852
## [136]    train-error:0.123249
## [137]    train-error:0.140056
## [138]    train-error:0.137255
## [139]    train-error:0.128852
## [140]    train-error:0.134454
## [141]    train-error:0.131653
## [142]    train-error:0.137255
## [143]    train-error:0.145658
## [144]    train-error:0.137255
## [145]    train-error:0.134454
## [146]    train-error:0.145658
## [147]    train-error:0.140056
## [148]    train-error:0.145658
## [149]    train-error:0.148459
## [150]    train-error:0.148459
## [151]    train-error:0.154062
## [152]    train-error:0.151261
## [153]    train-error:0.151261
## [154]    train-error:0.145658
## [155]    train-error:0.142857
## [156]    train-error:0.131653
## [157]    train-error:0.131653
## [158]    train-error:0.137255
## [159]    train-error:0.137255
## [160]    train-error:0.140056
## [161]    train-error:0.137255
## [162]    train-error:0.131653
## [163]    train-error:0.128852
## [164]    train-error:0.142857
## [165]    train-error:0.134454
## [166]    train-error:0.140056
## [167]    train-error:0.137255
## [168]    train-error:0.137255
## [169]    train-error:0.142857
## [170]    train-error:0.137255
## [171]    train-error:0.131653
## [172]    train-error:0.137255
## [173]    train-error:0.142857
## [174]    train-error:0.137255
## [175]    train-error:0.142857
## [176]    train-error:0.142857
## [177]    train-error:0.140056
## [178]    train-error:0.142857
## [179]    train-error:0.137255
## [180]    train-error:0.140056
## [181]    train-error:0.137255
## [182]    train-error:0.134454
## [183]    train-error:0.126050
## [184]    train-error:0.126050
## [185]    train-error:0.126050
## [186]    train-error:0.134454
## [187]    train-error:0.137255
## [188]    train-error:0.123249
## [189]    train-error:0.134454
## [190]    train-error:0.123249
## [191]    train-error:0.131653
## [192]    train-error:0.126050
## [193]    train-error:0.131653
## [194]    train-error:0.120448
## [195]    train-error:0.114846
## [196]    train-error:0.114846
## [197]    train-error:0.123249
## [198]    train-error:0.117647
## [199]    train-error:0.123249
## [200]    train-error:0.137255
## [201]    train-error:0.142857
## [202]    train-error:0.134454
## [203]    train-error:0.134454
## [204]    train-error:0.128852
## [205]    train-error:0.137255
## [206]    train-error:0.126050
## [207]    train-error:0.126050
## [208]    train-error:0.126050
## [209]    train-error:0.126050
## [210]    train-error:0.126050
## [211]    train-error:0.126050
## [212]    train-error:0.126050
## [213]    train-error:0.117647
## [214]    train-error:0.126050
## [215]    train-error:0.126050
## [216]    train-error:0.128852
## [217]    train-error:0.137255
## [0]  train-error:0.271709
## [1]  train-error:0.260504
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.212885
## [5]  train-error:0.212885
## [6]  train-error:0.212885
## [7]  train-error:0.212885
## [8]  train-error:0.218487
## [9]  train-error:0.215686
## [10] train-error:0.204482
## [11] train-error:0.224090
## [12] train-error:0.210084
## [13] train-error:0.207283
## [14] train-error:0.221289
## [15] train-error:0.198880
## [16] train-error:0.198880
## [17] train-error:0.190476
## [18] train-error:0.204482
## [19] train-error:0.179272
## [20] train-error:0.173669
## [21] train-error:0.179272
## [22] train-error:0.159664
## [23] train-error:0.184874
## [24] train-error:0.168067
## [25] train-error:0.170868
## [26] train-error:0.168067
## [27] train-error:0.182073
## [28] train-error:0.162465
## [29] train-error:0.168067
## [30] train-error:0.173669
## [31] train-error:0.176471
## [32] train-error:0.176471
## [33] train-error:0.170868
## [34] train-error:0.182073
## [35] train-error:0.184874
## [36] train-error:0.165266
## [37] train-error:0.151261
## [38] train-error:0.165266
## [39] train-error:0.168067
## [40] train-error:0.168067
## [41] train-error:0.170868
## [42] train-error:0.176471
## [43] train-error:0.170868
## [44] train-error:0.173669
## [45] train-error:0.170868
## [46] train-error:0.168067
## [47] train-error:0.176471
## [48] train-error:0.173669
## [49] train-error:0.165266
## [50] train-error:0.168067
## [51] train-error:0.165266
## [52] train-error:0.173669
## [53] train-error:0.159664
## [54] train-error:0.162465
## [55] train-error:0.168067
## [56] train-error:0.176471
## [57] train-error:0.156863
## [58] train-error:0.159664
## [59] train-error:0.156863
## [60] train-error:0.159664
## [61] train-error:0.156863
## [62] train-error:0.162465
## [63] train-error:0.162465
## [64] train-error:0.151261
## [65] train-error:0.154062
## [66] train-error:0.168067
## [67] train-error:0.159664
## [68] train-error:0.170868
## [69] train-error:0.173669
## [70] train-error:0.170868
## [71] train-error:0.170868
## [72] train-error:0.159664
## [73] train-error:0.165266
## [74] train-error:0.162465
## [75] train-error:0.165266
## [76] train-error:0.165266
## [77] train-error:0.159664
## [78] train-error:0.168067
## [79] train-error:0.162465
## [80] train-error:0.159664
## [81] train-error:0.165266
## [82] train-error:0.168067
## [83] train-error:0.168067
## [84] train-error:0.170868
## [85] train-error:0.168067
## [86] train-error:0.165266
## [87] train-error:0.162465
## [88] train-error:0.170868
## [89] train-error:0.165266
## [90] train-error:0.165266
## [91] train-error:0.162465
## [92] train-error:0.159664
## [93] train-error:0.159664
## [94] train-error:0.162465
## [95] train-error:0.151261
## [96] train-error:0.154062
## [97] train-error:0.154062
## [98] train-error:0.159664
## [99] train-error:0.156863
## [100]    train-error:0.151261
## [101]    train-error:0.154062
## [102]    train-error:0.156863
## [103]    train-error:0.156863
## [104]    train-error:0.156863
## [105]    train-error:0.162465
## [106]    train-error:0.162465
## [107]    train-error:0.148459
## [108]    train-error:0.156863
## [109]    train-error:0.162465
## [110]    train-error:0.165266
## [111]    train-error:0.168067
## [112]    train-error:0.168067
## [113]    train-error:0.165266
## [114]    train-error:0.168067
## [115]    train-error:0.170868
## [116]    train-error:0.170868
## [117]    train-error:0.170868
## [118]    train-error:0.168067
## [119]    train-error:0.170868
## [120]    train-error:0.170868
## [121]    train-error:0.165266
## [122]    train-error:0.162465
## [123]    train-error:0.154062
## [124]    train-error:0.154062
## [125]    train-error:0.156863
## [126]    train-error:0.154062
## [127]    train-error:0.151261
## [128]    train-error:0.154062
## [129]    train-error:0.159664
## [130]    train-error:0.162465
## [131]    train-error:0.154062
## [132]    train-error:0.156863
## [133]    train-error:0.156863
## [134]    train-error:0.154062
## [135]    train-error:0.156863
## [136]    train-error:0.168067
## [137]    train-error:0.156863
## [138]    train-error:0.148459
## [139]    train-error:0.148459
## [140]    train-error:0.151261
## [141]    train-error:0.156863
## [142]    train-error:0.165266
## [143]    train-error:0.151261
## [144]    train-error:0.156863
## [145]    train-error:0.156863
## [146]    train-error:0.165266
## [147]    train-error:0.156863
## [148]    train-error:0.159664
## [149]    train-error:0.156863
## [150]    train-error:0.156863
## [151]    train-error:0.154062
## [152]    train-error:0.151261
## [153]    train-error:0.151261
## [154]    train-error:0.151261
## [155]    train-error:0.156863
## [156]    train-error:0.162465
## [157]    train-error:0.151261
## [158]    train-error:0.156863
## [159]    train-error:0.156863
## [160]    train-error:0.151261
## [161]    train-error:0.156863
## [162]    train-error:0.156863
## [163]    train-error:0.162465
## [164]    train-error:0.159664
## [165]    train-error:0.159664
## [166]    train-error:0.154062
## [167]    train-error:0.154062
## [168]    train-error:0.145658
## [169]    train-error:0.151261
## [170]    train-error:0.140056
## [171]    train-error:0.145658
## [172]    train-error:0.142857
## [173]    train-error:0.148459
## [174]    train-error:0.148459
## [175]    train-error:0.154062
## [176]    train-error:0.140056
## [177]    train-error:0.142857
## [178]    train-error:0.140056
## [179]    train-error:0.137255
## [180]    train-error:0.145658
## [181]    train-error:0.145658
## [182]    train-error:0.148459
## [183]    train-error:0.154062
## [184]    train-error:0.148459
## [185]    train-error:0.156863
## [186]    train-error:0.145658
## [187]    train-error:0.145658
## [188]    train-error:0.151261
## [189]    train-error:0.142857
## [190]    train-error:0.140056
## [191]    train-error:0.137255
## [192]    train-error:0.140056
## [193]    train-error:0.145658
## [194]    train-error:0.148459
## [195]    train-error:0.148459
## [196]    train-error:0.137255
## [197]    train-error:0.134454
## [198]    train-error:0.134454
## [199]    train-error:0.140056
## [200]    train-error:0.145658
## [201]    train-error:0.142857
## [202]    train-error:0.148459
## [203]    train-error:0.142857
## [204]    train-error:0.145658
## [205]    train-error:0.145658
## [206]    train-error:0.148459
## [207]    train-error:0.145658
## [208]    train-error:0.142857
## [209]    train-error:0.145658
## [210]    train-error:0.134454
## [211]    train-error:0.140056
## [212]    train-error:0.140056
## [213]    train-error:0.137255
## [214]    train-error:0.145658
## [215]    train-error:0.140056
## [216]    train-error:0.134454
## [217]    train-error:0.145658
## [0]  train-error:0.229050
## [1]  train-error:0.195531
## [2]  train-error:0.187151
## [3]  train-error:0.201117
## [4]  train-error:0.192737
## [5]  train-error:0.195531
## [6]  train-error:0.181564
## [7]  train-error:0.187151
## [8]  train-error:0.187151
## [9]  train-error:0.181564
## [10] train-error:0.175978
## [11] train-error:0.173184
## [12] train-error:0.181564
## [13] train-error:0.181564
## [14] train-error:0.184358
## [15] train-error:0.184358
## [16] train-error:0.184358
## [17] train-error:0.178771
## [18] train-error:0.167598
## [19] train-error:0.164804
## [20] train-error:0.170391
## [21] train-error:0.159218
## [22] train-error:0.159218
## [23] train-error:0.159218
## [24] train-error:0.162011
## [25] train-error:0.162011
## [26] train-error:0.164804
## [27] train-error:0.164804
## [28] train-error:0.164804
## [29] train-error:0.159218
## [30] train-error:0.159218
## [31] train-error:0.162011
## [32] train-error:0.153631
## [33] train-error:0.150838
## [34] train-error:0.164804
## [35] train-error:0.159218
## [36] train-error:0.156425
## [37] train-error:0.156425
## [38] train-error:0.156425
## [39] train-error:0.156425
## [40] train-error:0.159218
## [41] train-error:0.159218
## [42] train-error:0.156425
## [43] train-error:0.159218
## [44] train-error:0.156425
## [45] train-error:0.156425
## [46] train-error:0.159218
## [47] train-error:0.159218
## [48] train-error:0.150838
## [49] train-error:0.150838
## [50] train-error:0.153631
## [51] train-error:0.150838
## [52] train-error:0.150838
## [53] train-error:0.150838
## [54] train-error:0.156425
## [55] train-error:0.145251
## [56] train-error:0.156425
## [57] train-error:0.148045
## [58] train-error:0.148045
## [59] train-error:0.150838
## [60] train-error:0.145251
## [61] train-error:0.139665
## [62] train-error:0.139665
## [63] train-error:0.142458
## [64] train-error:0.145251
## [65] train-error:0.145251
## [66] train-error:0.148045
## [67] train-error:0.145251
## [68] train-error:0.145251
## [69] train-error:0.142458
## [70] train-error:0.153631
## [71] train-error:0.142458
## [72] train-error:0.142458
## [73] train-error:0.145251
## [74] train-error:0.145251
## [75] train-error:0.145251
## [76] train-error:0.145251
## [77] train-error:0.145251
## [78] train-error:0.145251
## [79] train-error:0.145251
## [80] train-error:0.142458
## [81] train-error:0.139665
## [82] train-error:0.139665
## [83] train-error:0.142458
## [84] train-error:0.150838
## [85] train-error:0.148045
## [86] train-error:0.145251
## [87] train-error:0.142458
## [88] train-error:0.148045
## [89] train-error:0.145251
## [90] train-error:0.145251
## [91] train-error:0.145251
## [92] train-error:0.148045
## [93] train-error:0.136872
## [94] train-error:0.136872
## [95] train-error:0.139665
## [96] train-error:0.139665
## [97] train-error:0.136872
## [98] train-error:0.145251
## [99] train-error:0.136872
## [100]    train-error:0.145251
## [101]    train-error:0.142458
## [102]    train-error:0.142458
## [103]    train-error:0.142458
## [104]    train-error:0.142458
## [105]    train-error:0.145251
## [106]    train-error:0.145251
## [107]    train-error:0.148045
## [108]    train-error:0.142458
## [109]    train-error:0.142458
## [110]    train-error:0.145251
## [111]    train-error:0.145251
## [112]    train-error:0.139665
## [113]    train-error:0.142458
## [114]    train-error:0.145251
## [115]    train-error:0.142458
## [116]    train-error:0.142458
## [117]    train-error:0.139665
## [118]    train-error:0.142458
## [119]    train-error:0.142458
## [120]    train-error:0.148045
## [121]    train-error:0.142458
## [122]    train-error:0.139665
## [123]    train-error:0.139665
## [124]    train-error:0.139665
## [125]    train-error:0.145251
## [126]    train-error:0.139665
## [127]    train-error:0.136872
## [128]    train-error:0.139665
## [129]    train-error:0.139665
## [130]    train-error:0.136872
## [131]    train-error:0.139665
## [132]    train-error:0.136872
## [133]    train-error:0.136872
## [134]    train-error:0.136872
## [135]    train-error:0.136872
## [136]    train-error:0.136872
## [137]    train-error:0.136872
## [138]    train-error:0.136872
## [139]    train-error:0.136872
## [140]    train-error:0.136872
## [141]    train-error:0.134078
## [142]    train-error:0.136872
## [143]    train-error:0.136872
## [144]    train-error:0.142458
## [145]    train-error:0.136872
## [146]    train-error:0.139665
## [147]    train-error:0.139665
## [148]    train-error:0.136872
## [149]    train-error:0.136872
## [150]    train-error:0.134078
## [151]    train-error:0.136872
## [152]    train-error:0.136872
## [153]    train-error:0.136872
## [154]    train-error:0.136872
## [155]    train-error:0.131285
## [156]    train-error:0.134078
## [157]    train-error:0.134078
## [158]    train-error:0.134078
## [159]    train-error:0.134078
## [160]    train-error:0.136872
## [161]    train-error:0.139665
## [162]    train-error:0.128492
## [163]    train-error:0.131285
## [164]    train-error:0.131285
## [165]    train-error:0.131285
## [166]    train-error:0.134078
## [167]    train-error:0.134078
## [168]    train-error:0.134078
## [169]    train-error:0.128492
## [170]    train-error:0.131285
## [171]    train-error:0.134078
## [172]    train-error:0.128492
## [173]    train-error:0.128492
## [174]    train-error:0.128492
## [175]    train-error:0.128492
## [176]    train-error:0.125698
## [177]    train-error:0.131285
## [178]    train-error:0.131285
## [179]    train-error:0.128492
## [180]    train-error:0.131285
## [181]    train-error:0.128492
## [182]    train-error:0.131285
## [183]    train-error:0.131285
## [184]    train-error:0.131285
## [185]    train-error:0.131285
## [186]    train-error:0.131285
## [187]    train-error:0.131285
## [188]    train-error:0.131285
## [189]    train-error:0.131285
## [190]    train-error:0.131285
## [191]    train-error:0.131285
## [192]    train-error:0.131285
## [193]    train-error:0.128492
## [194]    train-error:0.131285
## [195]    train-error:0.128492
## [196]    train-error:0.134078
## [197]    train-error:0.134078
## [198]    train-error:0.134078
## [199]    train-error:0.134078
## [200]    train-error:0.125698
## [201]    train-error:0.128492
## [202]    train-error:0.125698
## [203]    train-error:0.122905
## [204]    train-error:0.125698
## [205]    train-error:0.125698
## [206]    train-error:0.125698
## [207]    train-error:0.125698
## [208]    train-error:0.128492
## [209]    train-error:0.128492
## [210]    train-error:0.125698
## [211]    train-error:0.131285
## [212]    train-error:0.128492
## [213]    train-error:0.128492
## [214]    train-error:0.131285
## [215]    train-error:0.128492
## [216]    train-error:0.128492
## [217]    train-error:0.128492
## [218]    train-error:0.122905
## [219]    train-error:0.122905
## [220]    train-error:0.117318
## [221]    train-error:0.120112
## [222]    train-error:0.117318
## [223]    train-error:0.120112
## [224]    train-error:0.122905
## [225]    train-error:0.122905
## [226]    train-error:0.125698
## [227]    train-error:0.122905
## [228]    train-error:0.122905
## [229]    train-error:0.120112
## [230]    train-error:0.122905
## [231]    train-error:0.120112
## [232]    train-error:0.120112
## [233]    train-error:0.122905
## [234]    train-error:0.122905
## [235]    train-error:0.122905
## [236]    train-error:0.122905
## [237]    train-error:0.128492
## [238]    train-error:0.128492
## [239]    train-error:0.128492
## [240]    train-error:0.122905
## [241]    train-error:0.128492
## [242]    train-error:0.122905
## [243]    train-error:0.128492
## [244]    train-error:0.128492
## [245]    train-error:0.122905
## [246]    train-error:0.125698
## [247]    train-error:0.131285
## [248]    train-error:0.122905
## [249]    train-error:0.125698
## [250]    train-error:0.125698
## [251]    train-error:0.128492
## [252]    train-error:0.131285
## [253]    train-error:0.128492
## [254]    train-error:0.128492
## [255]    train-error:0.134078
## [256]    train-error:0.128492
## [257]    train-error:0.128492
## [258]    train-error:0.125698
## [259]    train-error:0.131285
## [260]    train-error:0.128492
## [261]    train-error:0.131285
## [262]    train-error:0.128492
## [263]    train-error:0.122905
## [264]    train-error:0.120112
## [265]    train-error:0.125698
## [266]    train-error:0.128492
## [267]    train-error:0.128492
## [268]    train-error:0.117318
## [269]    train-error:0.117318
## [270]    train-error:0.117318
## [271]    train-error:0.117318
## [272]    train-error:0.111732
## [273]    train-error:0.117318
## [274]    train-error:0.108939
## [275]    train-error:0.120112
## [276]    train-error:0.120112
## [277]    train-error:0.108939
## [278]    train-error:0.108939
## [279]    train-error:0.108939
## [280]    train-error:0.108939
## [281]    train-error:0.108939
## [282]    train-error:0.114525
## [283]    train-error:0.114525
## [284]    train-error:0.114525
## [285]    train-error:0.114525
## [286]    train-error:0.114525
## [287]    train-error:0.114525
## [288]    train-error:0.111732
## [289]    train-error:0.117318
## [290]    train-error:0.114525
## [291]    train-error:0.117318
## [292]    train-error:0.114525
## [293]    train-error:0.114525
## [294]    train-error:0.114525
## [295]    train-error:0.117318
## [296]    train-error:0.114525
## [297]    train-error:0.117318
## [298]    train-error:0.120112
## [299]    train-error:0.114525
## [300]    train-error:0.114525
## [301]    train-error:0.120112
## [302]    train-error:0.120112
## [303]    train-error:0.120112
## [304]    train-error:0.120112
## [305]    train-error:0.117318
## [306]    train-error:0.120112
## [307]    train-error:0.117318
## [308]    train-error:0.120112
## [309]    train-error:0.120112
## [310]    train-error:0.125698
## [311]    train-error:0.125698
## [312]    train-error:0.122905
## [313]    train-error:0.117318
## [314]    train-error:0.125698
## [315]    train-error:0.122905
## [316]    train-error:0.125698
## [317]    train-error:0.122905
## [318]    train-error:0.125698
## [319]    train-error:0.122905
## [0]  train-error:0.364146
## [1]  train-error:0.221289
## [2]  train-error:0.212885
## [3]  train-error:0.196078
## [4]  train-error:0.184874
## [5]  train-error:0.184874
## [6]  train-error:0.184874
## [7]  train-error:0.184874
## [8]  train-error:0.170868
## [9]  train-error:0.173669
## [10] train-error:0.179272
## [11] train-error:0.170868
## [12] train-error:0.184874
## [13] train-error:0.173669
## [14] train-error:0.168067
## [15] train-error:0.168067
## [16] train-error:0.165266
## [17] train-error:0.156863
## [18] train-error:0.154062
## [19] train-error:0.154062
## [20] train-error:0.151261
## [21] train-error:0.154062
## [22] train-error:0.145658
## [23] train-error:0.131653
## [24] train-error:0.140056
## [25] train-error:0.140056
## [26] train-error:0.134454
## [27] train-error:0.140056
## [28] train-error:0.134454
## [29] train-error:0.134454
## [30] train-error:0.131653
## [31] train-error:0.134454
## [32] train-error:0.131653
## [33] train-error:0.137255
## [34] train-error:0.137255
## [35] train-error:0.128852
## [36] train-error:0.131653
## [37] train-error:0.140056
## [38] train-error:0.134454
## [39] train-error:0.128852
## [40] train-error:0.131653
## [41] train-error:0.140056
## [42] train-error:0.128852
## [43] train-error:0.131653
## [44] train-error:0.131653
## [45] train-error:0.128852
## [46] train-error:0.131653
## [47] train-error:0.126050
## [48] train-error:0.126050
## [49] train-error:0.128852
## [50] train-error:0.131653
## [51] train-error:0.128852
## [52] train-error:0.128852
## [53] train-error:0.126050
## [54] train-error:0.126050
## [55] train-error:0.123249
## [56] train-error:0.120448
## [57] train-error:0.128852
## [58] train-error:0.120448
## [59] train-error:0.120448
## [60] train-error:0.123249
## [61] train-error:0.126050
## [62] train-error:0.120448
## [63] train-error:0.126050
## [64] train-error:0.114846
## [65] train-error:0.117647
## [66] train-error:0.120448
## [67] train-error:0.117647
## [68] train-error:0.114846
## [69] train-error:0.120448
## [70] train-error:0.112045
## [71] train-error:0.117647
## [72] train-error:0.120448
## [73] train-error:0.114846
## [74] train-error:0.117647
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.123249
## [78] train-error:0.123249
## [79] train-error:0.112045
## [80] train-error:0.117647
## [81] train-error:0.117647
## [82] train-error:0.117647
## [83] train-error:0.120448
## [84] train-error:0.120448
## [85] train-error:0.123249
## [86] train-error:0.123249
## [87] train-error:0.120448
## [88] train-error:0.117647
## [89] train-error:0.120448
## [90] train-error:0.123249
## [91] train-error:0.123249
## [92] train-error:0.120448
## [93] train-error:0.123249
## [94] train-error:0.114846
## [95] train-error:0.117647
## [96] train-error:0.117647
## [97] train-error:0.117647
## [98] train-error:0.114846
## [99] train-error:0.112045
## [100]    train-error:0.112045
## [101]    train-error:0.112045
## [102]    train-error:0.114846
## [103]    train-error:0.109244
## [104]    train-error:0.114846
## [105]    train-error:0.112045
## [106]    train-error:0.117647
## [107]    train-error:0.120448
## [108]    train-error:0.120448
## [109]    train-error:0.114846
## [110]    train-error:0.114846
## [111]    train-error:0.114846
## [112]    train-error:0.112045
## [113]    train-error:0.112045
## [114]    train-error:0.114846
## [115]    train-error:0.112045
## [116]    train-error:0.109244
## [117]    train-error:0.109244
## [118]    train-error:0.109244
## [119]    train-error:0.112045
## [120]    train-error:0.114846
## [121]    train-error:0.114846
## [122]    train-error:0.112045
## [123]    train-error:0.112045
## [124]    train-error:0.112045
## [125]    train-error:0.114846
## [126]    train-error:0.106443
## [127]    train-error:0.106443
## [128]    train-error:0.103641
## [129]    train-error:0.117647
## [130]    train-error:0.117647
## [131]    train-error:0.117647
## [132]    train-error:0.117647
## [133]    train-error:0.120448
## [134]    train-error:0.106443
## [135]    train-error:0.109244
## [136]    train-error:0.106443
## [137]    train-error:0.109244
## [138]    train-error:0.106443
## [139]    train-error:0.100840
## [140]    train-error:0.103641
## [141]    train-error:0.100840
## [142]    train-error:0.100840
## [143]    train-error:0.100840
## [144]    train-error:0.098039
## [145]    train-error:0.103641
## [146]    train-error:0.100840
## [147]    train-error:0.100840
## [148]    train-error:0.100840
## [149]    train-error:0.103641
## [150]    train-error:0.100840
## [151]    train-error:0.100840
## [152]    train-error:0.100840
## [153]    train-error:0.100840
## [154]    train-error:0.103641
## [155]    train-error:0.100840
## [156]    train-error:0.100840
## [157]    train-error:0.103641
## [158]    train-error:0.100840
## [159]    train-error:0.103641
## [160]    train-error:0.100840
## [161]    train-error:0.106443
## [162]    train-error:0.106443
## [163]    train-error:0.112045
## [164]    train-error:0.109244
## [165]    train-error:0.109244
## [166]    train-error:0.109244
## [167]    train-error:0.106443
## [168]    train-error:0.109244
## [169]    train-error:0.112045
## [170]    train-error:0.106443
## [171]    train-error:0.114846
## [172]    train-error:0.109244
## [173]    train-error:0.109244
## [174]    train-error:0.106443
## [175]    train-error:0.109244
## [176]    train-error:0.100840
## [177]    train-error:0.106443
## [178]    train-error:0.100840
## [179]    train-error:0.100840
## [180]    train-error:0.098039
## [181]    train-error:0.106443
## [182]    train-error:0.103641
## [183]    train-error:0.106443
## [184]    train-error:0.106443
## [185]    train-error:0.100840
## [186]    train-error:0.106443
## [187]    train-error:0.106443
## [188]    train-error:0.106443
## [189]    train-error:0.103641
## [190]    train-error:0.106443
## [191]    train-error:0.103641
## [192]    train-error:0.103641
## [193]    train-error:0.103641
## [194]    train-error:0.100840
## [195]    train-error:0.100840
## [196]    train-error:0.100840
## [197]    train-error:0.098039
## [198]    train-error:0.103641
## [199]    train-error:0.103641
## [200]    train-error:0.100840
## [201]    train-error:0.095238
## [202]    train-error:0.098039
## [203]    train-error:0.095238
## [204]    train-error:0.100840
## [205]    train-error:0.100840
## [206]    train-error:0.100840
## [207]    train-error:0.100840
## [208]    train-error:0.100840
## [209]    train-error:0.098039
## [210]    train-error:0.103641
## [211]    train-error:0.098039
## [212]    train-error:0.100840
## [213]    train-error:0.098039
## [214]    train-error:0.100840
## [215]    train-error:0.106443
## [216]    train-error:0.100840
## [217]    train-error:0.098039
## [218]    train-error:0.098039
## [219]    train-error:0.100840
## [220]    train-error:0.095238
## [221]    train-error:0.095238
## [222]    train-error:0.100840
## [223]    train-error:0.098039
## [224]    train-error:0.095238
## [225]    train-error:0.098039
## [226]    train-error:0.100840
## [227]    train-error:0.095238
## [228]    train-error:0.095238
## [229]    train-error:0.095238
## [230]    train-error:0.095238
## [231]    train-error:0.092437
## [232]    train-error:0.095238
## [233]    train-error:0.092437
## [234]    train-error:0.092437
## [235]    train-error:0.095238
## [236]    train-error:0.095238
## [237]    train-error:0.095238
## [238]    train-error:0.098039
## [239]    train-error:0.098039
## [240]    train-error:0.098039
## [241]    train-error:0.100840
## [242]    train-error:0.098039
## [243]    train-error:0.098039
## [244]    train-error:0.098039
## [245]    train-error:0.098039
## [246]    train-error:0.100840
## [247]    train-error:0.095238
## [248]    train-error:0.095238
## [249]    train-error:0.098039
## [250]    train-error:0.100840
## [251]    train-error:0.100840
## [252]    train-error:0.100840
## [253]    train-error:0.098039
## [254]    train-error:0.100840
## [255]    train-error:0.095238
## [256]    train-error:0.095238
## [257]    train-error:0.098039
## [258]    train-error:0.098039
## [259]    train-error:0.098039
## [260]    train-error:0.098039
## [261]    train-error:0.095238
## [262]    train-error:0.092437
## [263]    train-error:0.092437
## [264]    train-error:0.092437
## [265]    train-error:0.092437
## [266]    train-error:0.098039
## [267]    train-error:0.092437
## [268]    train-error:0.092437
## [269]    train-error:0.092437
## [270]    train-error:0.095238
## [271]    train-error:0.098039
## [272]    train-error:0.095238
## [273]    train-error:0.092437
## [274]    train-error:0.092437
## [275]    train-error:0.095238
## [276]    train-error:0.089636
## [277]    train-error:0.089636
## [278]    train-error:0.089636
## [279]    train-error:0.086835
## [280]    train-error:0.084034
## [281]    train-error:0.086835
## [282]    train-error:0.086835
## [283]    train-error:0.086835
## [284]    train-error:0.086835
## [285]    train-error:0.089636
## [286]    train-error:0.089636
## [287]    train-error:0.089636
## [288]    train-error:0.089636
## [289]    train-error:0.089636
## [290]    train-error:0.092437
## [291]    train-error:0.092437
## [292]    train-error:0.095238
## [293]    train-error:0.089636
## [294]    train-error:0.089636
## [295]    train-error:0.089636
## [296]    train-error:0.092437
## [297]    train-error:0.086835
## [298]    train-error:0.084034
## [299]    train-error:0.086835
## [300]    train-error:0.086835
## [301]    train-error:0.086835
## [302]    train-error:0.086835
## [303]    train-error:0.089636
## [304]    train-error:0.089636
## [305]    train-error:0.092437
## [306]    train-error:0.092437
## [307]    train-error:0.089636
## [308]    train-error:0.089636
## [309]    train-error:0.092437
## [310]    train-error:0.092437
## [311]    train-error:0.092437
## [312]    train-error:0.092437
## [313]    train-error:0.092437
## [314]    train-error:0.092437
## [315]    train-error:0.089636
## [316]    train-error:0.092437
## [317]    train-error:0.089636
## [318]    train-error:0.086835
## [319]    train-error:0.086835
## [0]  train-error:0.274510
## [1]  train-error:0.204482
## [2]  train-error:0.198880
## [3]  train-error:0.201681
## [4]  train-error:0.190476
## [5]  train-error:0.170868
## [6]  train-error:0.190476
## [7]  train-error:0.193277
## [8]  train-error:0.182073
## [9]  train-error:0.179272
## [10] train-error:0.187675
## [11] train-error:0.182073
## [12] train-error:0.182073
## [13] train-error:0.176471
## [14] train-error:0.179272
## [15] train-error:0.168067
## [16] train-error:0.168067
## [17] train-error:0.173669
## [18] train-error:0.170868
## [19] train-error:0.159664
## [20] train-error:0.159664
## [21] train-error:0.159664
## [22] train-error:0.159664
## [23] train-error:0.156863
## [24] train-error:0.154062
## [25] train-error:0.165266
## [26] train-error:0.148459
## [27] train-error:0.156863
## [28] train-error:0.159664
## [29] train-error:0.148459
## [30] train-error:0.156863
## [31] train-error:0.145658
## [32] train-error:0.142857
## [33] train-error:0.140056
## [34] train-error:0.137255
## [35] train-error:0.134454
## [36] train-error:0.128852
## [37] train-error:0.128852
## [38] train-error:0.131653
## [39] train-error:0.126050
## [40] train-error:0.128852
## [41] train-error:0.134454
## [42] train-error:0.134454
## [43] train-error:0.123249
## [44] train-error:0.131653
## [45] train-error:0.134454
## [46] train-error:0.137255
## [47] train-error:0.140056
## [48] train-error:0.128852
## [49] train-error:0.137255
## [50] train-error:0.137255
## [51] train-error:0.137255
## [52] train-error:0.134454
## [53] train-error:0.137255
## [54] train-error:0.142857
## [55] train-error:0.140056
## [56] train-error:0.137255
## [57] train-error:0.140056
## [58] train-error:0.140056
## [59] train-error:0.134454
## [60] train-error:0.134454
## [61] train-error:0.134454
## [62] train-error:0.126050
## [63] train-error:0.123249
## [64] train-error:0.126050
## [65] train-error:0.128852
## [66] train-error:0.126050
## [67] train-error:0.120448
## [68] train-error:0.123249
## [69] train-error:0.126050
## [70] train-error:0.126050
## [71] train-error:0.128852
## [72] train-error:0.126050
## [73] train-error:0.123249
## [74] train-error:0.128852
## [75] train-error:0.134454
## [76] train-error:0.137255
## [77] train-error:0.140056
## [78] train-error:0.140056
## [79] train-error:0.140056
## [80] train-error:0.123249
## [81] train-error:0.117647
## [82] train-error:0.120448
## [83] train-error:0.120448
## [84] train-error:0.128852
## [85] train-error:0.128852
## [86] train-error:0.128852
## [87] train-error:0.128852
## [88] train-error:0.123249
## [89] train-error:0.123249
## [90] train-error:0.123249
## [91] train-error:0.120448
## [92] train-error:0.117647
## [93] train-error:0.120448
## [94] train-error:0.112045
## [95] train-error:0.114846
## [96] train-error:0.117647
## [97] train-error:0.117647
## [98] train-error:0.120448
## [99] train-error:0.117647
## [100]    train-error:0.123249
## [101]    train-error:0.117647
## [102]    train-error:0.117647
## [103]    train-error:0.128852
## [104]    train-error:0.126050
## [105]    train-error:0.123249
## [106]    train-error:0.128852
## [107]    train-error:0.123249
## [108]    train-error:0.123249
## [109]    train-error:0.126050
## [110]    train-error:0.120448
## [111]    train-error:0.123249
## [112]    train-error:0.123249
## [113]    train-error:0.120448
## [114]    train-error:0.120448
## [115]    train-error:0.120448
## [116]    train-error:0.123249
## [117]    train-error:0.123249
## [118]    train-error:0.123249
## [119]    train-error:0.117647
## [120]    train-error:0.117647
## [121]    train-error:0.117647
## [122]    train-error:0.117647
## [123]    train-error:0.112045
## [124]    train-error:0.112045
## [125]    train-error:0.117647
## [126]    train-error:0.106443
## [127]    train-error:0.106443
## [128]    train-error:0.109244
## [129]    train-error:0.117647
## [130]    train-error:0.117647
## [131]    train-error:0.109244
## [132]    train-error:0.112045
## [133]    train-error:0.112045
## [134]    train-error:0.112045
## [135]    train-error:0.112045
## [136]    train-error:0.112045
## [137]    train-error:0.117647
## [138]    train-error:0.120448
## [139]    train-error:0.126050
## [140]    train-error:0.123249
## [141]    train-error:0.131653
## [142]    train-error:0.123249
## [143]    train-error:0.126050
## [144]    train-error:0.123249
## [145]    train-error:0.126050
## [146]    train-error:0.126050
## [147]    train-error:0.123249
## [148]    train-error:0.114846
## [149]    train-error:0.112045
## [150]    train-error:0.112045
## [151]    train-error:0.117647
## [152]    train-error:0.112045
## [153]    train-error:0.109244
## [154]    train-error:0.106443
## [155]    train-error:0.109244
## [156]    train-error:0.109244
## [157]    train-error:0.109244
## [158]    train-error:0.109244
## [159]    train-error:0.109244
## [160]    train-error:0.109244
## [161]    train-error:0.117647
## [162]    train-error:0.120448
## [163]    train-error:0.117647
## [164]    train-error:0.120448
## [165]    train-error:0.117647
## [166]    train-error:0.120448
## [167]    train-error:0.114846
## [168]    train-error:0.112045
## [169]    train-error:0.112045
## [170]    train-error:0.109244
## [171]    train-error:0.112045
## [172]    train-error:0.109244
## [173]    train-error:0.112045
## [174]    train-error:0.120448
## [175]    train-error:0.112045
## [176]    train-error:0.114846
## [177]    train-error:0.114846
## [178]    train-error:0.117647
## [179]    train-error:0.114846
## [180]    train-error:0.112045
## [181]    train-error:0.114846
## [182]    train-error:0.120448
## [183]    train-error:0.117647
## [184]    train-error:0.112045
## [185]    train-error:0.114846
## [186]    train-error:0.103641
## [187]    train-error:0.112045
## [188]    train-error:0.112045
## [189]    train-error:0.112045
## [190]    train-error:0.114846
## [191]    train-error:0.117647
## [192]    train-error:0.117647
## [193]    train-error:0.112045
## [194]    train-error:0.106443
## [195]    train-error:0.112045
## [196]    train-error:0.109244
## [197]    train-error:0.103641
## [198]    train-error:0.103641
## [199]    train-error:0.103641
## [200]    train-error:0.095238
## [201]    train-error:0.098039
## [202]    train-error:0.098039
## [203]    train-error:0.109244
## [204]    train-error:0.109244
## [205]    train-error:0.106443
## [206]    train-error:0.098039
## [207]    train-error:0.095238
## [208]    train-error:0.103641
## [209]    train-error:0.095238
## [210]    train-error:0.100840
## [211]    train-error:0.100840
## [212]    train-error:0.106443
## [213]    train-error:0.095238
## [214]    train-error:0.103641
## [215]    train-error:0.100840
## [216]    train-error:0.103641
## [217]    train-error:0.106443
## [218]    train-error:0.103641
## [219]    train-error:0.100840
## [220]    train-error:0.100840
## [221]    train-error:0.100840
## [222]    train-error:0.103641
## [223]    train-error:0.100840
## [224]    train-error:0.095238
## [225]    train-error:0.092437
## [226]    train-error:0.098039
## [227]    train-error:0.098039
## [228]    train-error:0.100840
## [229]    train-error:0.095238
## [230]    train-error:0.095238
## [231]    train-error:0.100840
## [232]    train-error:0.098039
## [233]    train-error:0.103641
## [234]    train-error:0.095238
## [235]    train-error:0.100840
## [236]    train-error:0.095238
## [237]    train-error:0.095238
## [238]    train-error:0.106443
## [239]    train-error:0.095238
## [240]    train-error:0.092437
## [241]    train-error:0.095238
## [242]    train-error:0.098039
## [243]    train-error:0.103641
## [244]    train-error:0.103641
## [245]    train-error:0.100840
## [246]    train-error:0.103641
## [247]    train-error:0.100840
## [248]    train-error:0.103641
## [249]    train-error:0.103641
## [250]    train-error:0.100840
## [251]    train-error:0.100840
## [252]    train-error:0.098039
## [253]    train-error:0.103641
## [254]    train-error:0.100840
## [255]    train-error:0.100840
## [256]    train-error:0.098039
## [257]    train-error:0.095238
## [258]    train-error:0.106443
## [259]    train-error:0.106443
## [260]    train-error:0.106443
## [261]    train-error:0.103641
## [262]    train-error:0.106443
## [263]    train-error:0.098039
## [264]    train-error:0.098039
## [265]    train-error:0.098039
## [266]    train-error:0.098039
## [267]    train-error:0.100840
## [268]    train-error:0.089636
## [269]    train-error:0.095238
## [270]    train-error:0.092437
## [271]    train-error:0.092437
## [272]    train-error:0.095238
## [273]    train-error:0.092437
## [274]    train-error:0.089636
## [275]    train-error:0.100840
## [276]    train-error:0.092437
## [277]    train-error:0.103641
## [278]    train-error:0.095238
## [279]    train-error:0.100840
## [280]    train-error:0.095238
## [281]    train-error:0.095238
## [282]    train-error:0.092437
## [283]    train-error:0.095238
## [284]    train-error:0.100840
## [285]    train-error:0.098039
## [286]    train-error:0.098039
## [287]    train-error:0.095238
## [288]    train-error:0.092437
## [289]    train-error:0.089636
## [290]    train-error:0.086835
## [291]    train-error:0.095238
## [292]    train-error:0.092437
## [293]    train-error:0.095238
## [294]    train-error:0.100840
## [295]    train-error:0.095238
## [296]    train-error:0.092437
## [297]    train-error:0.098039
## [298]    train-error:0.100840
## [299]    train-error:0.106443
## [300]    train-error:0.106443
## [301]    train-error:0.103641
## [302]    train-error:0.100840
## [303]    train-error:0.098039
## [304]    train-error:0.103641
## [305]    train-error:0.100840
## [306]    train-error:0.100840
## [307]    train-error:0.100840
## [308]    train-error:0.106443
## [309]    train-error:0.103641
## [310]    train-error:0.106443
## [311]    train-error:0.100840
## [312]    train-error:0.100840
## [313]    train-error:0.100840
## [314]    train-error:0.100840
## [315]    train-error:0.098039
## [316]    train-error:0.098039
## [317]    train-error:0.095238
## [318]    train-error:0.100840
## [319]    train-error:0.098039
## [0]  train-error:0.189944
## [1]  train-error:0.178771
## [2]  train-error:0.164804
## [3]  train-error:0.164804
## [4]  train-error:0.159218
## [5]  train-error:0.162011
## [6]  train-error:0.150838
## [7]  train-error:0.134078
## [8]  train-error:0.128492
## [9]  train-error:0.125698
## [10] train-error:0.134078
## [11] train-error:0.136872
## [12] train-error:0.136872
## [13] train-error:0.134078
## [14] train-error:0.128492
## [15] train-error:0.128492
## [16] train-error:0.139665
## [17] train-error:0.142458
## [18] train-error:0.139665
## [19] train-error:0.136872
## [20] train-error:0.136872
## [21] train-error:0.142458
## [22] train-error:0.134078
## [23] train-error:0.139665
## [24] train-error:0.134078
## [25] train-error:0.136872
## [26] train-error:0.131285
## [27] train-error:0.134078
## [28] train-error:0.128492
## [29] train-error:0.128492
## [30] train-error:0.128492
## [31] train-error:0.128492
## [32] train-error:0.131285
## [33] train-error:0.128492
## [34] train-error:0.125698
## [35] train-error:0.120112
## [36] train-error:0.125698
## [37] train-error:0.125698
## [38] train-error:0.120112
## [39] train-error:0.122905
## [40] train-error:0.120112
## [41] train-error:0.111732
## [42] train-error:0.111732
## [43] train-error:0.111732
## [44] train-error:0.120112
## [45] train-error:0.114525
## [46] train-error:0.117318
## [47] train-error:0.117318
## [48] train-error:0.120112
## [49] train-error:0.120112
## [50] train-error:0.120112
## [51] train-error:0.120112
## [52] train-error:0.120112
## [53] train-error:0.114525
## [54] train-error:0.117318
## [55] train-error:0.117318
## [56] train-error:0.122905
## [57] train-error:0.120112
## [58] train-error:0.122905
## [59] train-error:0.122905
## [60] train-error:0.122905
## [61] train-error:0.122905
## [62] train-error:0.122905
## [63] train-error:0.122905
## [64] train-error:0.120112
## [65] train-error:0.122905
## [66] train-error:0.120112
## [67] train-error:0.114525
## [68] train-error:0.114525
## [69] train-error:0.111732
## [70] train-error:0.120112
## [71] train-error:0.117318
## [72] train-error:0.120112
## [73] train-error:0.117318
## [74] train-error:0.114525
## [75] train-error:0.114525
## [76] train-error:0.117318
## [77] train-error:0.117318
## [78] train-error:0.111732
## [79] train-error:0.108939
## [80] train-error:0.111732
## [81] train-error:0.108939
## [82] train-error:0.108939
## [83] train-error:0.106145
## [84] train-error:0.103352
## [85] train-error:0.103352
## [86] train-error:0.103352
## [87] train-error:0.103352
## [88] train-error:0.106145
## [89] train-error:0.103352
## [90] train-error:0.106145
## [91] train-error:0.103352
## [92] train-error:0.103352
## [93] train-error:0.100559
## [94] train-error:0.100559
## [95] train-error:0.100559
## [96] train-error:0.097765
## [97] train-error:0.094972
## [98] train-error:0.097765
## [99] train-error:0.097765
## [100]    train-error:0.094972
## [101]    train-error:0.094972
## [102]    train-error:0.094972
## [103]    train-error:0.092179
## [104]    train-error:0.094972
## [105]    train-error:0.092179
## [106]    train-error:0.083799
## [107]    train-error:0.086592
## [108]    train-error:0.086592
## [109]    train-error:0.081006
## [110]    train-error:0.081006
## [111]    train-error:0.083799
## [112]    train-error:0.081006
## [113]    train-error:0.081006
## [114]    train-error:0.081006
## [115]    train-error:0.072626
## [116]    train-error:0.075419
## [117]    train-error:0.075419
## [118]    train-error:0.072626
## [119]    train-error:0.075419
## [120]    train-error:0.078212
## [121]    train-error:0.078212
## [122]    train-error:0.081006
## [123]    train-error:0.081006
## [124]    train-error:0.078212
## [125]    train-error:0.078212
## [126]    train-error:0.075419
## [127]    train-error:0.072626
## [128]    train-error:0.075419
## [129]    train-error:0.078212
## [130]    train-error:0.072626
## [131]    train-error:0.075419
## [132]    train-error:0.072626
## [133]    train-error:0.075419
## [134]    train-error:0.069832
## [135]    train-error:0.067039
## [136]    train-error:0.067039
## [137]    train-error:0.067039
## [138]    train-error:0.067039
## [139]    train-error:0.069832
## [140]    train-error:0.067039
## [141]    train-error:0.067039
## [142]    train-error:0.069832
## [143]    train-error:0.069832
## [144]    train-error:0.072626
## [145]    train-error:0.069832
## [146]    train-error:0.067039
## [147]    train-error:0.069832
## [148]    train-error:0.072626
## [149]    train-error:0.069832
## [150]    train-error:0.064246
## [151]    train-error:0.067039
## [152]    train-error:0.069832
## [153]    train-error:0.069832
## [154]    train-error:0.069832
## [155]    train-error:0.072626
## [156]    train-error:0.069832
## [157]    train-error:0.067039
## [158]    train-error:0.069832
## [159]    train-error:0.069832
## [160]    train-error:0.069832
## [161]    train-error:0.069832
## [162]    train-error:0.064246
## [163]    train-error:0.064246
## [164]    train-error:0.061453
## [165]    train-error:0.061453
## [166]    train-error:0.061453
## [167]    train-error:0.061453
## [168]    train-error:0.061453
## [169]    train-error:0.058659
## [170]    train-error:0.058659
## [171]    train-error:0.058659
## [172]    train-error:0.058659
## [173]    train-error:0.058659
## [174]    train-error:0.058659
## [175]    train-error:0.058659
## [176]    train-error:0.058659
## [177]    train-error:0.058659
## [178]    train-error:0.055866
## [179]    train-error:0.050279
## [180]    train-error:0.053073
## [181]    train-error:0.055866
## [182]    train-error:0.055866
## [183]    train-error:0.053073
## [184]    train-error:0.053073
## [185]    train-error:0.055866
## [186]    train-error:0.053073
## [187]    train-error:0.053073
## [188]    train-error:0.053073
## [189]    train-error:0.053073
## [190]    train-error:0.053073
## [191]    train-error:0.053073
## [192]    train-error:0.053073
## [193]    train-error:0.053073
## [194]    train-error:0.053073
## [195]    train-error:0.053073
## [196]    train-error:0.053073
## [197]    train-error:0.050279
## [198]    train-error:0.050279
## [199]    train-error:0.047486
## [200]    train-error:0.047486
## [201]    train-error:0.050279
## [202]    train-error:0.044693
## [203]    train-error:0.044693
## [204]    train-error:0.047486
## [205]    train-error:0.044693
## [206]    train-error:0.041899
## [207]    train-error:0.041899
## [208]    train-error:0.041899
## [209]    train-error:0.041899
## [210]    train-error:0.041899
## [211]    train-error:0.041899
## [212]    train-error:0.044693
## [213]    train-error:0.041899
## [214]    train-error:0.041899
## [215]    train-error:0.041899
## [216]    train-error:0.041899
## [217]    train-error:0.041899
## [218]    train-error:0.041899
## [219]    train-error:0.039106
## [220]    train-error:0.044693
## [221]    train-error:0.044693
## [222]    train-error:0.041899
## [223]    train-error:0.041899
## [224]    train-error:0.041899
## [225]    train-error:0.041899
## [226]    train-error:0.041899
## [227]    train-error:0.041899
## [228]    train-error:0.041899
## [229]    train-error:0.041899
## [230]    train-error:0.044693
## [231]    train-error:0.041899
## [232]    train-error:0.041899
## [233]    train-error:0.044693
## [234]    train-error:0.041899
## [235]    train-error:0.044693
## [236]    train-error:0.041899
## [237]    train-error:0.044693
## [238]    train-error:0.039106
## [239]    train-error:0.036313
## [240]    train-error:0.041899
## [241]    train-error:0.041899
## [242]    train-error:0.041899
## [243]    train-error:0.039106
## [244]    train-error:0.039106
## [245]    train-error:0.033520
## [246]    train-error:0.033520
## [247]    train-error:0.036313
## [248]    train-error:0.036313
## [249]    train-error:0.036313
## [250]    train-error:0.033520
## [251]    train-error:0.030726
## [252]    train-error:0.030726
## [253]    train-error:0.033520
## [254]    train-error:0.033520
## [255]    train-error:0.033520
## [256]    train-error:0.033520
## [257]    train-error:0.036313
## [258]    train-error:0.033520
## [259]    train-error:0.036313
## [260]    train-error:0.039106
## [261]    train-error:0.039106
## [262]    train-error:0.039106
## [263]    train-error:0.039106
## [264]    train-error:0.036313
## [265]    train-error:0.033520
## [266]    train-error:0.033520
## [267]    train-error:0.036313
## [268]    train-error:0.036313
## [269]    train-error:0.033520
## [270]    train-error:0.033520
## [271]    train-error:0.033520
## [272]    train-error:0.033520
## [273]    train-error:0.033520
## [274]    train-error:0.033520
## [275]    train-error:0.036313
## [276]    train-error:0.036313
## [277]    train-error:0.036313
## [278]    train-error:0.036313
## [279]    train-error:0.036313
## [280]    train-error:0.039106
## [281]    train-error:0.036313
## [282]    train-error:0.036313
## [283]    train-error:0.036313
## [284]    train-error:0.036313
## [285]    train-error:0.036313
## [286]    train-error:0.036313
## [287]    train-error:0.036313
## [288]    train-error:0.036313
## [289]    train-error:0.036313
## [290]    train-error:0.036313
## [291]    train-error:0.036313
## [292]    train-error:0.033520
## [293]    train-error:0.030726
## [294]    train-error:0.030726
## [295]    train-error:0.033520
## [296]    train-error:0.030726
## [297]    train-error:0.033520
## [298]    train-error:0.030726
## [299]    train-error:0.030726
## [300]    train-error:0.027933
## [301]    train-error:0.027933
## [302]    train-error:0.027933
## [303]    train-error:0.027933
## [304]    train-error:0.022346
## [305]    train-error:0.025140
## [306]    train-error:0.025140
## [307]    train-error:0.025140
## [308]    train-error:0.027933
## [309]    train-error:0.027933
## [310]    train-error:0.027933
## [311]    train-error:0.027933
## [312]    train-error:0.025140
## [313]    train-error:0.025140
## [314]    train-error:0.025140
## [315]    train-error:0.025140
## [316]    train-error:0.027933
## [317]    train-error:0.027933
## [318]    train-error:0.027933
## [319]    train-error:0.027933
## [320]    train-error:0.030726
## [321]    train-error:0.030726
## [322]    train-error:0.030726
## [323]    train-error:0.030726
## [324]    train-error:0.030726
## [325]    train-error:0.027933
## [326]    train-error:0.025140
## [0]  train-error:0.187675
## [1]  train-error:0.128852
## [2]  train-error:0.128852
## [3]  train-error:0.120448
## [4]  train-error:0.126050
## [5]  train-error:0.126050
## [6]  train-error:0.109244
## [7]  train-error:0.117647
## [8]  train-error:0.117647
## [9]  train-error:0.114846
## [10] train-error:0.120448
## [11] train-error:0.112045
## [12] train-error:0.109244
## [13] train-error:0.109244
## [14] train-error:0.098039
## [15] train-error:0.106443
## [16] train-error:0.112045
## [17] train-error:0.103641
## [18] train-error:0.098039
## [19] train-error:0.098039
## [20] train-error:0.098039
## [21] train-error:0.106443
## [22] train-error:0.109244
## [23] train-error:0.106443
## [24] train-error:0.103641
## [25] train-error:0.103641
## [26] train-error:0.103641
## [27] train-error:0.100840
## [28] train-error:0.098039
## [29] train-error:0.098039
## [30] train-error:0.095238
## [31] train-error:0.092437
## [32] train-error:0.086835
## [33] train-error:0.092437
## [34] train-error:0.092437
## [35] train-error:0.095238
## [36] train-error:0.092437
## [37] train-error:0.092437
## [38] train-error:0.089636
## [39] train-error:0.089636
## [40] train-error:0.089636
## [41] train-error:0.086835
## [42] train-error:0.089636
## [43] train-error:0.089636
## [44] train-error:0.081232
## [45] train-error:0.086835
## [46] train-error:0.084034
## [47] train-error:0.078431
## [48] train-error:0.078431
## [49] train-error:0.081232
## [50] train-error:0.081232
## [51] train-error:0.084034
## [52] train-error:0.078431
## [53] train-error:0.081232
## [54] train-error:0.081232
## [55] train-error:0.081232
## [56] train-error:0.075630
## [57] train-error:0.072829
## [58] train-error:0.072829
## [59] train-error:0.078431
## [60] train-error:0.078431
## [61] train-error:0.072829
## [62] train-error:0.072829
## [63] train-error:0.070028
## [64] train-error:0.070028
## [65] train-error:0.072829
## [66] train-error:0.075630
## [67] train-error:0.075630
## [68] train-error:0.072829
## [69] train-error:0.078431
## [70] train-error:0.075630
## [71] train-error:0.075630
## [72] train-error:0.072829
## [73] train-error:0.075630
## [74] train-error:0.072829
## [75] train-error:0.067227
## [76] train-error:0.070028
## [77] train-error:0.070028
## [78] train-error:0.070028
## [79] train-error:0.070028
## [80] train-error:0.067227
## [81] train-error:0.067227
## [82] train-error:0.067227
## [83] train-error:0.061625
## [84] train-error:0.070028
## [85] train-error:0.070028
## [86] train-error:0.064426
## [87] train-error:0.064426
## [88] train-error:0.070028
## [89] train-error:0.067227
## [90] train-error:0.067227
## [91] train-error:0.064426
## [92] train-error:0.067227
## [93] train-error:0.067227
## [94] train-error:0.067227
## [95] train-error:0.064426
## [96] train-error:0.064426
## [97] train-error:0.067227
## [98] train-error:0.067227
## [99] train-error:0.067227
## [100]    train-error:0.067227
## [101]    train-error:0.070028
## [102]    train-error:0.070028
## [103]    train-error:0.067227
## [104]    train-error:0.067227
## [105]    train-error:0.064426
## [106]    train-error:0.061625
## [107]    train-error:0.061625
## [108]    train-error:0.064426
## [109]    train-error:0.064426
## [110]    train-error:0.064426
## [111]    train-error:0.064426
## [112]    train-error:0.064426
## [113]    train-error:0.061625
## [114]    train-error:0.061625
## [115]    train-error:0.061625
## [116]    train-error:0.061625
## [117]    train-error:0.061625
## [118]    train-error:0.067227
## [119]    train-error:0.064426
## [120]    train-error:0.064426
## [121]    train-error:0.064426
## [122]    train-error:0.064426
## [123]    train-error:0.067227
## [124]    train-error:0.064426
## [125]    train-error:0.064426
## [126]    train-error:0.064426
## [127]    train-error:0.064426
## [128]    train-error:0.064426
## [129]    train-error:0.064426
## [130]    train-error:0.064426
## [131]    train-error:0.064426
## [132]    train-error:0.064426
## [133]    train-error:0.064426
## [134]    train-error:0.064426
## [135]    train-error:0.064426
## [136]    train-error:0.061625
## [137]    train-error:0.064426
## [138]    train-error:0.064426
## [139]    train-error:0.064426
## [140]    train-error:0.064426
## [141]    train-error:0.067227
## [142]    train-error:0.064426
## [143]    train-error:0.064426
## [144]    train-error:0.064426
## [145]    train-error:0.064426
## [146]    train-error:0.061625
## [147]    train-error:0.058824
## [148]    train-error:0.061625
## [149]    train-error:0.056022
## [150]    train-error:0.056022
## [151]    train-error:0.053221
## [152]    train-error:0.056022
## [153]    train-error:0.053221
## [154]    train-error:0.053221
## [155]    train-error:0.053221
## [156]    train-error:0.053221
## [157]    train-error:0.053221
## [158]    train-error:0.053221
## [159]    train-error:0.056022
## [160]    train-error:0.056022
## [161]    train-error:0.056022
## [162]    train-error:0.056022
## [163]    train-error:0.056022
## [164]    train-error:0.056022
## [165]    train-error:0.058824
## [166]    train-error:0.056022
## [167]    train-error:0.056022
## [168]    train-error:0.058824
## [169]    train-error:0.058824
## [170]    train-error:0.058824
## [171]    train-error:0.058824
## [172]    train-error:0.056022
## [173]    train-error:0.053221
## [174]    train-error:0.056022
## [175]    train-error:0.053221
## [176]    train-error:0.053221
## [177]    train-error:0.056022
## [178]    train-error:0.056022
## [179]    train-error:0.056022
## [180]    train-error:0.056022
## [181]    train-error:0.056022
## [182]    train-error:0.056022
## [183]    train-error:0.058824
## [184]    train-error:0.056022
## [185]    train-error:0.056022
## [186]    train-error:0.053221
## [187]    train-error:0.053221
## [188]    train-error:0.053221
## [189]    train-error:0.053221
## [190]    train-error:0.050420
## [191]    train-error:0.047619
## [192]    train-error:0.047619
## [193]    train-error:0.047619
## [194]    train-error:0.047619
## [195]    train-error:0.047619
## [196]    train-error:0.047619
## [197]    train-error:0.047619
## [198]    train-error:0.047619
## [199]    train-error:0.047619
## [200]    train-error:0.047619
## [201]    train-error:0.050420
## [202]    train-error:0.050420
## [203]    train-error:0.050420
## [204]    train-error:0.050420
## [205]    train-error:0.050420
## [206]    train-error:0.050420
## [207]    train-error:0.050420
## [208]    train-error:0.050420
## [209]    train-error:0.050420
## [210]    train-error:0.050420
## [211]    train-error:0.050420
## [212]    train-error:0.050420
## [213]    train-error:0.050420
## [214]    train-error:0.050420
## [215]    train-error:0.050420
## [216]    train-error:0.050420
## [217]    train-error:0.050420
## [218]    train-error:0.053221
## [219]    train-error:0.053221
## [220]    train-error:0.050420
## [221]    train-error:0.053221
## [222]    train-error:0.053221
## [223]    train-error:0.053221
## [224]    train-error:0.053221
## [225]    train-error:0.053221
## [226]    train-error:0.050420
## [227]    train-error:0.050420
## [228]    train-error:0.050420
## [229]    train-error:0.053221
## [230]    train-error:0.050420
## [231]    train-error:0.050420
## [232]    train-error:0.053221
## [233]    train-error:0.053221
## [234]    train-error:0.053221
## [235]    train-error:0.050420
## [236]    train-error:0.053221
## [237]    train-error:0.053221
## [238]    train-error:0.047619
## [239]    train-error:0.047619
## [240]    train-error:0.047619
## [241]    train-error:0.047619
## [242]    train-error:0.047619
## [243]    train-error:0.047619
## [244]    train-error:0.047619
## [245]    train-error:0.050420
## [246]    train-error:0.047619
## [247]    train-error:0.050420
## [248]    train-error:0.050420
## [249]    train-error:0.050420
## [250]    train-error:0.050420
## [251]    train-error:0.050420
## [252]    train-error:0.047619
## [253]    train-error:0.047619
## [254]    train-error:0.044818
## [255]    train-error:0.042017
## [256]    train-error:0.042017
## [257]    train-error:0.042017
## [258]    train-error:0.042017
## [259]    train-error:0.044818
## [260]    train-error:0.047619
## [261]    train-error:0.044818
## [262]    train-error:0.047619
## [263]    train-error:0.047619
## [264]    train-error:0.044818
## [265]    train-error:0.044818
## [266]    train-error:0.042017
## [267]    train-error:0.039216
## [268]    train-error:0.039216
## [269]    train-error:0.039216
## [270]    train-error:0.039216
## [271]    train-error:0.039216
## [272]    train-error:0.039216
## [273]    train-error:0.039216
## [274]    train-error:0.039216
## [275]    train-error:0.036415
## [276]    train-error:0.039216
## [277]    train-error:0.042017
## [278]    train-error:0.039216
## [279]    train-error:0.036415
## [280]    train-error:0.036415
## [281]    train-error:0.036415
## [282]    train-error:0.039216
## [283]    train-error:0.039216
## [284]    train-error:0.039216
## [285]    train-error:0.042017
## [286]    train-error:0.042017
## [287]    train-error:0.042017
## [288]    train-error:0.039216
## [289]    train-error:0.039216
## [290]    train-error:0.039216
## [291]    train-error:0.039216
## [292]    train-error:0.039216
## [293]    train-error:0.039216
## [294]    train-error:0.039216
## [295]    train-error:0.036415
## [296]    train-error:0.036415
## [297]    train-error:0.036415
## [298]    train-error:0.036415
## [299]    train-error:0.036415
## [300]    train-error:0.036415
## [301]    train-error:0.036415
## [302]    train-error:0.036415
## [303]    train-error:0.036415
## [304]    train-error:0.036415
## [305]    train-error:0.036415
## [306]    train-error:0.036415
## [307]    train-error:0.036415
## [308]    train-error:0.033613
## [309]    train-error:0.033613
## [310]    train-error:0.036415
## [311]    train-error:0.036415
## [312]    train-error:0.033613
## [313]    train-error:0.033613
## [314]    train-error:0.033613
## [315]    train-error:0.033613
## [316]    train-error:0.033613
## [317]    train-error:0.033613
## [318]    train-error:0.033613
## [319]    train-error:0.033613
## [320]    train-error:0.033613
## [321]    train-error:0.028011
## [322]    train-error:0.036415
## [323]    train-error:0.033613
## [324]    train-error:0.033613
## [325]    train-error:0.033613
## [326]    train-error:0.030812
## [0]  train-error:0.254902
## [1]  train-error:0.218487
## [2]  train-error:0.182073
## [3]  train-error:0.170868
## [4]  train-error:0.162465
## [5]  train-error:0.142857
## [6]  train-error:0.148459
## [7]  train-error:0.151261
## [8]  train-error:0.137255
## [9]  train-error:0.123249
## [10] train-error:0.109244
## [11] train-error:0.109244
## [12] train-error:0.114846
## [13] train-error:0.120448
## [14] train-error:0.117647
## [15] train-error:0.112045
## [16] train-error:0.112045
## [17] train-error:0.106443
## [18] train-error:0.109244
## [19] train-error:0.112045
## [20] train-error:0.120448
## [21] train-error:0.120448
## [22] train-error:0.120448
## [23] train-error:0.117647
## [24] train-error:0.117647
## [25] train-error:0.120448
## [26] train-error:0.114846
## [27] train-error:0.114846
## [28] train-error:0.114846
## [29] train-error:0.120448
## [30] train-error:0.117647
## [31] train-error:0.117647
## [32] train-error:0.114846
## [33] train-error:0.114846
## [34] train-error:0.112045
## [35] train-error:0.114846
## [36] train-error:0.106443
## [37] train-error:0.103641
## [38] train-error:0.106443
## [39] train-error:0.103641
## [40] train-error:0.103641
## [41] train-error:0.100840
## [42] train-error:0.103641
## [43] train-error:0.095238
## [44] train-error:0.095238
## [45] train-error:0.089636
## [46] train-error:0.089636
## [47] train-error:0.092437
## [48] train-error:0.086835
## [49] train-error:0.086835
## [50] train-error:0.086835
## [51] train-error:0.086835
## [52] train-error:0.086835
## [53] train-error:0.081232
## [54] train-error:0.078431
## [55] train-error:0.081232
## [56] train-error:0.075630
## [57] train-error:0.075630
## [58] train-error:0.075630
## [59] train-error:0.072829
## [60] train-error:0.072829
## [61] train-error:0.078431
## [62] train-error:0.078431
## [63] train-error:0.075630
## [64] train-error:0.078431
## [65] train-error:0.072829
## [66] train-error:0.072829
## [67] train-error:0.072829
## [68] train-error:0.070028
## [69] train-error:0.072829
## [70] train-error:0.075630
## [71] train-error:0.078431
## [72] train-error:0.075630
## [73] train-error:0.072829
## [74] train-error:0.075630
## [75] train-error:0.070028
## [76] train-error:0.072829
## [77] train-error:0.070028
## [78] train-error:0.070028
## [79] train-error:0.070028
## [80] train-error:0.072829
## [81] train-error:0.067227
## [82] train-error:0.070028
## [83] train-error:0.067227
## [84] train-error:0.067227
## [85] train-error:0.067227
## [86] train-error:0.064426
## [87] train-error:0.067227
## [88] train-error:0.064426
## [89] train-error:0.067227
## [90] train-error:0.064426
## [91] train-error:0.064426
## [92] train-error:0.064426
## [93] train-error:0.064426
## [94] train-error:0.064426
## [95] train-error:0.064426
## [96] train-error:0.067227
## [97] train-error:0.061625
## [98] train-error:0.058824
## [99] train-error:0.061625
## [100]    train-error:0.058824
## [101]    train-error:0.058824
## [102]    train-error:0.058824
## [103]    train-error:0.061625
## [104]    train-error:0.064426
## [105]    train-error:0.067227
## [106]    train-error:0.067227
## [107]    train-error:0.061625
## [108]    train-error:0.061625
## [109]    train-error:0.058824
## [110]    train-error:0.058824
## [111]    train-error:0.058824
## [112]    train-error:0.058824
## [113]    train-error:0.058824
## [114]    train-error:0.056022
## [115]    train-error:0.056022
## [116]    train-error:0.053221
## [117]    train-error:0.056022
## [118]    train-error:0.056022
## [119]    train-error:0.056022
## [120]    train-error:0.058824
## [121]    train-error:0.058824
## [122]    train-error:0.058824
## [123]    train-error:0.058824
## [124]    train-error:0.058824
## [125]    train-error:0.058824
## [126]    train-error:0.053221
## [127]    train-error:0.056022
## [128]    train-error:0.058824
## [129]    train-error:0.056022
## [130]    train-error:0.053221
## [131]    train-error:0.053221
## [132]    train-error:0.053221
## [133]    train-error:0.053221
## [134]    train-error:0.053221
## [135]    train-error:0.053221
## [136]    train-error:0.053221
## [137]    train-error:0.053221
## [138]    train-error:0.053221
## [139]    train-error:0.053221
## [140]    train-error:0.053221
## [141]    train-error:0.053221
## [142]    train-error:0.056022
## [143]    train-error:0.056022
## [144]    train-error:0.053221
## [145]    train-error:0.056022
## [146]    train-error:0.053221
## [147]    train-error:0.056022
## [148]    train-error:0.053221
## [149]    train-error:0.053221
## [150]    train-error:0.053221
## [151]    train-error:0.053221
## [152]    train-error:0.050420
## [153]    train-error:0.050420
## [154]    train-error:0.050420
## [155]    train-error:0.050420
## [156]    train-error:0.047619
## [157]    train-error:0.047619
## [158]    train-error:0.047619
## [159]    train-error:0.047619
## [160]    train-error:0.047619
## [161]    train-error:0.047619
## [162]    train-error:0.047619
## [163]    train-error:0.047619
## [164]    train-error:0.047619
## [165]    train-error:0.044818
## [166]    train-error:0.044818
## [167]    train-error:0.044818
## [168]    train-error:0.044818
## [169]    train-error:0.044818
## [170]    train-error:0.044818
## [171]    train-error:0.044818
## [172]    train-error:0.044818
## [173]    train-error:0.044818
## [174]    train-error:0.044818
## [175]    train-error:0.044818
## [176]    train-error:0.044818
## [177]    train-error:0.044818
## [178]    train-error:0.044818
## [179]    train-error:0.044818
## [180]    train-error:0.044818
## [181]    train-error:0.044818
## [182]    train-error:0.044818
## [183]    train-error:0.044818
## [184]    train-error:0.044818
## [185]    train-error:0.044818
## [186]    train-error:0.044818
## [187]    train-error:0.044818
## [188]    train-error:0.044818
## [189]    train-error:0.044818
## [190]    train-error:0.044818
## [191]    train-error:0.044818
## [192]    train-error:0.044818
## [193]    train-error:0.044818
## [194]    train-error:0.044818
## [195]    train-error:0.047619
## [196]    train-error:0.047619
## [197]    train-error:0.047619
## [198]    train-error:0.047619
## [199]    train-error:0.047619
## [200]    train-error:0.047619
## [201]    train-error:0.047619
## [202]    train-error:0.047619
## [203]    train-error:0.047619
## [204]    train-error:0.047619
## [205]    train-error:0.047619
## [206]    train-error:0.047619
## [207]    train-error:0.047619
## [208]    train-error:0.047619
## [209]    train-error:0.047619
## [210]    train-error:0.047619
## [211]    train-error:0.047619
## [212]    train-error:0.044818
## [213]    train-error:0.044818
## [214]    train-error:0.047619
## [215]    train-error:0.047619
## [216]    train-error:0.044818
## [217]    train-error:0.044818
## [218]    train-error:0.044818
## [219]    train-error:0.042017
## [220]    train-error:0.042017
## [221]    train-error:0.042017
## [222]    train-error:0.042017
## [223]    train-error:0.042017
## [224]    train-error:0.042017
## [225]    train-error:0.044818
## [226]    train-error:0.044818
## [227]    train-error:0.042017
## [228]    train-error:0.044818
## [229]    train-error:0.044818
## [230]    train-error:0.044818
## [231]    train-error:0.044818
## [232]    train-error:0.044818
## [233]    train-error:0.044818
## [234]    train-error:0.044818
## [235]    train-error:0.044818
## [236]    train-error:0.042017
## [237]    train-error:0.042017
## [238]    train-error:0.042017
## [239]    train-error:0.042017
## [240]    train-error:0.042017
## [241]    train-error:0.042017
## [242]    train-error:0.042017
## [243]    train-error:0.042017
## [244]    train-error:0.042017
## [245]    train-error:0.042017
## [246]    train-error:0.042017
## [247]    train-error:0.042017
## [248]    train-error:0.042017
## [249]    train-error:0.042017
## [250]    train-error:0.042017
## [251]    train-error:0.042017
## [252]    train-error:0.042017
## [253]    train-error:0.042017
## [254]    train-error:0.039216
## [255]    train-error:0.036415
## [256]    train-error:0.036415
## [257]    train-error:0.039216
## [258]    train-error:0.039216
## [259]    train-error:0.039216
## [260]    train-error:0.039216
## [261]    train-error:0.039216
## [262]    train-error:0.039216
## [263]    train-error:0.039216
## [264]    train-error:0.039216
## [265]    train-error:0.039216
## [266]    train-error:0.039216
## [267]    train-error:0.039216
## [268]    train-error:0.039216
## [269]    train-error:0.039216
## [270]    train-error:0.039216
## [271]    train-error:0.039216
## [272]    train-error:0.039216
## [273]    train-error:0.042017
## [274]    train-error:0.042017
## [275]    train-error:0.039216
## [276]    train-error:0.039216
## [277]    train-error:0.039216
## [278]    train-error:0.039216
## [279]    train-error:0.039216
## [280]    train-error:0.039216
## [281]    train-error:0.039216
## [282]    train-error:0.039216
## [283]    train-error:0.039216
## [284]    train-error:0.042017
## [285]    train-error:0.039216
## [286]    train-error:0.039216
## [287]    train-error:0.039216
## [288]    train-error:0.039216
## [289]    train-error:0.039216
## [290]    train-error:0.039216
## [291]    train-error:0.039216
## [292]    train-error:0.039216
## [293]    train-error:0.039216
## [294]    train-error:0.039216
## [295]    train-error:0.039216
## [296]    train-error:0.039216
## [297]    train-error:0.039216
## [298]    train-error:0.039216
## [299]    train-error:0.039216
## [300]    train-error:0.039216
## [301]    train-error:0.039216
## [302]    train-error:0.039216
## [303]    train-error:0.039216
## [304]    train-error:0.036415
## [305]    train-error:0.033613
## [306]    train-error:0.036415
## [307]    train-error:0.036415
## [308]    train-error:0.036415
## [309]    train-error:0.039216
## [310]    train-error:0.036415
## [311]    train-error:0.036415
## [312]    train-error:0.036415
## [313]    train-error:0.036415
## [314]    train-error:0.036415
## [315]    train-error:0.036415
## [316]    train-error:0.036415
## [317]    train-error:0.036415
## [318]    train-error:0.036415
## [319]    train-error:0.036415
## [320]    train-error:0.036415
## [321]    train-error:0.036415
## [322]    train-error:0.036415
## [323]    train-error:0.036415
## [324]    train-error:0.036415
## [325]    train-error:0.036415
## [326]    train-error:0.036415
## [0]  train-error:0.226257
## [1]  train-error:0.173184
## [2]  train-error:0.187151
## [3]  train-error:0.175978
## [4]  train-error:0.178771
## [5]  train-error:0.170391
## [6]  train-error:0.173184
## [7]  train-error:0.167598
## [8]  train-error:0.153631
## [9]  train-error:0.162011
## [10] train-error:0.145251
## [11] train-error:0.142458
## [12] train-error:0.148045
## [13] train-error:0.134078
## [14] train-error:0.142458
## [15] train-error:0.142458
## [16] train-error:0.134078
## [17] train-error:0.136872
## [18] train-error:0.136872
## [19] train-error:0.134078
## [20] train-error:0.142458
## [21] train-error:0.136872
## [22] train-error:0.139665
## [23] train-error:0.139665
## [24] train-error:0.136872
## [25] train-error:0.134078
## [26] train-error:0.136872
## [27] train-error:0.134078
## [28] train-error:0.134078
## [29] train-error:0.136872
## [30] train-error:0.136872
## [31] train-error:0.131285
## [32] train-error:0.131285
## [33] train-error:0.134078
## [34] train-error:0.128492
## [35] train-error:0.131285
## [36] train-error:0.131285
## [37] train-error:0.131285
## [38] train-error:0.131285
## [39] train-error:0.134078
## [40] train-error:0.134078
## [41] train-error:0.131285
## [42] train-error:0.139665
## [43] train-error:0.131285
## [44] train-error:0.131285
## [45] train-error:0.136872
## [46] train-error:0.125698
## [47] train-error:0.125698
## [48] train-error:0.125698
## [49] train-error:0.125698
## [50] train-error:0.120112
## [51] train-error:0.122905
## [52] train-error:0.120112
## [53] train-error:0.125698
## [54] train-error:0.122905
## [55] train-error:0.122905
## [56] train-error:0.117318
## [57] train-error:0.117318
## [58] train-error:0.117318
## [59] train-error:0.122905
## [60] train-error:0.117318
## [61] train-error:0.122905
## [62] train-error:0.122905
## [63] train-error:0.122905
## [64] train-error:0.122905
## [65] train-error:0.122905
## [66] train-error:0.120112
## [67] train-error:0.120112
## [68] train-error:0.122905
## [69] train-error:0.114525
## [70] train-error:0.117318
## [71] train-error:0.111732
## [72] train-error:0.114525
## [73] train-error:0.111732
## [74] train-error:0.108939
## [75] train-error:0.108939
## [76] train-error:0.106145
## [77] train-error:0.106145
## [78] train-error:0.103352
## [79] train-error:0.103352
## [80] train-error:0.100559
## [81] train-error:0.100559
## [82] train-error:0.106145
## [83] train-error:0.106145
## [84] train-error:0.103352
## [85] train-error:0.103352
## [86] train-error:0.103352
## [87] train-error:0.103352
## [88] train-error:0.106145
## [89] train-error:0.106145
## [90] train-error:0.106145
## [91] train-error:0.103352
## [92] train-error:0.100559
## [93] train-error:0.097765
## [94] train-error:0.103352
## [95] train-error:0.100559
## [96] train-error:0.100559
## [97] train-error:0.103352
## [98] train-error:0.108939
## [99] train-error:0.111732
## [100]    train-error:0.108939
## [101]    train-error:0.108939
## [102]    train-error:0.108939
## [103]    train-error:0.106145
## [104]    train-error:0.106145
## [105]    train-error:0.103352
## [106]    train-error:0.108939
## [107]    train-error:0.111732
## [108]    train-error:0.106145
## [109]    train-error:0.103352
## [110]    train-error:0.100559
## [111]    train-error:0.100559
## [112]    train-error:0.094972
## [113]    train-error:0.094972
## [114]    train-error:0.089385
## [115]    train-error:0.094972
## [116]    train-error:0.094972
## [117]    train-error:0.094972
## [118]    train-error:0.094972
## [119]    train-error:0.092179
## [120]    train-error:0.092179
## [121]    train-error:0.094972
## [122]    train-error:0.092179
## [123]    train-error:0.092179
## [124]    train-error:0.089385
## [125]    train-error:0.086592
## [126]    train-error:0.086592
## [127]    train-error:0.083799
## [128]    train-error:0.086592
## [129]    train-error:0.086592
## [130]    train-error:0.086592
## [131]    train-error:0.083799
## [132]    train-error:0.081006
## [133]    train-error:0.081006
## [134]    train-error:0.078212
## [135]    train-error:0.075419
## [136]    train-error:0.075419
## [137]    train-error:0.078212
## [138]    train-error:0.078212
## [139]    train-error:0.078212
## [140]    train-error:0.078212
## [141]    train-error:0.086592
## [142]    train-error:0.083799
## [143]    train-error:0.083799
## [144]    train-error:0.086592
## [145]    train-error:0.078212
## [146]    train-error:0.075419
## [147]    train-error:0.078212
## [148]    train-error:0.075419
## [149]    train-error:0.075419
## [150]    train-error:0.078212
## [151]    train-error:0.083799
## [152]    train-error:0.078212
## [153]    train-error:0.081006
## [154]    train-error:0.081006
## [155]    train-error:0.083799
## [156]    train-error:0.081006
## [157]    train-error:0.078212
## [158]    train-error:0.081006
## [159]    train-error:0.081006
## [160]    train-error:0.081006
## [161]    train-error:0.081006
## [162]    train-error:0.083799
## [163]    train-error:0.078212
## [164]    train-error:0.078212
## [165]    train-error:0.078212
## [166]    train-error:0.067039
## [167]    train-error:0.064246
## [168]    train-error:0.067039
## [169]    train-error:0.067039
## [170]    train-error:0.069832
## [171]    train-error:0.067039
## [172]    train-error:0.067039
## [173]    train-error:0.061453
## [174]    train-error:0.061453
## [175]    train-error:0.064246
## [176]    train-error:0.069832
## [177]    train-error:0.064246
## [178]    train-error:0.064246
## [179]    train-error:0.064246
## [180]    train-error:0.069832
## [181]    train-error:0.067039
## [182]    train-error:0.064246
## [183]    train-error:0.069832
## [184]    train-error:0.064246
## [185]    train-error:0.064246
## [186]    train-error:0.064246
## [187]    train-error:0.061453
## [188]    train-error:0.061453
## [189]    train-error:0.064246
## [190]    train-error:0.061453
## [191]    train-error:0.061453
## [192]    train-error:0.067039
## [193]    train-error:0.072626
## [194]    train-error:0.067039
## [195]    train-error:0.069832
## [196]    train-error:0.067039
## [197]    train-error:0.064246
## [198]    train-error:0.067039
## [199]    train-error:0.067039
## [200]    train-error:0.072626
## [201]    train-error:0.069832
## [202]    train-error:0.069832
## [203]    train-error:0.069832
## [204]    train-error:0.064246
## [205]    train-error:0.055866
## [206]    train-error:0.064246
## [207]    train-error:0.061453
## [208]    train-error:0.067039
## [209]    train-error:0.064246
## [210]    train-error:0.064246
## [211]    train-error:0.061453
## [212]    train-error:0.058659
## [213]    train-error:0.064246
## [214]    train-error:0.064246
## [215]    train-error:0.067039
## [216]    train-error:0.067039
## [217]    train-error:0.064246
## [218]    train-error:0.064246
## [219]    train-error:0.061453
## [220]    train-error:0.061453
## [221]    train-error:0.058659
## [222]    train-error:0.058659
## [223]    train-error:0.058659
## [224]    train-error:0.061453
## [225]    train-error:0.055866
## [226]    train-error:0.053073
## [227]    train-error:0.050279
## [228]    train-error:0.053073
## [229]    train-error:0.058659
## [230]    train-error:0.053073
## [231]    train-error:0.053073
## [0]  train-error:0.190476
## [1]  train-error:0.184874
## [2]  train-error:0.168067
## [3]  train-error:0.154062
## [4]  train-error:0.148459
## [5]  train-error:0.142857
## [6]  train-error:0.151261
## [7]  train-error:0.145658
## [8]  train-error:0.145658
## [9]  train-error:0.142857
## [10] train-error:0.148459
## [11] train-error:0.148459
## [12] train-error:0.148459
## [13] train-error:0.140056
## [14] train-error:0.140056
## [15] train-error:0.140056
## [16] train-error:0.134454
## [17] train-error:0.120448
## [18] train-error:0.120448
## [19] train-error:0.123249
## [20] train-error:0.123249
## [21] train-error:0.117647
## [22] train-error:0.123249
## [23] train-error:0.117647
## [24] train-error:0.106443
## [25] train-error:0.117647
## [26] train-error:0.103641
## [27] train-error:0.098039
## [28] train-error:0.098039
## [29] train-error:0.100840
## [30] train-error:0.100840
## [31] train-error:0.100840
## [32] train-error:0.103641
## [33] train-error:0.100840
## [34] train-error:0.095238
## [35] train-error:0.100840
## [36] train-error:0.103641
## [37] train-error:0.103641
## [38] train-error:0.100840
## [39] train-error:0.092437
## [40] train-error:0.089636
## [41] train-error:0.089636
## [42] train-error:0.092437
## [43] train-error:0.092437
## [44] train-error:0.095238
## [45] train-error:0.089636
## [46] train-error:0.092437
## [47] train-error:0.095238
## [48] train-error:0.098039
## [49] train-error:0.095238
## [50] train-error:0.092437
## [51] train-error:0.086835
## [52] train-error:0.089636
## [53] train-error:0.089636
## [54] train-error:0.086835
## [55] train-error:0.089636
## [56] train-error:0.089636
## [57] train-error:0.086835
## [58] train-error:0.092437
## [59] train-error:0.086835
## [60] train-error:0.084034
## [61] train-error:0.084034
## [62] train-error:0.086835
## [63] train-error:0.086835
## [64] train-error:0.092437
## [65] train-error:0.086835
## [66] train-error:0.086835
## [67] train-error:0.086835
## [68] train-error:0.084034
## [69] train-error:0.084034
## [70] train-error:0.084034
## [71] train-error:0.084034
## [72] train-error:0.084034
## [73] train-error:0.084034
## [74] train-error:0.084034
## [75] train-error:0.084034
## [76] train-error:0.084034
## [77] train-error:0.084034
## [78] train-error:0.084034
## [79] train-error:0.084034
## [80] train-error:0.084034
## [81] train-error:0.084034
## [82] train-error:0.084034
## [83] train-error:0.086835
## [84] train-error:0.084034
## [85] train-error:0.086835
## [86] train-error:0.086835
## [87] train-error:0.084034
## [88] train-error:0.086835
## [89] train-error:0.081232
## [90] train-error:0.078431
## [91] train-error:0.081232
## [92] train-error:0.081232
## [93] train-error:0.081232
## [94] train-error:0.081232
## [95] train-error:0.081232
## [96] train-error:0.084034
## [97] train-error:0.081232
## [98] train-error:0.084034
## [99] train-error:0.084034
## [100]    train-error:0.084034
## [101]    train-error:0.081232
## [102]    train-error:0.084034
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.081232
## [106]    train-error:0.081232
## [107]    train-error:0.084034
## [108]    train-error:0.084034
## [109]    train-error:0.081232
## [110]    train-error:0.078431
## [111]    train-error:0.078431
## [112]    train-error:0.075630
## [113]    train-error:0.081232
## [114]    train-error:0.084034
## [115]    train-error:0.084034
## [116]    train-error:0.084034
## [117]    train-error:0.081232
## [118]    train-error:0.078431
## [119]    train-error:0.086835
## [120]    train-error:0.086835
## [121]    train-error:0.086835
## [122]    train-error:0.086835
## [123]    train-error:0.084034
## [124]    train-error:0.086835
## [125]    train-error:0.084034
## [126]    train-error:0.081232
## [127]    train-error:0.084034
## [128]    train-error:0.084034
## [129]    train-error:0.084034
## [130]    train-error:0.081232
## [131]    train-error:0.084034
## [132]    train-error:0.081232
## [133]    train-error:0.084034
## [134]    train-error:0.084034
## [135]    train-error:0.084034
## [136]    train-error:0.084034
## [137]    train-error:0.084034
## [138]    train-error:0.084034
## [139]    train-error:0.084034
## [140]    train-error:0.084034
## [141]    train-error:0.081232
## [142]    train-error:0.084034
## [143]    train-error:0.084034
## [144]    train-error:0.084034
## [145]    train-error:0.081232
## [146]    train-error:0.084034
## [147]    train-error:0.075630
## [148]    train-error:0.070028
## [149]    train-error:0.072829
## [150]    train-error:0.075630
## [151]    train-error:0.072829
## [152]    train-error:0.070028
## [153]    train-error:0.078431
## [154]    train-error:0.078431
## [155]    train-error:0.072829
## [156]    train-error:0.075630
## [157]    train-error:0.072829
## [158]    train-error:0.067227
## [159]    train-error:0.070028
## [160]    train-error:0.070028
## [161]    train-error:0.070028
## [162]    train-error:0.072829
## [163]    train-error:0.067227
## [164]    train-error:0.067227
## [165]    train-error:0.070028
## [166]    train-error:0.070028
## [167]    train-error:0.070028
## [168]    train-error:0.072829
## [169]    train-error:0.072829
## [170]    train-error:0.072829
## [171]    train-error:0.072829
## [172]    train-error:0.072829
## [173]    train-error:0.072829
## [174]    train-error:0.072829
## [175]    train-error:0.072829
## [176]    train-error:0.072829
## [177]    train-error:0.072829
## [178]    train-error:0.072829
## [179]    train-error:0.075630
## [180]    train-error:0.072829
## [181]    train-error:0.072829
## [182]    train-error:0.067227
## [183]    train-error:0.067227
## [184]    train-error:0.067227
## [185]    train-error:0.064426
## [186]    train-error:0.064426
## [187]    train-error:0.061625
## [188]    train-error:0.064426
## [189]    train-error:0.061625
## [190]    train-error:0.064426
## [191]    train-error:0.061625
## [192]    train-error:0.058824
## [193]    train-error:0.058824
## [194]    train-error:0.058824
## [195]    train-error:0.058824
## [196]    train-error:0.058824
## [197]    train-error:0.064426
## [198]    train-error:0.067227
## [199]    train-error:0.067227
## [200]    train-error:0.064426
## [201]    train-error:0.064426
## [202]    train-error:0.064426
## [203]    train-error:0.064426
## [204]    train-error:0.064426
## [205]    train-error:0.061625
## [206]    train-error:0.064426
## [207]    train-error:0.067227
## [208]    train-error:0.064426
## [209]    train-error:0.067227
## [210]    train-error:0.061625
## [211]    train-error:0.064426
## [212]    train-error:0.061625
## [213]    train-error:0.061625
## [214]    train-error:0.064426
## [215]    train-error:0.061625
## [216]    train-error:0.061625
## [217]    train-error:0.061625
## [218]    train-error:0.061625
## [219]    train-error:0.061625
## [220]    train-error:0.061625
## [221]    train-error:0.061625
## [222]    train-error:0.061625
## [223]    train-error:0.061625
## [224]    train-error:0.064426
## [225]    train-error:0.058824
## [226]    train-error:0.064426
## [227]    train-error:0.064426
## [228]    train-error:0.064426
## [229]    train-error:0.058824
## [230]    train-error:0.058824
## [231]    train-error:0.058824
## [0]  train-error:0.260504
## [1]  train-error:0.204482
## [2]  train-error:0.162465
## [3]  train-error:0.151261
## [4]  train-error:0.148459
## [5]  train-error:0.137255
## [6]  train-error:0.131653
## [7]  train-error:0.131653
## [8]  train-error:0.137255
## [9]  train-error:0.128852
## [10] train-error:0.126050
## [11] train-error:0.128852
## [12] train-error:0.126050
## [13] train-error:0.126050
## [14] train-error:0.134454
## [15] train-error:0.117647
## [16] train-error:0.123249
## [17] train-error:0.117647
## [18] train-error:0.114846
## [19] train-error:0.112045
## [20] train-error:0.114846
## [21] train-error:0.100840
## [22] train-error:0.103641
## [23] train-error:0.112045
## [24] train-error:0.109244
## [25] train-error:0.114846
## [26] train-error:0.109244
## [27] train-error:0.112045
## [28] train-error:0.112045
## [29] train-error:0.109244
## [30] train-error:0.112045
## [31] train-error:0.103641
## [32] train-error:0.103641
## [33] train-error:0.106443
## [34] train-error:0.106443
## [35] train-error:0.103641
## [36] train-error:0.100840
## [37] train-error:0.103641
## [38] train-error:0.103641
## [39] train-error:0.103641
## [40] train-error:0.100840
## [41] train-error:0.103641
## [42] train-error:0.098039
## [43] train-error:0.106443
## [44] train-error:0.103641
## [45] train-error:0.100840
## [46] train-error:0.098039
## [47] train-error:0.098039
## [48] train-error:0.098039
## [49] train-error:0.095238
## [50] train-error:0.095238
## [51] train-error:0.092437
## [52] train-error:0.092437
## [53] train-error:0.095238
## [54] train-error:0.089636
## [55] train-error:0.095238
## [56] train-error:0.092437
## [57] train-error:0.089636
## [58] train-error:0.095238
## [59] train-error:0.095238
## [60] train-error:0.092437
## [61] train-error:0.095238
## [62] train-error:0.095238
## [63] train-error:0.098039
## [64] train-error:0.098039
## [65] train-error:0.095238
## [66] train-error:0.095238
## [67] train-error:0.095238
## [68] train-error:0.095238
## [69] train-error:0.089636
## [70] train-error:0.092437
## [71] train-error:0.089636
## [72] train-error:0.086835
## [73] train-error:0.086835
## [74] train-error:0.086835
## [75] train-error:0.084034
## [76] train-error:0.084034
## [77] train-error:0.086835
## [78] train-error:0.084034
## [79] train-error:0.089636
## [80] train-error:0.086835
## [81] train-error:0.089636
## [82] train-error:0.086835
## [83] train-error:0.086835
## [84] train-error:0.084034
## [85] train-error:0.086835
## [86] train-error:0.089636
## [87] train-error:0.095238
## [88] train-error:0.092437
## [89] train-error:0.084034
## [90] train-error:0.089636
## [91] train-error:0.086835
## [92] train-error:0.086835
## [93] train-error:0.084034
## [94] train-error:0.089636
## [95] train-error:0.086835
## [96] train-error:0.089636
## [97] train-error:0.086835
## [98] train-error:0.086835
## [99] train-error:0.086835
## [100]    train-error:0.081232
## [101]    train-error:0.084034
## [102]    train-error:0.092437
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.081232
## [106]    train-error:0.081232
## [107]    train-error:0.081232
## [108]    train-error:0.081232
## [109]    train-error:0.081232
## [110]    train-error:0.075630
## [111]    train-error:0.070028
## [112]    train-error:0.075630
## [113]    train-error:0.075630
## [114]    train-error:0.072829
## [115]    train-error:0.072829
## [116]    train-error:0.070028
## [117]    train-error:0.072829
## [118]    train-error:0.072829
## [119]    train-error:0.067227
## [120]    train-error:0.067227
## [121]    train-error:0.067227
## [122]    train-error:0.067227
## [123]    train-error:0.072829
## [124]    train-error:0.072829
## [125]    train-error:0.072829
## [126]    train-error:0.070028
## [127]    train-error:0.072829
## [128]    train-error:0.070028
## [129]    train-error:0.067227
## [130]    train-error:0.067227
## [131]    train-error:0.061625
## [132]    train-error:0.056022
## [133]    train-error:0.058824
## [134]    train-error:0.061625
## [135]    train-error:0.061625
## [136]    train-error:0.067227
## [137]    train-error:0.067227
## [138]    train-error:0.067227
## [139]    train-error:0.067227
## [140]    train-error:0.061625
## [141]    train-error:0.064426
## [142]    train-error:0.064426
## [143]    train-error:0.061625
## [144]    train-error:0.058824
## [145]    train-error:0.058824
## [146]    train-error:0.058824
## [147]    train-error:0.061625
## [148]    train-error:0.064426
## [149]    train-error:0.064426
## [150]    train-error:0.067227
## [151]    train-error:0.072829
## [152]    train-error:0.064426
## [153]    train-error:0.067227
## [154]    train-error:0.058824
## [155]    train-error:0.064426
## [156]    train-error:0.064426
## [157]    train-error:0.072829
## [158]    train-error:0.070028
## [159]    train-error:0.061625
## [160]    train-error:0.058824
## [161]    train-error:0.064426
## [162]    train-error:0.064426
## [163]    train-error:0.064426
## [164]    train-error:0.064426
## [165]    train-error:0.064426
## [166]    train-error:0.061625
## [167]    train-error:0.056022
## [168]    train-error:0.058824
## [169]    train-error:0.058824
## [170]    train-error:0.056022
## [171]    train-error:0.056022
## [172]    train-error:0.061625
## [173]    train-error:0.056022
## [174]    train-error:0.058824
## [175]    train-error:0.056022
## [176]    train-error:0.053221
## [177]    train-error:0.050420
## [178]    train-error:0.053221
## [179]    train-error:0.050420
## [180]    train-error:0.050420
## [181]    train-error:0.047619
## [182]    train-error:0.053221
## [183]    train-error:0.053221
## [184]    train-error:0.050420
## [185]    train-error:0.053221
## [186]    train-error:0.053221
## [187]    train-error:0.053221
## [188]    train-error:0.050420
## [189]    train-error:0.050420
## [190]    train-error:0.047619
## [191]    train-error:0.047619
## [192]    train-error:0.050420
## [193]    train-error:0.050420
## [194]    train-error:0.047619
## [195]    train-error:0.050420
## [196]    train-error:0.047619
## [197]    train-error:0.047619
## [198]    train-error:0.050420
## [199]    train-error:0.050420
## [200]    train-error:0.050420
## [201]    train-error:0.044818
## [202]    train-error:0.044818
## [203]    train-error:0.047619
## [204]    train-error:0.047619
## [205]    train-error:0.042017
## [206]    train-error:0.047619
## [207]    train-error:0.050420
## [208]    train-error:0.053221
## [209]    train-error:0.053221
## [210]    train-error:0.050420
## [211]    train-error:0.047619
## [212]    train-error:0.047619
## [213]    train-error:0.053221
## [214]    train-error:0.053221
## [215]    train-error:0.053221
## [216]    train-error:0.056022
## [217]    train-error:0.047619
## [218]    train-error:0.044818
## [219]    train-error:0.044818
## [220]    train-error:0.044818
## [221]    train-error:0.050420
## [222]    train-error:0.047619
## [223]    train-error:0.047619
## [224]    train-error:0.050420
## [225]    train-error:0.053221
## [226]    train-error:0.047619
## [227]    train-error:0.047619
## [228]    train-error:0.047619
## [229]    train-error:0.050420
## [230]    train-error:0.050420
## [231]    train-error:0.050420
## [0]  train-error:0.215084
## [1]  train-error:0.215084
## [2]  train-error:0.215084
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.195531
## [9]  train-error:0.195531
## [10] train-error:0.195531
## [11] train-error:0.201117
## [12] train-error:0.198324
## [13] train-error:0.195531
## [14] train-error:0.195531
## [15] train-error:0.192737
## [16] train-error:0.192737
## [17] train-error:0.195531
## [18] train-error:0.192737
## [19] train-error:0.187151
## [20] train-error:0.187151
## [21] train-error:0.189944
## [22] train-error:0.195531
## [23] train-error:0.195531
## [24] train-error:0.201117
## [25] train-error:0.195531
## [26] train-error:0.195531
## [27] train-error:0.195531
## [28] train-error:0.206704
## [29] train-error:0.206704
## [30] train-error:0.206704
## [31] train-error:0.206704
## [32] train-error:0.201117
## [33] train-error:0.201117
## [34] train-error:0.195531
## [35] train-error:0.201117
## [36] train-error:0.201117
## [37] train-error:0.201117
## [38] train-error:0.201117
## [39] train-error:0.201117
## [40] train-error:0.201117
## [41] train-error:0.201117
## [42] train-error:0.198324
## [43] train-error:0.201117
## [44] train-error:0.192737
## [45] train-error:0.189944
## [46] train-error:0.192737
## [47] train-error:0.192737
## [48] train-error:0.192737
## [49] train-error:0.192737
## [50] train-error:0.192737
## [51] train-error:0.192737
## [52] train-error:0.189944
## [53] train-error:0.189944
## [54] train-error:0.189944
## [55] train-error:0.187151
## [56] train-error:0.187151
## [57] train-error:0.181564
## [58] train-error:0.184358
## [59] train-error:0.175978
## [60] train-error:0.170391
## [61] train-error:0.170391
## [62] train-error:0.170391
## [63] train-error:0.173184
## [64] train-error:0.178771
## [65] train-error:0.178771
## [66] train-error:0.175978
## [67] train-error:0.175978
## [68] train-error:0.173184
## [69] train-error:0.170391
## [70] train-error:0.164804
## [71] train-error:0.164804
## [72] train-error:0.164804
## [73] train-error:0.164804
## [74] train-error:0.164804
## [75] train-error:0.162011
## [76] train-error:0.164804
## [77] train-error:0.162011
## [78] train-error:0.159218
## [79] train-error:0.167598
## [80] train-error:0.170391
## [81] train-error:0.162011
## [82] train-error:0.159218
## [83] train-error:0.159218
## [84] train-error:0.162011
## [85] train-error:0.162011
## [86] train-error:0.162011
## [87] train-error:0.164804
## [88] train-error:0.162011
## [89] train-error:0.162011
## [90] train-error:0.162011
## [91] train-error:0.162011
## [92] train-error:0.159218
## [93] train-error:0.162011
## [94] train-error:0.159218
## [95] train-error:0.159218
## [96] train-error:0.159218
## [97] train-error:0.156425
## [98] train-error:0.156425
## [99] train-error:0.153631
## [100]    train-error:0.150838
## [101]    train-error:0.150838
## [102]    train-error:0.148045
## [103]    train-error:0.159218
## [104]    train-error:0.156425
## [105]    train-error:0.153631
## [106]    train-error:0.153631
## [107]    train-error:0.150838
## [108]    train-error:0.156425
## [109]    train-error:0.156425
## [110]    train-error:0.159218
## [111]    train-error:0.159218
## [112]    train-error:0.156425
## [113]    train-error:0.156425
## [114]    train-error:0.153631
## [115]    train-error:0.156425
## [116]    train-error:0.159218
## [117]    train-error:0.156425
## [118]    train-error:0.156425
## [119]    train-error:0.156425
## [120]    train-error:0.159218
## [121]    train-error:0.156425
## [122]    train-error:0.156425
## [123]    train-error:0.156425
## [124]    train-error:0.156425
## [125]    train-error:0.159218
## [126]    train-error:0.159218
## [127]    train-error:0.159218
## [128]    train-error:0.159218
## [129]    train-error:0.159218
## [130]    train-error:0.162011
## [131]    train-error:0.159218
## [132]    train-error:0.159218
## [133]    train-error:0.153631
## [134]    train-error:0.153631
## [135]    train-error:0.156425
## [136]    train-error:0.153631
## [137]    train-error:0.150838
## [138]    train-error:0.156425
## [139]    train-error:0.159218
## [140]    train-error:0.156425
## [141]    train-error:0.153631
## [142]    train-error:0.159218
## [143]    train-error:0.159218
## [144]    train-error:0.156425
## [145]    train-error:0.159218
## [146]    train-error:0.156425
## [147]    train-error:0.156425
## [148]    train-error:0.156425
## [149]    train-error:0.153631
## [150]    train-error:0.150838
## [151]    train-error:0.153631
## [152]    train-error:0.150838
## [153]    train-error:0.150838
## [154]    train-error:0.150838
## [155]    train-error:0.153631
## [156]    train-error:0.153631
## [157]    train-error:0.153631
## [158]    train-error:0.156425
## [159]    train-error:0.150838
## [160]    train-error:0.148045
## [161]    train-error:0.150838
## [162]    train-error:0.148045
## [163]    train-error:0.142458
## [164]    train-error:0.142458
## [165]    train-error:0.148045
## [166]    train-error:0.145251
## [167]    train-error:0.145251
## [168]    train-error:0.145251
## [169]    train-error:0.142458
## [170]    train-error:0.142458
## [171]    train-error:0.145251
## [172]    train-error:0.145251
## [173]    train-error:0.148045
## [174]    train-error:0.153631
## [175]    train-error:0.150838
## [176]    train-error:0.150838
## [177]    train-error:0.150838
## [178]    train-error:0.148045
## [179]    train-error:0.142458
## [180]    train-error:0.148045
## [181]    train-error:0.142458
## [182]    train-error:0.142458
## [183]    train-error:0.142458
## [184]    train-error:0.142458
## [185]    train-error:0.142458
## [186]    train-error:0.142458
## [187]    train-error:0.142458
## [188]    train-error:0.145251
## [189]    train-error:0.145251
## [190]    train-error:0.145251
## [191]    train-error:0.139665
## [192]    train-error:0.142458
## [193]    train-error:0.136872
## [194]    train-error:0.139665
## [195]    train-error:0.139665
## [196]    train-error:0.136872
## [197]    train-error:0.136872
## [198]    train-error:0.136872
## [199]    train-error:0.136872
## [200]    train-error:0.136872
## [201]    train-error:0.134078
## [202]    train-error:0.136872
## [203]    train-error:0.139665
## [204]    train-error:0.136872
## [205]    train-error:0.136872
## [206]    train-error:0.142458
## [207]    train-error:0.139665
## [208]    train-error:0.139665
## [209]    train-error:0.134078
## [210]    train-error:0.139665
## [211]    train-error:0.134078
## [212]    train-error:0.136872
## [213]    train-error:0.142458
## [214]    train-error:0.145251
## [215]    train-error:0.142458
## [216]    train-error:0.148045
## [217]    train-error:0.148045
## [218]    train-error:0.145251
## [219]    train-error:0.148045
## [220]    train-error:0.148045
## [221]    train-error:0.148045
## [222]    train-error:0.148045
## [223]    train-error:0.145251
## [224]    train-error:0.145251
## [225]    train-error:0.145251
## [226]    train-error:0.148045
## [227]    train-error:0.145251
## [228]    train-error:0.142458
## [229]    train-error:0.142458
## [230]    train-error:0.136872
## [231]    train-error:0.139665
## [232]    train-error:0.136872
## [233]    train-error:0.139665
## [234]    train-error:0.139665
## [235]    train-error:0.136872
## [236]    train-error:0.136872
## [237]    train-error:0.136872
## [238]    train-error:0.136872
## [239]    train-error:0.139665
## [240]    train-error:0.139665
## [241]    train-error:0.139665
## [242]    train-error:0.139665
## [243]    train-error:0.139665
## [244]    train-error:0.139665
## [245]    train-error:0.142458
## [246]    train-error:0.139665
## [247]    train-error:0.139665
## [248]    train-error:0.139665
## [249]    train-error:0.139665
## [250]    train-error:0.139665
## [251]    train-error:0.139665
## [252]    train-error:0.136872
## [253]    train-error:0.136872
## [254]    train-error:0.136872
## [255]    train-error:0.139665
## [256]    train-error:0.139665
## [257]    train-error:0.136872
## [258]    train-error:0.136872
## [259]    train-error:0.139665
## [260]    train-error:0.136872
## [261]    train-error:0.136872
## [262]    train-error:0.142458
## [263]    train-error:0.142458
## [264]    train-error:0.142458
## [265]    train-error:0.142458
## [266]    train-error:0.142458
## [267]    train-error:0.142458
## [268]    train-error:0.142458
## [269]    train-error:0.142458
## [270]    train-error:0.142458
## [271]    train-error:0.142458
## [272]    train-error:0.139665
## [273]    train-error:0.139665
## [274]    train-error:0.139665
## [275]    train-error:0.142458
## [276]    train-error:0.142458
## [277]    train-error:0.139665
## [278]    train-error:0.136872
## [279]    train-error:0.136872
## [280]    train-error:0.136872
## [281]    train-error:0.136872
## [282]    train-error:0.136872
## [283]    train-error:0.136872
## [284]    train-error:0.136872
## [285]    train-error:0.136872
## [286]    train-error:0.136872
## [287]    train-error:0.136872
## [288]    train-error:0.136872
## [289]    train-error:0.136872
## [290]    train-error:0.136872
## [291]    train-error:0.136872
## [292]    train-error:0.136872
## [293]    train-error:0.136872
## [294]    train-error:0.136872
## [295]    train-error:0.136872
## [296]    train-error:0.136872
## [297]    train-error:0.136872
## [298]    train-error:0.136872
## [299]    train-error:0.136872
## [300]    train-error:0.134078
## [301]    train-error:0.136872
## [302]    train-error:0.136872
## [303]    train-error:0.136872
## [304]    train-error:0.136872
## [305]    train-error:0.136872
## [306]    train-error:0.136872
## [307]    train-error:0.136872
## [308]    train-error:0.136872
## [309]    train-error:0.139665
## [310]    train-error:0.142458
## [311]    train-error:0.142458
## [312]    train-error:0.142458
## [313]    train-error:0.142458
## [314]    train-error:0.139665
## [315]    train-error:0.136872
## [316]    train-error:0.136872
## [0]  train-error:0.170868
## [1]  train-error:0.184874
## [2]  train-error:0.170868
## [3]  train-error:0.184874
## [4]  train-error:0.170868
## [5]  train-error:0.176471
## [6]  train-error:0.182073
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.179272
## [12] train-error:0.162465
## [13] train-error:0.176471
## [14] train-error:0.179272
## [15] train-error:0.170868
## [16] train-error:0.162465
## [17] train-error:0.162465
## [18] train-error:0.179272
## [19] train-error:0.156863
## [20] train-error:0.154062
## [21] train-error:0.168067
## [22] train-error:0.170868
## [23] train-error:0.170868
## [24] train-error:0.170868
## [25] train-error:0.170868
## [26] train-error:0.170868
## [27] train-error:0.154062
## [28] train-error:0.162465
## [29] train-error:0.162465
## [30] train-error:0.165266
## [31] train-error:0.162465
## [32] train-error:0.165266
## [33] train-error:0.156863
## [34] train-error:0.159664
## [35] train-error:0.159664
## [36] train-error:0.159664
## [37] train-error:0.159664
## [38] train-error:0.154062
## [39] train-error:0.156863
## [40] train-error:0.165266
## [41] train-error:0.154062
## [42] train-error:0.156863
## [43] train-error:0.154062
## [44] train-error:0.156863
## [45] train-error:0.154062
## [46] train-error:0.154062
## [47] train-error:0.154062
## [48] train-error:0.154062
## [49] train-error:0.156863
## [50] train-error:0.159664
## [51] train-error:0.156863
## [52] train-error:0.162465
## [53] train-error:0.162465
## [54] train-error:0.159664
## [55] train-error:0.148459
## [56] train-error:0.151261
## [57] train-error:0.154062
## [58] train-error:0.154062
## [59] train-error:0.148459
## [60] train-error:0.151261
## [61] train-error:0.151261
## [62] train-error:0.154062
## [63] train-error:0.154062
## [64] train-error:0.151261
## [65] train-error:0.151261
## [66] train-error:0.151261
## [67] train-error:0.154062
## [68] train-error:0.151261
## [69] train-error:0.151261
## [70] train-error:0.154062
## [71] train-error:0.151261
## [72] train-error:0.154062
## [73] train-error:0.151261
## [74] train-error:0.151261
## [75] train-error:0.154062
## [76] train-error:0.154062
## [77] train-error:0.148459
## [78] train-error:0.148459
## [79] train-error:0.145658
## [80] train-error:0.148459
## [81] train-error:0.145658
## [82] train-error:0.142857
## [83] train-error:0.142857
## [84] train-error:0.142857
## [85] train-error:0.140056
## [86] train-error:0.137255
## [87] train-error:0.140056
## [88] train-error:0.140056
## [89] train-error:0.137255
## [90] train-error:0.137255
## [91] train-error:0.137255
## [92] train-error:0.137255
## [93] train-error:0.137255
## [94] train-error:0.137255
## [95] train-error:0.140056
## [96] train-error:0.140056
## [97] train-error:0.140056
## [98] train-error:0.140056
## [99] train-error:0.140056
## [100]    train-error:0.140056
## [101]    train-error:0.134454
## [102]    train-error:0.137255
## [103]    train-error:0.134454
## [104]    train-error:0.134454
## [105]    train-error:0.134454
## [106]    train-error:0.131653
## [107]    train-error:0.131653
## [108]    train-error:0.134454
## [109]    train-error:0.131653
## [110]    train-error:0.134454
## [111]    train-error:0.137255
## [112]    train-error:0.134454
## [113]    train-error:0.137255
## [114]    train-error:0.134454
## [115]    train-error:0.137255
## [116]    train-error:0.131653
## [117]    train-error:0.131653
## [118]    train-error:0.131653
## [119]    train-error:0.131653
## [120]    train-error:0.128852
## [121]    train-error:0.128852
## [122]    train-error:0.131653
## [123]    train-error:0.131653
## [124]    train-error:0.131653
## [125]    train-error:0.128852
## [126]    train-error:0.131653
## [127]    train-error:0.131653
## [128]    train-error:0.128852
## [129]    train-error:0.131653
## [130]    train-error:0.131653
## [131]    train-error:0.123249
## [132]    train-error:0.131653
## [133]    train-error:0.123249
## [134]    train-error:0.120448
## [135]    train-error:0.123249
## [136]    train-error:0.123249
## [137]    train-error:0.123249
## [138]    train-error:0.120448
## [139]    train-error:0.120448
## [140]    train-error:0.120448
## [141]    train-error:0.120448
## [142]    train-error:0.126050
## [143]    train-error:0.126050
## [144]    train-error:0.123249
## [145]    train-error:0.123249
## [146]    train-error:0.120448
## [147]    train-error:0.123249
## [148]    train-error:0.120448
## [149]    train-error:0.123249
## [150]    train-error:0.123249
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.120448
## [154]    train-error:0.123249
## [155]    train-error:0.123249
## [156]    train-error:0.120448
## [157]    train-error:0.123249
## [158]    train-error:0.123249
## [159]    train-error:0.123249
## [160]    train-error:0.123249
## [161]    train-error:0.123249
## [162]    train-error:0.123249
## [163]    train-error:0.123249
## [164]    train-error:0.123249
## [165]    train-error:0.123249
## [166]    train-error:0.123249
## [167]    train-error:0.123249
## [168]    train-error:0.123249
## [169]    train-error:0.123249
## [170]    train-error:0.123249
## [171]    train-error:0.123249
## [172]    train-error:0.117647
## [173]    train-error:0.123249
## [174]    train-error:0.120448
## [175]    train-error:0.120448
## [176]    train-error:0.123249
## [177]    train-error:0.123249
## [178]    train-error:0.123249
## [179]    train-error:0.120448
## [180]    train-error:0.126050
## [181]    train-error:0.120448
## [182]    train-error:0.120448
## [183]    train-error:0.117647
## [184]    train-error:0.123249
## [185]    train-error:0.123249
## [186]    train-error:0.120448
## [187]    train-error:0.117647
## [188]    train-error:0.120448
## [189]    train-error:0.120448
## [190]    train-error:0.120448
## [191]    train-error:0.120448
## [192]    train-error:0.117647
## [193]    train-error:0.117647
## [194]    train-error:0.117647
## [195]    train-error:0.117647
## [196]    train-error:0.117647
## [197]    train-error:0.117647
## [198]    train-error:0.117647
## [199]    train-error:0.114846
## [200]    train-error:0.117647
## [201]    train-error:0.114846
## [202]    train-error:0.117647
## [203]    train-error:0.117647
## [204]    train-error:0.114846
## [205]    train-error:0.114846
## [206]    train-error:0.114846
## [207]    train-error:0.117647
## [208]    train-error:0.117647
## [209]    train-error:0.120448
## [210]    train-error:0.117647
## [211]    train-error:0.117647
## [212]    train-error:0.117647
## [213]    train-error:0.117647
## [214]    train-error:0.117647
## [215]    train-error:0.114846
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.112045
## [220]    train-error:0.114846
## [221]    train-error:0.117647
## [222]    train-error:0.112045
## [223]    train-error:0.109244
## [224]    train-error:0.112045
## [225]    train-error:0.112045
## [226]    train-error:0.117647
## [227]    train-error:0.117647
## [228]    train-error:0.117647
## [229]    train-error:0.114846
## [230]    train-error:0.114846
## [231]    train-error:0.114846
## [232]    train-error:0.114846
## [233]    train-error:0.109244
## [234]    train-error:0.112045
## [235]    train-error:0.112045
## [236]    train-error:0.112045
## [237]    train-error:0.112045
## [238]    train-error:0.112045
## [239]    train-error:0.112045
## [240]    train-error:0.109244
## [241]    train-error:0.109244
## [242]    train-error:0.109244
## [243]    train-error:0.109244
## [244]    train-error:0.109244
## [245]    train-error:0.109244
## [246]    train-error:0.109244
## [247]    train-error:0.109244
## [248]    train-error:0.109244
## [249]    train-error:0.112045
## [250]    train-error:0.112045
## [251]    train-error:0.112045
## [252]    train-error:0.109244
## [253]    train-error:0.106443
## [254]    train-error:0.106443
## [255]    train-error:0.103641
## [256]    train-error:0.106443
## [257]    train-error:0.103641
## [258]    train-error:0.103641
## [259]    train-error:0.103641
## [260]    train-error:0.103641
## [261]    train-error:0.103641
## [262]    train-error:0.103641
## [263]    train-error:0.103641
## [264]    train-error:0.103641
## [265]    train-error:0.103641
## [266]    train-error:0.103641
## [267]    train-error:0.103641
## [268]    train-error:0.103641
## [269]    train-error:0.103641
## [270]    train-error:0.103641
## [271]    train-error:0.103641
## [272]    train-error:0.103641
## [273]    train-error:0.106443
## [274]    train-error:0.106443
## [275]    train-error:0.103641
## [276]    train-error:0.109244
## [277]    train-error:0.109244
## [278]    train-error:0.109244
## [279]    train-error:0.109244
## [280]    train-error:0.109244
## [281]    train-error:0.106443
## [282]    train-error:0.106443
## [283]    train-error:0.106443
## [284]    train-error:0.106443
## [285]    train-error:0.106443
## [286]    train-error:0.109244
## [287]    train-error:0.109244
## [288]    train-error:0.109244
## [289]    train-error:0.109244
## [290]    train-error:0.109244
## [291]    train-error:0.109244
## [292]    train-error:0.109244
## [293]    train-error:0.109244
## [294]    train-error:0.109244
## [295]    train-error:0.106443
## [296]    train-error:0.106443
## [297]    train-error:0.106443
## [298]    train-error:0.106443
## [299]    train-error:0.106443
## [300]    train-error:0.106443
## [301]    train-error:0.106443
## [302]    train-error:0.106443
## [303]    train-error:0.106443
## [304]    train-error:0.106443
## [305]    train-error:0.106443
## [306]    train-error:0.106443
## [307]    train-error:0.106443
## [308]    train-error:0.106443
## [309]    train-error:0.106443
## [310]    train-error:0.106443
## [311]    train-error:0.106443
## [312]    train-error:0.106443
## [313]    train-error:0.106443
## [314]    train-error:0.106443
## [315]    train-error:0.106443
## [316]    train-error:0.106443
## [0]  train-error:0.201681
## [1]  train-error:0.210084
## [2]  train-error:0.221289
## [3]  train-error:0.212885
## [4]  train-error:0.224090
## [5]  train-error:0.224090
## [6]  train-error:0.207283
## [7]  train-error:0.190476
## [8]  train-error:0.193277
## [9]  train-error:0.193277
## [10] train-error:0.190476
## [11] train-error:0.193277
## [12] train-error:0.187675
## [13] train-error:0.187675
## [14] train-error:0.190476
## [15] train-error:0.190476
## [16] train-error:0.193277
## [17] train-error:0.184874
## [18] train-error:0.184874
## [19] train-error:0.179272
## [20] train-error:0.182073
## [21] train-error:0.182073
## [22] train-error:0.179272
## [23] train-error:0.182073
## [24] train-error:0.179272
## [25] train-error:0.184874
## [26] train-error:0.182073
## [27] train-error:0.173669
## [28] train-error:0.170868
## [29] train-error:0.176471
## [30] train-error:0.176471
## [31] train-error:0.179272
## [32] train-error:0.176471
## [33] train-error:0.179272
## [34] train-error:0.179272
## [35] train-error:0.176471
## [36] train-error:0.170868
## [37] train-error:0.170868
## [38] train-error:0.176471
## [39] train-error:0.168067
## [40] train-error:0.165266
## [41] train-error:0.165266
## [42] train-error:0.170868
## [43] train-error:0.165266
## [44] train-error:0.168067
## [45] train-error:0.165266
## [46] train-error:0.170868
## [47] train-error:0.168067
## [48] train-error:0.162465
## [49] train-error:0.168067
## [50] train-error:0.173669
## [51] train-error:0.170868
## [52] train-error:0.165266
## [53] train-error:0.165266
## [54] train-error:0.168067
## [55] train-error:0.170868
## [56] train-error:0.168067
## [57] train-error:0.162465
## [58] train-error:0.162465
## [59] train-error:0.165266
## [60] train-error:0.159664
## [61] train-error:0.156863
## [62] train-error:0.159664
## [63] train-error:0.156863
## [64] train-error:0.159664
## [65] train-error:0.156863
## [66] train-error:0.159664
## [67] train-error:0.156863
## [68] train-error:0.159664
## [69] train-error:0.154062
## [70] train-error:0.151261
## [71] train-error:0.154062
## [72] train-error:0.148459
## [73] train-error:0.151261
## [74] train-error:0.145658
## [75] train-error:0.151261
## [76] train-error:0.151261
## [77] train-error:0.145658
## [78] train-error:0.145658
## [79] train-error:0.142857
## [80] train-error:0.148459
## [81] train-error:0.142857
## [82] train-error:0.145658
## [83] train-error:0.145658
## [84] train-error:0.142857
## [85] train-error:0.145658
## [86] train-error:0.145658
## [87] train-error:0.145658
## [88] train-error:0.148459
## [89] train-error:0.151261
## [90] train-error:0.148459
## [91] train-error:0.145658
## [92] train-error:0.145658
## [93] train-error:0.145658
## [94] train-error:0.145658
## [95] train-error:0.142857
## [96] train-error:0.145658
## [97] train-error:0.142857
## [98] train-error:0.142857
## [99] train-error:0.140056
## [100]    train-error:0.142857
## [101]    train-error:0.142857
## [102]    train-error:0.145658
## [103]    train-error:0.148459
## [104]    train-error:0.145658
## [105]    train-error:0.142857
## [106]    train-error:0.134454
## [107]    train-error:0.137255
## [108]    train-error:0.137255
## [109]    train-error:0.134454
## [110]    train-error:0.140056
## [111]    train-error:0.140056
## [112]    train-error:0.140056
## [113]    train-error:0.140056
## [114]    train-error:0.142857
## [115]    train-error:0.140056
## [116]    train-error:0.137255
## [117]    train-error:0.137255
## [118]    train-error:0.140056
## [119]    train-error:0.142857
## [120]    train-error:0.137255
## [121]    train-error:0.140056
## [122]    train-error:0.137255
## [123]    train-error:0.131653
## [124]    train-error:0.137255
## [125]    train-error:0.140056
## [126]    train-error:0.137255
## [127]    train-error:0.134454
## [128]    train-error:0.134454
## [129]    train-error:0.131653
## [130]    train-error:0.128852
## [131]    train-error:0.131653
## [132]    train-error:0.128852
## [133]    train-error:0.128852
## [134]    train-error:0.131653
## [135]    train-error:0.128852
## [136]    train-error:0.128852
## [137]    train-error:0.126050
## [138]    train-error:0.128852
## [139]    train-error:0.126050
## [140]    train-error:0.126050
## [141]    train-error:0.126050
## [142]    train-error:0.123249
## [143]    train-error:0.123249
## [144]    train-error:0.123249
## [145]    train-error:0.123249
## [146]    train-error:0.126050
## [147]    train-error:0.126050
## [148]    train-error:0.120448
## [149]    train-error:0.126050
## [150]    train-error:0.123249
## [151]    train-error:0.126050
## [152]    train-error:0.123249
## [153]    train-error:0.123249
## [154]    train-error:0.117647
## [155]    train-error:0.117647
## [156]    train-error:0.120448
## [157]    train-error:0.117647
## [158]    train-error:0.114846
## [159]    train-error:0.117647
## [160]    train-error:0.117647
## [161]    train-error:0.117647
## [162]    train-error:0.114846
## [163]    train-error:0.117647
## [164]    train-error:0.112045
## [165]    train-error:0.117647
## [166]    train-error:0.114846
## [167]    train-error:0.114846
## [168]    train-error:0.117647
## [169]    train-error:0.117647
## [170]    train-error:0.117647
## [171]    train-error:0.117647
## [172]    train-error:0.117647
## [173]    train-error:0.117647
## [174]    train-error:0.114846
## [175]    train-error:0.117647
## [176]    train-error:0.117647
## [177]    train-error:0.117647
## [178]    train-error:0.120448
## [179]    train-error:0.123249
## [180]    train-error:0.117647
## [181]    train-error:0.117647
## [182]    train-error:0.117647
## [183]    train-error:0.117647
## [184]    train-error:0.117647
## [185]    train-error:0.117647
## [186]    train-error:0.117647
## [187]    train-error:0.120448
## [188]    train-error:0.120448
## [189]    train-error:0.120448
## [190]    train-error:0.120448
## [191]    train-error:0.120448
## [192]    train-error:0.117647
## [193]    train-error:0.117647
## [194]    train-error:0.120448
## [195]    train-error:0.120448
## [196]    train-error:0.120448
## [197]    train-error:0.120448
## [198]    train-error:0.120448
## [199]    train-error:0.120448
## [200]    train-error:0.120448
## [201]    train-error:0.120448
## [202]    train-error:0.117647
## [203]    train-error:0.117647
## [204]    train-error:0.114846
## [205]    train-error:0.114846
## [206]    train-error:0.114846
## [207]    train-error:0.114846
## [208]    train-error:0.114846
## [209]    train-error:0.114846
## [210]    train-error:0.114846
## [211]    train-error:0.114846
## [212]    train-error:0.112045
## [213]    train-error:0.114846
## [214]    train-error:0.112045
## [215]    train-error:0.112045
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.112045
## [220]    train-error:0.109244
## [221]    train-error:0.109244
## [222]    train-error:0.112045
## [223]    train-error:0.109244
## [224]    train-error:0.112045
## [225]    train-error:0.112045
## [226]    train-error:0.112045
## [227]    train-error:0.114846
## [228]    train-error:0.114846
## [229]    train-error:0.114846
## [230]    train-error:0.112045
## [231]    train-error:0.112045
## [232]    train-error:0.112045
## [233]    train-error:0.109244
## [234]    train-error:0.109244
## [235]    train-error:0.109244
## [236]    train-error:0.109244
## [237]    train-error:0.112045
## [238]    train-error:0.112045
## [239]    train-error:0.112045
## [240]    train-error:0.109244
## [241]    train-error:0.114846
## [242]    train-error:0.109244
## [243]    train-error:0.109244
## [244]    train-error:0.109244
## [245]    train-error:0.112045
## [246]    train-error:0.112045
## [247]    train-error:0.109244
## [248]    train-error:0.112045
## [249]    train-error:0.112045
## [250]    train-error:0.112045
## [251]    train-error:0.114846
## [252]    train-error:0.114846
## [253]    train-error:0.114846
## [254]    train-error:0.114846
## [255]    train-error:0.114846
## [256]    train-error:0.112045
## [257]    train-error:0.112045
## [258]    train-error:0.112045
## [259]    train-error:0.114846
## [260]    train-error:0.114846
## [261]    train-error:0.112045
## [262]    train-error:0.112045
## [263]    train-error:0.114846
## [264]    train-error:0.114846
## [265]    train-error:0.112045
## [266]    train-error:0.112045
## [267]    train-error:0.112045
## [268]    train-error:0.112045
## [269]    train-error:0.112045
## [270]    train-error:0.114846
## [271]    train-error:0.112045
## [272]    train-error:0.109244
## [273]    train-error:0.112045
## [274]    train-error:0.114846
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.112045
## [278]    train-error:0.114846
## [279]    train-error:0.117647
## [280]    train-error:0.117647
## [281]    train-error:0.114846
## [282]    train-error:0.112045
## [283]    train-error:0.112045
## [284]    train-error:0.112045
## [285]    train-error:0.109244
## [286]    train-error:0.109244
## [287]    train-error:0.109244
## [288]    train-error:0.117647
## [289]    train-error:0.112045
## [290]    train-error:0.112045
## [291]    train-error:0.112045
## [292]    train-error:0.112045
## [293]    train-error:0.114846
## [294]    train-error:0.112045
## [295]    train-error:0.114846
## [296]    train-error:0.112045
## [297]    train-error:0.112045
## [298]    train-error:0.112045
## [299]    train-error:0.112045
## [300]    train-error:0.112045
## [301]    train-error:0.112045
## [302]    train-error:0.112045
## [303]    train-error:0.112045
## [304]    train-error:0.114846
## [305]    train-error:0.112045
## [306]    train-error:0.114846
## [307]    train-error:0.109244
## [308]    train-error:0.112045
## [309]    train-error:0.114846
## [310]    train-error:0.114846
## [311]    train-error:0.112045
## [312]    train-error:0.109244
## [313]    train-error:0.109244
## [314]    train-error:0.112045
## [315]    train-error:0.112045
## [316]    train-error:0.109244
## [0]  train-error:0.351955
## [1]  train-error:0.217877
## [2]  train-error:0.195531
## [3]  train-error:0.209497
## [4]  train-error:0.198324
## [5]  train-error:0.198324
## [6]  train-error:0.215084
## [7]  train-error:0.189944
## [8]  train-error:0.209497
## [9]  train-error:0.203911
## [10] train-error:0.203911
## [11] train-error:0.209497
## [12] train-error:0.215084
## [13] train-error:0.209497
## [14] train-error:0.212290
## [15] train-error:0.187151
## [16] train-error:0.184358
## [17] train-error:0.198324
## [18] train-error:0.187151
## [19] train-error:0.189944
## [20] train-error:0.181564
## [21] train-error:0.187151
## [22] train-error:0.189944
## [23] train-error:0.184358
## [24] train-error:0.184358
## [25] train-error:0.184358
## [26] train-error:0.189944
## [27] train-error:0.181564
## [28] train-error:0.173184
## [29] train-error:0.167598
## [30] train-error:0.173184
## [31] train-error:0.187151
## [32] train-error:0.167598
## [33] train-error:0.173184
## [34] train-error:0.175978
## [35] train-error:0.175978
## [36] train-error:0.170391
## [37] train-error:0.156425
## [38] train-error:0.159218
## [39] train-error:0.159218
## [40] train-error:0.162011
## [41] train-error:0.159218
## [42] train-error:0.159218
## [43] train-error:0.167598
## [44] train-error:0.148045
## [45] train-error:0.150838
## [46] train-error:0.150838
## [47] train-error:0.145251
## [48] train-error:0.156425
## [49] train-error:0.150838
## [50] train-error:0.167598
## [51] train-error:0.170391
## [52] train-error:0.167598
## [53] train-error:0.156425
## [54] train-error:0.156425
## [55] train-error:0.156425
## [56] train-error:0.162011
## [57] train-error:0.156425
## [58] train-error:0.156425
## [59] train-error:0.159218
## [60] train-error:0.150838
## [61] train-error:0.156425
## [62] train-error:0.153631
## [63] train-error:0.162011
## [64] train-error:0.153631
## [65] train-error:0.153631
## [66] train-error:0.170391
## [67] train-error:0.159218
## [68] train-error:0.167598
## [69] train-error:0.148045
## [70] train-error:0.164804
## [71] train-error:0.162011
## [72] train-error:0.164804
## [73] train-error:0.162011
## [74] train-error:0.162011
## [75] train-error:0.173184
## [76] train-error:0.167598
## [77] train-error:0.164804
## [78] train-error:0.178771
## [79] train-error:0.175978
## [80] train-error:0.178771
## [81] train-error:0.173184
## [82] train-error:0.178771
## [83] train-error:0.184358
## [84] train-error:0.175978
## [85] train-error:0.175978
## [86] train-error:0.178771
## [87] train-error:0.175978
## [88] train-error:0.178771
## [89] train-error:0.184358
## [90] train-error:0.178771
## [91] train-error:0.178771
## [92] train-error:0.173184
## [93] train-error:0.173184
## [94] train-error:0.164804
## [95] train-error:0.170391
## [96] train-error:0.173184
## [97] train-error:0.173184
## [98] train-error:0.164804
## [99] train-error:0.167598
## [100]    train-error:0.164804
## [101]    train-error:0.159218
## [102]    train-error:0.162011
## [103]    train-error:0.156425
## [104]    train-error:0.159218
## [105]    train-error:0.153631
## [106]    train-error:0.150838
## [107]    train-error:0.148045
## [108]    train-error:0.145251
## [109]    train-error:0.142458
## [110]    train-error:0.148045
## [111]    train-error:0.145251
## [112]    train-error:0.148045
## [113]    train-error:0.153631
## [114]    train-error:0.148045
## [115]    train-error:0.150838
## [116]    train-error:0.156425
## [117]    train-error:0.150838
## [118]    train-error:0.142458
## [119]    train-error:0.159218
## [120]    train-error:0.145251
## [121]    train-error:0.150838
## [122]    train-error:0.145251
## [123]    train-error:0.145251
## [124]    train-error:0.148045
## [125]    train-error:0.153631
## [126]    train-error:0.150838
## [127]    train-error:0.145251
## [128]    train-error:0.148045
## [129]    train-error:0.145251
## [130]    train-error:0.142458
## [131]    train-error:0.145251
## [132]    train-error:0.162011
## [133]    train-error:0.142458
## [134]    train-error:0.145251
## [135]    train-error:0.153631
## [136]    train-error:0.142458
## [137]    train-error:0.150838
## [138]    train-error:0.159218
## [139]    train-error:0.159218
## [140]    train-error:0.153631
## [141]    train-error:0.162011
## [142]    train-error:0.175978
## [143]    train-error:0.164804
## [144]    train-error:0.162011
## [145]    train-error:0.156425
## [146]    train-error:0.159218
## [147]    train-error:0.156425
## [148]    train-error:0.142458
## [149]    train-error:0.148045
## [150]    train-error:0.150838
## [151]    train-error:0.150838
## [152]    train-error:0.148045
## [153]    train-error:0.150838
## [154]    train-error:0.150838
## [155]    train-error:0.156425
## [156]    train-error:0.150838
## [157]    train-error:0.145251
## [158]    train-error:0.145251
## [159]    train-error:0.159218
## [160]    train-error:0.145251
## [161]    train-error:0.159218
## [162]    train-error:0.150838
## [163]    train-error:0.153631
## [164]    train-error:0.159218
## [165]    train-error:0.148045
## [166]    train-error:0.153631
## [167]    train-error:0.150838
## [168]    train-error:0.159218
## [169]    train-error:0.159218
## [170]    train-error:0.170391
## [171]    train-error:0.156425
## [172]    train-error:0.142458
## [173]    train-error:0.150838
## [174]    train-error:0.139665
## [175]    train-error:0.139665
## [176]    train-error:0.139665
## [177]    train-error:0.139665
## [178]    train-error:0.136872
## [179]    train-error:0.139665
## [180]    train-error:0.145251
## [181]    train-error:0.150838
## [182]    train-error:0.136872
## [183]    train-error:0.145251
## [184]    train-error:0.139665
## [185]    train-error:0.139665
## [186]    train-error:0.136872
## [187]    train-error:0.142458
## [188]    train-error:0.153631
## [189]    train-error:0.148045
## [190]    train-error:0.134078
## [191]    train-error:0.128492
## [192]    train-error:0.134078
## [193]    train-error:0.136872
## [194]    train-error:0.128492
## [195]    train-error:0.142458
## [196]    train-error:0.142458
## [197]    train-error:0.139665
## [198]    train-error:0.136872
## [199]    train-error:0.131285
## [200]    train-error:0.139665
## [201]    train-error:0.142458
## [202]    train-error:0.136872
## [203]    train-error:0.134078
## [204]    train-error:0.148045
## [205]    train-error:0.142458
## [206]    train-error:0.145251
## [207]    train-error:0.153631
## [208]    train-error:0.148045
## [209]    train-error:0.148045
## [210]    train-error:0.148045
## [211]    train-error:0.142458
## [212]    train-error:0.139665
## [213]    train-error:0.139665
## [214]    train-error:0.145251
## [215]    train-error:0.150838
## [216]    train-error:0.145251
## [217]    train-error:0.150838
## [218]    train-error:0.162011
## [219]    train-error:0.153631
## [220]    train-error:0.164804
## [221]    train-error:0.162011
## [222]    train-error:0.159218
## [223]    train-error:0.164804
## [224]    train-error:0.156425
## [225]    train-error:0.159218
## [226]    train-error:0.150838
## [227]    train-error:0.153631
## [228]    train-error:0.162011
## [229]    train-error:0.162011
## [230]    train-error:0.145251
## [231]    train-error:0.139665
## [232]    train-error:0.142458
## [233]    train-error:0.150838
## [234]    train-error:0.148045
## [235]    train-error:0.150838
## [236]    train-error:0.148045
## [237]    train-error:0.145251
## [238]    train-error:0.148045
## [239]    train-error:0.145251
## [240]    train-error:0.145251
## [241]    train-error:0.145251
## [242]    train-error:0.150838
## [243]    train-error:0.148045
## [244]    train-error:0.145251
## [245]    train-error:0.142458
## [246]    train-error:0.142458
## [247]    train-error:0.139665
## [248]    train-error:0.136872
## [249]    train-error:0.156425
## [250]    train-error:0.145251
## [251]    train-error:0.153631
## [252]    train-error:0.150838
## [253]    train-error:0.145251
## [254]    train-error:0.148045
## [255]    train-error:0.148045
## [256]    train-error:0.153631
## [257]    train-error:0.162011
## [258]    train-error:0.153631
## [259]    train-error:0.145251
## [260]    train-error:0.136872
## [261]    train-error:0.142458
## [262]    train-error:0.148045
## [263]    train-error:0.150838
## [264]    train-error:0.145251
## [265]    train-error:0.142458
## [266]    train-error:0.134078
## [267]    train-error:0.145251
## [268]    train-error:0.150838
## [269]    train-error:0.136872
## [270]    train-error:0.139665
## [271]    train-error:0.139665
## [272]    train-error:0.153631
## [273]    train-error:0.145251
## [274]    train-error:0.142458
## [275]    train-error:0.128492
## [276]    train-error:0.131285
## [277]    train-error:0.136872
## [278]    train-error:0.142458
## [279]    train-error:0.134078
## [280]    train-error:0.131285
## [281]    train-error:0.139665
## [282]    train-error:0.139665
## [283]    train-error:0.131285
## [284]    train-error:0.128492
## [285]    train-error:0.136872
## [286]    train-error:0.134078
## [287]    train-error:0.134078
## [288]    train-error:0.134078
## [289]    train-error:0.134078
## [290]    train-error:0.128492
## [291]    train-error:0.134078
## [292]    train-error:0.125698
## [293]    train-error:0.136872
## [294]    train-error:0.128492
## [295]    train-error:0.142458
## [296]    train-error:0.145251
## [297]    train-error:0.125698
## [298]    train-error:0.128492
## [299]    train-error:0.139665
## [300]    train-error:0.136872
## [301]    train-error:0.139665
## [302]    train-error:0.145251
## [303]    train-error:0.142458
## [304]    train-error:0.145251
## [305]    train-error:0.156425
## [306]    train-error:0.145251
## [307]    train-error:0.136872
## [308]    train-error:0.134078
## [309]    train-error:0.134078
## [310]    train-error:0.122905
## [311]    train-error:0.120112
## [312]    train-error:0.136872
## [313]    train-error:0.125698
## [314]    train-error:0.139665
## [315]    train-error:0.131285
## [316]    train-error:0.131285
## [317]    train-error:0.136872
## [318]    train-error:0.134078
## [319]    train-error:0.131285
## [320]    train-error:0.134078
## [321]    train-error:0.136872
## [322]    train-error:0.134078
## [323]    train-error:0.136872
## [324]    train-error:0.136872
## [325]    train-error:0.131285
## [326]    train-error:0.131285
## [327]    train-error:0.139665
## [328]    train-error:0.128492
## [329]    train-error:0.128492
## [330]    train-error:0.131285
## [331]    train-error:0.134078
## [332]    train-error:0.134078
## [333]    train-error:0.142458
## [334]    train-error:0.131285
## [335]    train-error:0.139665
## [336]    train-error:0.134078
## [337]    train-error:0.148045
## [338]    train-error:0.150838
## [339]    train-error:0.148045
## [340]    train-error:0.145251
## [341]    train-error:0.136872
## [342]    train-error:0.142458
## [343]    train-error:0.139665
## [344]    train-error:0.142458
## [345]    train-error:0.142458
## [346]    train-error:0.128492
## [347]    train-error:0.131285
## [348]    train-error:0.131285
## [349]    train-error:0.128492
## [350]    train-error:0.131285
## [351]    train-error:0.131285
## [352]    train-error:0.128492
## [353]    train-error:0.125698
## [354]    train-error:0.131285
## [355]    train-error:0.128492
## [356]    train-error:0.131285
## [357]    train-error:0.139665
## [358]    train-error:0.125698
## [359]    train-error:0.122905
## [360]    train-error:0.120112
## [361]    train-error:0.122905
## [362]    train-error:0.114525
## [363]    train-error:0.117318
## [364]    train-error:0.114525
## [365]    train-error:0.128492
## [366]    train-error:0.134078
## [367]    train-error:0.136872
## [368]    train-error:0.128492
## [369]    train-error:0.125698
## [370]    train-error:0.139665
## [371]    train-error:0.136872
## [372]    train-error:0.136872
## [373]    train-error:0.148045
## [374]    train-error:0.139665
## [375]    train-error:0.128492
## [376]    train-error:0.131285
## [377]    train-error:0.125698
## [378]    train-error:0.134078
## [379]    train-error:0.125698
## [380]    train-error:0.136872
## [381]    train-error:0.136872
## [382]    train-error:0.139665
## [383]    train-error:0.134078
## [384]    train-error:0.125698
## [385]    train-error:0.134078
## [386]    train-error:0.128492
## [387]    train-error:0.134078
## [388]    train-error:0.134078
## [389]    train-error:0.128492
## [390]    train-error:0.128492
## [391]    train-error:0.125698
## [392]    train-error:0.131285
## [393]    train-error:0.128492
## [394]    train-error:0.131285
## [395]    train-error:0.128492
## [396]    train-error:0.128492
## [397]    train-error:0.120112
## [398]    train-error:0.125698
## [399]    train-error:0.131285
## [400]    train-error:0.131285
## [401]    train-error:0.139665
## [402]    train-error:0.125698
## [403]    train-error:0.134078
## [404]    train-error:0.136872
## [405]    train-error:0.122905
## [406]    train-error:0.125698
## [407]    train-error:0.134078
## [408]    train-error:0.136872
## [409]    train-error:0.131285
## [410]    train-error:0.128492
## [411]    train-error:0.136872
## [412]    train-error:0.125698
## [413]    train-error:0.131285
## [414]    train-error:0.131285
## [415]    train-error:0.122905
## [416]    train-error:0.114525
## [417]    train-error:0.117318
## [418]    train-error:0.120112
## [419]    train-error:0.122905
## [420]    train-error:0.120112
## [421]    train-error:0.125698
## [422]    train-error:0.114525
## [423]    train-error:0.122905
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.187675
## [6]  train-error:0.193277
## [7]  train-error:0.173669
## [8]  train-error:0.173669
## [9]  train-error:0.176471
## [10] train-error:0.173669
## [11] train-error:0.182073
## [12] train-error:0.168067
## [13] train-error:0.170868
## [14] train-error:0.159664
## [15] train-error:0.173669
## [16] train-error:0.182073
## [17] train-error:0.179272
## [18] train-error:0.182073
## [19] train-error:0.184874
## [20] train-error:0.168067
## [21] train-error:0.182073
## [22] train-error:0.173669
## [23] train-error:0.173669
## [24] train-error:0.173669
## [25] train-error:0.176471
## [26] train-error:0.176471
## [27] train-error:0.159664
## [28] train-error:0.179272
## [29] train-error:0.168067
## [30] train-error:0.173669
## [31] train-error:0.170868
## [32] train-error:0.173669
## [33] train-error:0.156863
## [34] train-error:0.170868
## [35] train-error:0.179272
## [36] train-error:0.159664
## [37] train-error:0.168067
## [38] train-error:0.168067
## [39] train-error:0.162465
## [40] train-error:0.142857
## [41] train-error:0.159664
## [42] train-error:0.145658
## [43] train-error:0.148459
## [44] train-error:0.142857
## [45] train-error:0.145658
## [46] train-error:0.151261
## [47] train-error:0.162465
## [48] train-error:0.154062
## [49] train-error:0.140056
## [50] train-error:0.156863
## [51] train-error:0.159664
## [52] train-error:0.156863
## [53] train-error:0.145658
## [54] train-error:0.142857
## [55] train-error:0.145658
## [56] train-error:0.140056
## [57] train-error:0.131653
## [58] train-error:0.140056
## [59] train-error:0.156863
## [60] train-error:0.151261
## [61] train-error:0.154062
## [62] train-error:0.151261
## [63] train-error:0.145658
## [64] train-error:0.142857
## [65] train-error:0.134454
## [66] train-error:0.134454
## [67] train-error:0.140056
## [68] train-error:0.140056
## [69] train-error:0.142857
## [70] train-error:0.131653
## [71] train-error:0.151261
## [72] train-error:0.145658
## [73] train-error:0.151261
## [74] train-error:0.145658
## [75] train-error:0.148459
## [76] train-error:0.154062
## [77] train-error:0.142857
## [78] train-error:0.140056
## [79] train-error:0.140056
## [80] train-error:0.151261
## [81] train-error:0.131653
## [82] train-error:0.131653
## [83] train-error:0.131653
## [84] train-error:0.145658
## [85] train-error:0.137255
## [86] train-error:0.134454
## [87] train-error:0.137255
## [88] train-error:0.134454
## [89] train-error:0.137255
## [90] train-error:0.145658
## [91] train-error:0.145658
## [92] train-error:0.148459
## [93] train-error:0.140056
## [94] train-error:0.137255
## [95] train-error:0.145658
## [96] train-error:0.148459
## [97] train-error:0.140056
## [98] train-error:0.148459
## [99] train-error:0.128852
## [100]    train-error:0.128852
## [101]    train-error:0.128852
## [102]    train-error:0.134454
## [103]    train-error:0.134454
## [104]    train-error:0.134454
## [105]    train-error:0.140056
## [106]    train-error:0.140056
## [107]    train-error:0.151261
## [108]    train-error:0.140056
## [109]    train-error:0.145658
## [110]    train-error:0.137255
## [111]    train-error:0.140056
## [112]    train-error:0.137255
## [113]    train-error:0.137255
## [114]    train-error:0.134454
## [115]    train-error:0.134454
## [116]    train-error:0.128852
## [117]    train-error:0.131653
## [118]    train-error:0.131653
## [119]    train-error:0.137255
## [120]    train-error:0.131653
## [121]    train-error:0.128852
## [122]    train-error:0.131653
## [123]    train-error:0.137255
## [124]    train-error:0.140056
## [125]    train-error:0.142857
## [126]    train-error:0.148459
## [127]    train-error:0.148459
## [128]    train-error:0.140056
## [129]    train-error:0.142857
## [130]    train-error:0.142857
## [131]    train-error:0.137255
## [132]    train-error:0.140056
## [133]    train-error:0.145658
## [134]    train-error:0.142857
## [135]    train-error:0.142857
## [136]    train-error:0.140056
## [137]    train-error:0.134454
## [138]    train-error:0.131653
## [139]    train-error:0.134454
## [140]    train-error:0.128852
## [141]    train-error:0.128852
## [142]    train-error:0.128852
## [143]    train-error:0.131653
## [144]    train-error:0.126050
## [145]    train-error:0.148459
## [146]    train-error:0.140056
## [147]    train-error:0.140056
## [148]    train-error:0.145658
## [149]    train-error:0.140056
## [150]    train-error:0.142857
## [151]    train-error:0.148459
## [152]    train-error:0.140056
## [153]    train-error:0.137255
## [154]    train-error:0.137255
## [155]    train-error:0.145658
## [156]    train-error:0.140056
## [157]    train-error:0.137255
## [158]    train-error:0.134454
## [159]    train-error:0.140056
## [160]    train-error:0.142857
## [161]    train-error:0.134454
## [162]    train-error:0.134454
## [163]    train-error:0.137255
## [164]    train-error:0.140056
## [165]    train-error:0.142857
## [166]    train-error:0.137255
## [167]    train-error:0.131653
## [168]    train-error:0.131653
## [169]    train-error:0.134454
## [170]    train-error:0.140056
## [171]    train-error:0.131653
## [172]    train-error:0.142857
## [173]    train-error:0.137255
## [174]    train-error:0.120448
## [175]    train-error:0.112045
## [176]    train-error:0.109244
## [177]    train-error:0.134454
## [178]    train-error:0.128852
## [179]    train-error:0.123249
## [180]    train-error:0.123249
## [181]    train-error:0.128852
## [182]    train-error:0.123249
## [183]    train-error:0.117647
## [184]    train-error:0.117647
## [185]    train-error:0.117647
## [186]    train-error:0.123249
## [187]    train-error:0.117647
## [188]    train-error:0.114846
## [189]    train-error:0.126050
## [190]    train-error:0.120448
## [191]    train-error:0.112045
## [192]    train-error:0.109244
## [193]    train-error:0.120448
## [194]    train-error:0.120448
## [195]    train-error:0.114846
## [196]    train-error:0.117647
## [197]    train-error:0.114846
## [198]    train-error:0.117647
## [199]    train-error:0.117647
## [200]    train-error:0.120448
## [201]    train-error:0.117647
## [202]    train-error:0.120448
## [203]    train-error:0.117647
## [204]    train-error:0.109244
## [205]    train-error:0.106443
## [206]    train-error:0.106443
## [207]    train-error:0.123249
## [208]    train-error:0.128852
## [209]    train-error:0.123249
## [210]    train-error:0.117647
## [211]    train-error:0.134454
## [212]    train-error:0.123249
## [213]    train-error:0.114846
## [214]    train-error:0.103641
## [215]    train-error:0.106443
## [216]    train-error:0.106443
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.106443
## [220]    train-error:0.112045
## [221]    train-error:0.114846
## [222]    train-error:0.120448
## [223]    train-error:0.123249
## [224]    train-error:0.120448
## [225]    train-error:0.120448
## [226]    train-error:0.120448
## [227]    train-error:0.123249
## [228]    train-error:0.128852
## [229]    train-error:0.114846
## [230]    train-error:0.109244
## [231]    train-error:0.117647
## [232]    train-error:0.126050
## [233]    train-error:0.120448
## [234]    train-error:0.120448
## [235]    train-error:0.123249
## [236]    train-error:0.114846
## [237]    train-error:0.106443
## [238]    train-error:0.103641
## [239]    train-error:0.106443
## [240]    train-error:0.106443
## [241]    train-error:0.112045
## [242]    train-error:0.109244
## [243]    train-error:0.098039
## [244]    train-error:0.114846
## [245]    train-error:0.117647
## [246]    train-error:0.117647
## [247]    train-error:0.114846
## [248]    train-error:0.109244
## [249]    train-error:0.120448
## [250]    train-error:0.112045
## [251]    train-error:0.120448
## [252]    train-error:0.114846
## [253]    train-error:0.114846
## [254]    train-error:0.109244
## [255]    train-error:0.114846
## [256]    train-error:0.117647
## [257]    train-error:0.112045
## [258]    train-error:0.126050
## [259]    train-error:0.112045
## [260]    train-error:0.106443
## [261]    train-error:0.112045
## [262]    train-error:0.109244
## [263]    train-error:0.117647
## [264]    train-error:0.114846
## [265]    train-error:0.114846
## [266]    train-error:0.109244
## [267]    train-error:0.109244
## [268]    train-error:0.114846
## [269]    train-error:0.114846
## [270]    train-error:0.117647
## [271]    train-error:0.117647
## [272]    train-error:0.117647
## [273]    train-error:0.112045
## [274]    train-error:0.109244
## [275]    train-error:0.103641
## [276]    train-error:0.109244
## [277]    train-error:0.098039
## [278]    train-error:0.123249
## [279]    train-error:0.114846
## [280]    train-error:0.112045
## [281]    train-error:0.112045
## [282]    train-error:0.106443
## [283]    train-error:0.114846
## [284]    train-error:0.106443
## [285]    train-error:0.109244
## [286]    train-error:0.103641
## [287]    train-error:0.103641
## [288]    train-error:0.106443
## [289]    train-error:0.100840
## [290]    train-error:0.103641
## [291]    train-error:0.117647
## [292]    train-error:0.126050
## [293]    train-error:0.109244
## [294]    train-error:0.112045
## [295]    train-error:0.117647
## [296]    train-error:0.114846
## [297]    train-error:0.123249
## [298]    train-error:0.131653
## [299]    train-error:0.126050
## [300]    train-error:0.126050
## [301]    train-error:0.114846
## [302]    train-error:0.123249
## [303]    train-error:0.114846
## [304]    train-error:0.114846
## [305]    train-error:0.109244
## [306]    train-error:0.114846
## [307]    train-error:0.106443
## [308]    train-error:0.100840
## [309]    train-error:0.109244
## [310]    train-error:0.103641
## [311]    train-error:0.089636
## [312]    train-error:0.089636
## [313]    train-error:0.098039
## [314]    train-error:0.089636
## [315]    train-error:0.092437
## [316]    train-error:0.098039
## [317]    train-error:0.109244
## [318]    train-error:0.106443
## [319]    train-error:0.106443
## [320]    train-error:0.098039
## [321]    train-error:0.098039
## [322]    train-error:0.089636
## [323]    train-error:0.095238
## [324]    train-error:0.100840
## [325]    train-error:0.100840
## [326]    train-error:0.109244
## [327]    train-error:0.112045
## [328]    train-error:0.100840
## [329]    train-error:0.123249
## [330]    train-error:0.126050
## [331]    train-error:0.117647
## [332]    train-error:0.120448
## [333]    train-error:0.112045
## [334]    train-error:0.100840
## [335]    train-error:0.095238
## [336]    train-error:0.106443
## [337]    train-error:0.117647
## [338]    train-error:0.123249
## [339]    train-error:0.126050
## [340]    train-error:0.098039
## [341]    train-error:0.095238
## [342]    train-error:0.106443
## [343]    train-error:0.112045
## [344]    train-error:0.103641
## [345]    train-error:0.106443
## [346]    train-error:0.112045
## [347]    train-error:0.103641
## [348]    train-error:0.112045
## [349]    train-error:0.106443
## [350]    train-error:0.089636
## [351]    train-error:0.095238
## [352]    train-error:0.098039
## [353]    train-error:0.100840
## [354]    train-error:0.092437
## [355]    train-error:0.100840
## [356]    train-error:0.106443
## [357]    train-error:0.100840
## [358]    train-error:0.095238
## [359]    train-error:0.103641
## [360]    train-error:0.100840
## [361]    train-error:0.095238
## [362]    train-error:0.100840
## [363]    train-error:0.098039
## [364]    train-error:0.100840
## [365]    train-error:0.100840
## [366]    train-error:0.109244
## [367]    train-error:0.106443
## [368]    train-error:0.103641
## [369]    train-error:0.109244
## [370]    train-error:0.098039
## [371]    train-error:0.109244
## [372]    train-error:0.106443
## [373]    train-error:0.103641
## [374]    train-error:0.092437
## [375]    train-error:0.098039
## [376]    train-error:0.098039
## [377]    train-error:0.092437
## [378]    train-error:0.095238
## [379]    train-error:0.106443
## [380]    train-error:0.098039
## [381]    train-error:0.100840
## [382]    train-error:0.086835
## [383]    train-error:0.095238
## [384]    train-error:0.098039
## [385]    train-error:0.098039
## [386]    train-error:0.092437
## [387]    train-error:0.089636
## [388]    train-error:0.098039
## [389]    train-error:0.098039
## [390]    train-error:0.100840
## [391]    train-error:0.089636
## [392]    train-error:0.086835
## [393]    train-error:0.095238
## [394]    train-error:0.095238
## [395]    train-error:0.092437
## [396]    train-error:0.106443
## [397]    train-error:0.103641
## [398]    train-error:0.089636
## [399]    train-error:0.092437
## [400]    train-error:0.092437
## [401]    train-error:0.092437
## [402]    train-error:0.098039
## [403]    train-error:0.092437
## [404]    train-error:0.106443
## [405]    train-error:0.112045
## [406]    train-error:0.100840
## [407]    train-error:0.103641
## [408]    train-error:0.098039
## [409]    train-error:0.109244
## [410]    train-error:0.106443
## [411]    train-error:0.128852
## [412]    train-error:0.123249
## [413]    train-error:0.117647
## [414]    train-error:0.106443
## [415]    train-error:0.106443
## [416]    train-error:0.100840
## [417]    train-error:0.103641
## [418]    train-error:0.112045
## [419]    train-error:0.106443
## [420]    train-error:0.100840
## [421]    train-error:0.103641
## [422]    train-error:0.109244
## [423]    train-error:0.112045
## [0]  train-error:0.240896
## [1]  train-error:0.193277
## [2]  train-error:0.204482
## [3]  train-error:0.224090
## [4]  train-error:0.207283
## [5]  train-error:0.201681
## [6]  train-error:0.207283
## [7]  train-error:0.190476
## [8]  train-error:0.193277
## [9]  train-error:0.190476
## [10] train-error:0.198880
## [11] train-error:0.184874
## [12] train-error:0.190476
## [13] train-error:0.179272
## [14] train-error:0.176471
## [15] train-error:0.179272
## [16] train-error:0.156863
## [17] train-error:0.159664
## [18] train-error:0.165266
## [19] train-error:0.170868
## [20] train-error:0.173669
## [21] train-error:0.168067
## [22] train-error:0.162465
## [23] train-error:0.156863
## [24] train-error:0.162465
## [25] train-error:0.170868
## [26] train-error:0.173669
## [27] train-error:0.162465
## [28] train-error:0.170868
## [29] train-error:0.165266
## [30] train-error:0.159664
## [31] train-error:0.165266
## [32] train-error:0.162465
## [33] train-error:0.165266
## [34] train-error:0.162465
## [35] train-error:0.154062
## [36] train-error:0.154062
## [37] train-error:0.159664
## [38] train-error:0.154062
## [39] train-error:0.142857
## [40] train-error:0.148459
## [41] train-error:0.145658
## [42] train-error:0.159664
## [43] train-error:0.156863
## [44] train-error:0.151261
## [45] train-error:0.156863
## [46] train-error:0.156863
## [47] train-error:0.162465
## [48] train-error:0.154062
## [49] train-error:0.159664
## [50] train-error:0.159664
## [51] train-error:0.159664
## [52] train-error:0.162465
## [53] train-error:0.162465
## [54] train-error:0.156863
## [55] train-error:0.154062
## [56] train-error:0.156863
## [57] train-error:0.170868
## [58] train-error:0.168067
## [59] train-error:0.156863
## [60] train-error:0.154062
## [61] train-error:0.154062
## [62] train-error:0.159664
## [63] train-error:0.165266
## [64] train-error:0.156863
## [65] train-error:0.154062
## [66] train-error:0.148459
## [67] train-error:0.148459
## [68] train-error:0.134454
## [69] train-error:0.154062
## [70] train-error:0.159664
## [71] train-error:0.156863
## [72] train-error:0.145658
## [73] train-error:0.142857
## [74] train-error:0.148459
## [75] train-error:0.151261
## [76] train-error:0.140056
## [77] train-error:0.140056
## [78] train-error:0.137255
## [79] train-error:0.131653
## [80] train-error:0.140056
## [81] train-error:0.145658
## [82] train-error:0.140056
## [83] train-error:0.142857
## [84] train-error:0.154062
## [85] train-error:0.156863
## [86] train-error:0.159664
## [87] train-error:0.142857
## [88] train-error:0.154062
## [89] train-error:0.145658
## [90] train-error:0.131653
## [91] train-error:0.131653
## [92] train-error:0.131653
## [93] train-error:0.131653
## [94] train-error:0.134454
## [95] train-error:0.137255
## [96] train-error:0.131653
## [97] train-error:0.134454
## [98] train-error:0.137255
## [99] train-error:0.142857
## [100]    train-error:0.140056
## [101]    train-error:0.140056
## [102]    train-error:0.148459
## [103]    train-error:0.145658
## [104]    train-error:0.134454
## [105]    train-error:0.126050
## [106]    train-error:0.137255
## [107]    train-error:0.137255
## [108]    train-error:0.142857
## [109]    train-error:0.140056
## [110]    train-error:0.140056
## [111]    train-error:0.140056
## [112]    train-error:0.142857
## [113]    train-error:0.140056
## [114]    train-error:0.140056
## [115]    train-error:0.134454
## [116]    train-error:0.137255
## [117]    train-error:0.137255
## [118]    train-error:0.140056
## [119]    train-error:0.128852
## [120]    train-error:0.131653
## [121]    train-error:0.137255
## [122]    train-error:0.134454
## [123]    train-error:0.137255
## [124]    train-error:0.142857
## [125]    train-error:0.140056
## [126]    train-error:0.137255
## [127]    train-error:0.137255
## [128]    train-error:0.137255
## [129]    train-error:0.142857
## [130]    train-error:0.145658
## [131]    train-error:0.140056
## [132]    train-error:0.134454
## [133]    train-error:0.140056
## [134]    train-error:0.131653
## [135]    train-error:0.134454
## [136]    train-error:0.137255
## [137]    train-error:0.131653
## [138]    train-error:0.145658
## [139]    train-error:0.131653
## [140]    train-error:0.131653
## [141]    train-error:0.123249
## [142]    train-error:0.128852
## [143]    train-error:0.131653
## [144]    train-error:0.120448
## [145]    train-error:0.134454
## [146]    train-error:0.134454
## [147]    train-error:0.126050
## [148]    train-error:0.126050
## [149]    train-error:0.128852
## [150]    train-error:0.134454
## [151]    train-error:0.131653
## [152]    train-error:0.126050
## [153]    train-error:0.120448
## [154]    train-error:0.120448
## [155]    train-error:0.114846
## [156]    train-error:0.120448
## [157]    train-error:0.128852
## [158]    train-error:0.128852
## [159]    train-error:0.131653
## [160]    train-error:0.128852
## [161]    train-error:0.137255
## [162]    train-error:0.126050
## [163]    train-error:0.123249
## [164]    train-error:0.126050
## [165]    train-error:0.128852
## [166]    train-error:0.137255
## [167]    train-error:0.123249
## [168]    train-error:0.123249
## [169]    train-error:0.128852
## [170]    train-error:0.134454
## [171]    train-error:0.142857
## [172]    train-error:0.137255
## [173]    train-error:0.134454
## [174]    train-error:0.142857
## [175]    train-error:0.126050
## [176]    train-error:0.131653
## [177]    train-error:0.126050
## [178]    train-error:0.131653
## [179]    train-error:0.134454
## [180]    train-error:0.126050
## [181]    train-error:0.126050
## [182]    train-error:0.134454
## [183]    train-error:0.131653
## [184]    train-error:0.137255
## [185]    train-error:0.128852
## [186]    train-error:0.131653
## [187]    train-error:0.120448
## [188]    train-error:0.128852
## [189]    train-error:0.120448
## [190]    train-error:0.134454
## [191]    train-error:0.128852
## [192]    train-error:0.120448
## [193]    train-error:0.123249
## [194]    train-error:0.128852
## [195]    train-error:0.120448
## [196]    train-error:0.120448
## [197]    train-error:0.123249
## [198]    train-error:0.128852
## [199]    train-error:0.128852
## [200]    train-error:0.128852
## [201]    train-error:0.131653
## [202]    train-error:0.131653
## [203]    train-error:0.126050
## [204]    train-error:0.137255
## [205]    train-error:0.128852
## [206]    train-error:0.128852
## [207]    train-error:0.128852
## [208]    train-error:0.128852
## [209]    train-error:0.123249
## [210]    train-error:0.126050
## [211]    train-error:0.131653
## [212]    train-error:0.131653
## [213]    train-error:0.131653
## [214]    train-error:0.137255
## [215]    train-error:0.128852
## [216]    train-error:0.123249
## [217]    train-error:0.140056
## [218]    train-error:0.123249
## [219]    train-error:0.134454
## [220]    train-error:0.131653
## [221]    train-error:0.134454
## [222]    train-error:0.123249
## [223]    train-error:0.128852
## [224]    train-error:0.131653
## [225]    train-error:0.126050
## [226]    train-error:0.120448
## [227]    train-error:0.126050
## [228]    train-error:0.120448
## [229]    train-error:0.120448
## [230]    train-error:0.131653
## [231]    train-error:0.137255
## [232]    train-error:0.126050
## [233]    train-error:0.123249
## [234]    train-error:0.126050
## [235]    train-error:0.128852
## [236]    train-error:0.126050
## [237]    train-error:0.120448
## [238]    train-error:0.128852
## [239]    train-error:0.134454
## [240]    train-error:0.131653
## [241]    train-error:0.128852
## [242]    train-error:0.131653
## [243]    train-error:0.131653
## [244]    train-error:0.126050
## [245]    train-error:0.126050
## [246]    train-error:0.120448
## [247]    train-error:0.120448
## [248]    train-error:0.123249
## [249]    train-error:0.126050
## [250]    train-error:0.126050
## [251]    train-error:0.126050
## [252]    train-error:0.128852
## [253]    train-error:0.128852
## [254]    train-error:0.126050
## [255]    train-error:0.131653
## [256]    train-error:0.137255
## [257]    train-error:0.134454
## [258]    train-error:0.134454
## [259]    train-error:0.131653
## [260]    train-error:0.131653
## [261]    train-error:0.123249
## [262]    train-error:0.126050
## [263]    train-error:0.131653
## [264]    train-error:0.123249
## [265]    train-error:0.123249
## [266]    train-error:0.120448
## [267]    train-error:0.123249
## [268]    train-error:0.126050
## [269]    train-error:0.112045
## [270]    train-error:0.128852
## [271]    train-error:0.128852
## [272]    train-error:0.126050
## [273]    train-error:0.128852
## [274]    train-error:0.126050
## [275]    train-error:0.128852
## [276]    train-error:0.131653
## [277]    train-error:0.112045
## [278]    train-error:0.126050
## [279]    train-error:0.128852
## [280]    train-error:0.123249
## [281]    train-error:0.117647
## [282]    train-error:0.123249
## [283]    train-error:0.126050
## [284]    train-error:0.126050
## [285]    train-error:0.128852
## [286]    train-error:0.103641
## [287]    train-error:0.114846
## [288]    train-error:0.112045
## [289]    train-error:0.114846
## [290]    train-error:0.117647
## [291]    train-error:0.128852
## [292]    train-error:0.123249
## [293]    train-error:0.126050
## [294]    train-error:0.114846
## [295]    train-error:0.117647
## [296]    train-error:0.117647
## [297]    train-error:0.120448
## [298]    train-error:0.114846
## [299]    train-error:0.117647
## [300]    train-error:0.123249
## [301]    train-error:0.106443
## [302]    train-error:0.112045
## [303]    train-error:0.109244
## [304]    train-error:0.117647
## [305]    train-error:0.123249
## [306]    train-error:0.106443
## [307]    train-error:0.120448
## [308]    train-error:0.120448
## [309]    train-error:0.112045
## [310]    train-error:0.120448
## [311]    train-error:0.123249
## [312]    train-error:0.123249
## [313]    train-error:0.123249
## [314]    train-error:0.131653
## [315]    train-error:0.123249
## [316]    train-error:0.114846
## [317]    train-error:0.126050
## [318]    train-error:0.131653
## [319]    train-error:0.123249
## [320]    train-error:0.123249
## [321]    train-error:0.123249
## [322]    train-error:0.120448
## [323]    train-error:0.117647
## [324]    train-error:0.126050
## [325]    train-error:0.117647
## [326]    train-error:0.114846
## [327]    train-error:0.109244
## [328]    train-error:0.114846
## [329]    train-error:0.120448
## [330]    train-error:0.112045
## [331]    train-error:0.114846
## [332]    train-error:0.114846
## [333]    train-error:0.117647
## [334]    train-error:0.114846
## [335]    train-error:0.123249
## [336]    train-error:0.123249
## [337]    train-error:0.120448
## [338]    train-error:0.114846
## [339]    train-error:0.117647
## [340]    train-error:0.126050
## [341]    train-error:0.128852
## [342]    train-error:0.120448
## [343]    train-error:0.126050
## [344]    train-error:0.120448
## [345]    train-error:0.126050
## [346]    train-error:0.134454
## [347]    train-error:0.126050
## [348]    train-error:0.120448
## [349]    train-error:0.134454
## [350]    train-error:0.128852
## [351]    train-error:0.131653
## [352]    train-error:0.131653
## [353]    train-error:0.126050
## [354]    train-error:0.123249
## [355]    train-error:0.123249
## [356]    train-error:0.117647
## [357]    train-error:0.112045
## [358]    train-error:0.112045
## [359]    train-error:0.114846
## [360]    train-error:0.117647
## [361]    train-error:0.114846
## [362]    train-error:0.114846
## [363]    train-error:0.114846
## [364]    train-error:0.112045
## [365]    train-error:0.120448
## [366]    train-error:0.114846
## [367]    train-error:0.112045
## [368]    train-error:0.100840
## [369]    train-error:0.109244
## [370]    train-error:0.109244
## [371]    train-error:0.106443
## [372]    train-error:0.103641
## [373]    train-error:0.106443
## [374]    train-error:0.103641
## [375]    train-error:0.098039
## [376]    train-error:0.095238
## [377]    train-error:0.106443
## [378]    train-error:0.100840
## [379]    train-error:0.098039
## [380]    train-error:0.106443
## [381]    train-error:0.112045
## [382]    train-error:0.109244
## [383]    train-error:0.106443
## [384]    train-error:0.100840
## [385]    train-error:0.103641
## [386]    train-error:0.100840
## [387]    train-error:0.100840
## [388]    train-error:0.100840
## [389]    train-error:0.103641
## [390]    train-error:0.098039
## [391]    train-error:0.100840
## [392]    train-error:0.100840
## [393]    train-error:0.106443
## [394]    train-error:0.109244
## [395]    train-error:0.109244
## [396]    train-error:0.103641
## [397]    train-error:0.100840
## [398]    train-error:0.109244
## [399]    train-error:0.114846
## [400]    train-error:0.109244
## [401]    train-error:0.112045
## [402]    train-error:0.103641
## [403]    train-error:0.112045
## [404]    train-error:0.109244
## [405]    train-error:0.109244
## [406]    train-error:0.106443
## [407]    train-error:0.106443
## [408]    train-error:0.106443
## [409]    train-error:0.112045
## [410]    train-error:0.114846
## [411]    train-error:0.106443
## [412]    train-error:0.109244
## [413]    train-error:0.114846
## [414]    train-error:0.100840
## [415]    train-error:0.103641
## [416]    train-error:0.114846
## [417]    train-error:0.112045
## [418]    train-error:0.117647
## [419]    train-error:0.112045
## [420]    train-error:0.120448
## [421]    train-error:0.117647
## [422]    train-error:0.117647
## [423]    train-error:0.112045
## [0]  train-error:0.212290
## [1]  train-error:0.203911
## [2]  train-error:0.209497
## [3]  train-error:0.206704
## [4]  train-error:0.198324
## [5]  train-error:0.206704
## [6]  train-error:0.231844
## [7]  train-error:0.234637
## [8]  train-error:0.231844
## [9]  train-error:0.215084
## [10] train-error:0.206704
## [11] train-error:0.212290
## [12] train-error:0.209497
## [13] train-error:0.195531
## [14] train-error:0.201117
## [15] train-error:0.189944
## [16] train-error:0.198324
## [17] train-error:0.195531
## [18] train-error:0.195531
## [19] train-error:0.201117
## [20] train-error:0.201117
## [21] train-error:0.192737
## [22] train-error:0.215084
## [23] train-error:0.192737
## [24] train-error:0.206704
## [25] train-error:0.201117
## [26] train-error:0.201117
## [27] train-error:0.206704
## [28] train-error:0.195531
## [29] train-error:0.198324
## [30] train-error:0.198324
## [31] train-error:0.198324
## [32] train-error:0.187151
## [33] train-error:0.201117
## [34] train-error:0.206704
## [35] train-error:0.195531
## [36] train-error:0.189944
## [37] train-error:0.184358
## [38] train-error:0.178771
## [39] train-error:0.178771
## [40] train-error:0.175978
## [41] train-error:0.192737
## [42] train-error:0.167598
## [43] train-error:0.178771
## [44] train-error:0.181564
## [45] train-error:0.175978
## [46] train-error:0.178771
## [47] train-error:0.189944
## [48] train-error:0.187151
## [49] train-error:0.192737
## [50] train-error:0.189944
## [51] train-error:0.175978
## [52] train-error:0.175978
## [53] train-error:0.175978
## [54] train-error:0.181564
## [55] train-error:0.173184
## [56] train-error:0.178771
## [57] train-error:0.189944
## [58] train-error:0.170391
## [59] train-error:0.178771
## [60] train-error:0.178771
## [61] train-error:0.175978
## [62] train-error:0.173184
## [63] train-error:0.173184
## [64] train-error:0.170391
## [65] train-error:0.170391
## [66] train-error:0.178771
## [67] train-error:0.175978
## [68] train-error:0.175978
## [69] train-error:0.170391
## [70] train-error:0.170391
## [71] train-error:0.175978
## [72] train-error:0.170391
## [73] train-error:0.181564
## [74] train-error:0.175978
## [75] train-error:0.178771
## [76] train-error:0.184358
## [77] train-error:0.184358
## [78] train-error:0.173184
## [79] train-error:0.178771
## [80] train-error:0.184358
## [81] train-error:0.173184
## [82] train-error:0.175978
## [83] train-error:0.173184
## [84] train-error:0.175978
## [85] train-error:0.167598
## [86] train-error:0.173184
## [87] train-error:0.184358
## [88] train-error:0.167598
## [89] train-error:0.178771
## [90] train-error:0.173184
## [91] train-error:0.181564
## [92] train-error:0.170391
## [93] train-error:0.178771
## [94] train-error:0.181564
## [95] train-error:0.173184
## [96] train-error:0.173184
## [97] train-error:0.178771
## [98] train-error:0.184358
## [99] train-error:0.164804
## [100]    train-error:0.173184
## [101]    train-error:0.164804
## [102]    train-error:0.170391
## [103]    train-error:0.167598
## [104]    train-error:0.175978
## [105]    train-error:0.173184
## [106]    train-error:0.173184
## [107]    train-error:0.175978
## [108]    train-error:0.173184
## [109]    train-error:0.170391
## [110]    train-error:0.175978
## [111]    train-error:0.173184
## [112]    train-error:0.170391
## [113]    train-error:0.167598
## [114]    train-error:0.164804
## [115]    train-error:0.175978
## [116]    train-error:0.170391
## [117]    train-error:0.173184
## [118]    train-error:0.167598
## [119]    train-error:0.173184
## [120]    train-error:0.173184
## [121]    train-error:0.175978
## [122]    train-error:0.173184
## [123]    train-error:0.170391
## [124]    train-error:0.178771
## [125]    train-error:0.178771
## [126]    train-error:0.173184
## [127]    train-error:0.167598
## [128]    train-error:0.173184
## [129]    train-error:0.170391
## [130]    train-error:0.181564
## [131]    train-error:0.178771
## [132]    train-error:0.175978
## [133]    train-error:0.178771
## [134]    train-error:0.178771
## [135]    train-error:0.173184
## [136]    train-error:0.175978
## [137]    train-error:0.170391
## [138]    train-error:0.170391
## [139]    train-error:0.173184
## [140]    train-error:0.173184
## [141]    train-error:0.164804
## [142]    train-error:0.175978
## [143]    train-error:0.173184
## [144]    train-error:0.173184
## [145]    train-error:0.164804
## [146]    train-error:0.162011
## [147]    train-error:0.170391
## [148]    train-error:0.164804
## [149]    train-error:0.167598
## [150]    train-error:0.178771
## [151]    train-error:0.170391
## [152]    train-error:0.173184
## [153]    train-error:0.173184
## [154]    train-error:0.170391
## [155]    train-error:0.167598
## [156]    train-error:0.170391
## [157]    train-error:0.159218
## [158]    train-error:0.181564
## [159]    train-error:0.164804
## [160]    train-error:0.167598
## [161]    train-error:0.173184
## [162]    train-error:0.164804
## [163]    train-error:0.184358
## [164]    train-error:0.178771
## [165]    train-error:0.170391
## [166]    train-error:0.173184
## [167]    train-error:0.167598
## [168]    train-error:0.170391
## [169]    train-error:0.173184
## [170]    train-error:0.162011
## [171]    train-error:0.167598
## [172]    train-error:0.175978
## [173]    train-error:0.173184
## [174]    train-error:0.187151
## [175]    train-error:0.164804
## [176]    train-error:0.167598
## [177]    train-error:0.181564
## [178]    train-error:0.170391
## [179]    train-error:0.178771
## [180]    train-error:0.175978
## [181]    train-error:0.178771
## [182]    train-error:0.170391
## [183]    train-error:0.175978
## [184]    train-error:0.170391
## [185]    train-error:0.173184
## [186]    train-error:0.175978
## [187]    train-error:0.175978
## [188]    train-error:0.167598
## [189]    train-error:0.170391
## [190]    train-error:0.170391
## [191]    train-error:0.167598
## [192]    train-error:0.167598
## [193]    train-error:0.170391
## [194]    train-error:0.167598
## [195]    train-error:0.170391
## [196]    train-error:0.173184
## [197]    train-error:0.173184
## [198]    train-error:0.173184
## [199]    train-error:0.173184
## [200]    train-error:0.184358
## [201]    train-error:0.178771
## [202]    train-error:0.173184
## [203]    train-error:0.167598
## [204]    train-error:0.162011
## [205]    train-error:0.167598
## [206]    train-error:0.170391
## [207]    train-error:0.164804
## [208]    train-error:0.170391
## [209]    train-error:0.178771
## [210]    train-error:0.187151
## [211]    train-error:0.187151
## [212]    train-error:0.181564
## [213]    train-error:0.181564
## [214]    train-error:0.178771
## [215]    train-error:0.173184
## [216]    train-error:0.173184
## [217]    train-error:0.167598
## [218]    train-error:0.164804
## [219]    train-error:0.164804
## [220]    train-error:0.164804
## [221]    train-error:0.175978
## [222]    train-error:0.164804
## [223]    train-error:0.156425
## [224]    train-error:0.162011
## [225]    train-error:0.164804
## [226]    train-error:0.170391
## [227]    train-error:0.167598
## [228]    train-error:0.162011
## [229]    train-error:0.164804
## [230]    train-error:0.164804
## [231]    train-error:0.173184
## [232]    train-error:0.167598
## [233]    train-error:0.173184
## [234]    train-error:0.175978
## [235]    train-error:0.175978
## [236]    train-error:0.164804
## [0]  train-error:0.190476
## [1]  train-error:0.224090
## [2]  train-error:0.190476
## [3]  train-error:0.187675
## [4]  train-error:0.187675
## [5]  train-error:0.190476
## [6]  train-error:0.196078
## [7]  train-error:0.184874
## [8]  train-error:0.173669
## [9]  train-error:0.187675
## [10] train-error:0.182073
## [11] train-error:0.173669
## [12] train-error:0.184874
## [13] train-error:0.184874
## [14] train-error:0.179272
## [15] train-error:0.176471
## [16] train-error:0.173669
## [17] train-error:0.182073
## [18] train-error:0.182073
## [19] train-error:0.173669
## [20] train-error:0.173669
## [21] train-error:0.176471
## [22] train-error:0.176471
## [23] train-error:0.176471
## [24] train-error:0.173669
## [25] train-error:0.182073
## [26] train-error:0.182073
## [27] train-error:0.182073
## [28] train-error:0.179272
## [29] train-error:0.184874
## [30] train-error:0.182073
## [31] train-error:0.179272
## [32] train-error:0.173669
## [33] train-error:0.176471
## [34] train-error:0.173669
## [35] train-error:0.182073
## [36] train-error:0.198880
## [37] train-error:0.190476
## [38] train-error:0.179272
## [39] train-error:0.179272
## [40] train-error:0.182073
## [41] train-error:0.182073
## [42] train-error:0.190476
## [43] train-error:0.184874
## [44] train-error:0.182073
## [45] train-error:0.179272
## [46] train-error:0.170868
## [47] train-error:0.173669
## [48] train-error:0.184874
## [49] train-error:0.182073
## [50] train-error:0.187675
## [51] train-error:0.193277
## [52] train-error:0.190476
## [53] train-error:0.182073
## [54] train-error:0.196078
## [55] train-error:0.187675
## [56] train-error:0.182073
## [57] train-error:0.179272
## [58] train-error:0.184874
## [59] train-error:0.184874
## [60] train-error:0.184874
## [61] train-error:0.187675
## [62] train-error:0.179272
## [63] train-error:0.184874
## [64] train-error:0.187675
## [65] train-error:0.193277
## [66] train-error:0.182073
## [67] train-error:0.184874
## [68] train-error:0.179272
## [69] train-error:0.179272
## [70] train-error:0.168067
## [71] train-error:0.176471
## [72] train-error:0.179272
## [73] train-error:0.170868
## [74] train-error:0.168067
## [75] train-error:0.176471
## [76] train-error:0.168067
## [77] train-error:0.165266
## [78] train-error:0.165266
## [79] train-error:0.162465
## [80] train-error:0.159664
## [81] train-error:0.162465
## [82] train-error:0.159664
## [83] train-error:0.170868
## [84] train-error:0.165266
## [85] train-error:0.162465
## [86] train-error:0.165266
## [87] train-error:0.168067
## [88] train-error:0.168067
## [89] train-error:0.159664
## [90] train-error:0.168067
## [91] train-error:0.154062
## [92] train-error:0.173669
## [93] train-error:0.182073
## [94] train-error:0.176471
## [95] train-error:0.173669
## [96] train-error:0.179272
## [97] train-error:0.190476
## [98] train-error:0.176471
## [99] train-error:0.179272
## [100]    train-error:0.182073
## [101]    train-error:0.176471
## [102]    train-error:0.176471
## [103]    train-error:0.179272
## [104]    train-error:0.179272
## [105]    train-error:0.176471
## [106]    train-error:0.168067
## [107]    train-error:0.176471
## [108]    train-error:0.182073
## [109]    train-error:0.176471
## [110]    train-error:0.176471
## [111]    train-error:0.190476
## [112]    train-error:0.179272
## [113]    train-error:0.190476
## [114]    train-error:0.165266
## [115]    train-error:0.168067
## [116]    train-error:0.168067
## [117]    train-error:0.187675
## [118]    train-error:0.173669
## [119]    train-error:0.173669
## [120]    train-error:0.165266
## [121]    train-error:0.173669
## [122]    train-error:0.173669
## [123]    train-error:0.159664
## [124]    train-error:0.162465
## [125]    train-error:0.162465
## [126]    train-error:0.156863
## [127]    train-error:0.165266
## [128]    train-error:0.159664
## [129]    train-error:0.156863
## [130]    train-error:0.168067
## [131]    train-error:0.173669
## [132]    train-error:0.170868
## [133]    train-error:0.176471
## [134]    train-error:0.165266
## [135]    train-error:0.154062
## [136]    train-error:0.173669
## [137]    train-error:0.165266
## [138]    train-error:0.159664
## [139]    train-error:0.165266
## [140]    train-error:0.168067
## [141]    train-error:0.168067
## [142]    train-error:0.151261
## [143]    train-error:0.156863
## [144]    train-error:0.162465
## [145]    train-error:0.159664
## [146]    train-error:0.156863
## [147]    train-error:0.165266
## [148]    train-error:0.154062
## [149]    train-error:0.165266
## [150]    train-error:0.168067
## [151]    train-error:0.156863
## [152]    train-error:0.162465
## [153]    train-error:0.168067
## [154]    train-error:0.168067
## [155]    train-error:0.162465
## [156]    train-error:0.159664
## [157]    train-error:0.165266
## [158]    train-error:0.156863
## [159]    train-error:0.159664
## [160]    train-error:0.156863
## [161]    train-error:0.162465
## [162]    train-error:0.156863
## [163]    train-error:0.165266
## [164]    train-error:0.162465
## [165]    train-error:0.165266
## [166]    train-error:0.168067
## [167]    train-error:0.170868
## [168]    train-error:0.159664
## [169]    train-error:0.165266
## [170]    train-error:0.159664
## [171]    train-error:0.156863
## [172]    train-error:0.162465
## [173]    train-error:0.159664
## [174]    train-error:0.156863
## [175]    train-error:0.162465
## [176]    train-error:0.170868
## [177]    train-error:0.154062
## [178]    train-error:0.154062
## [179]    train-error:0.173669
## [180]    train-error:0.156863
## [181]    train-error:0.142857
## [182]    train-error:0.145658
## [183]    train-error:0.154062
## [184]    train-error:0.151261
## [185]    train-error:0.156863
## [186]    train-error:0.154062
## [187]    train-error:0.162465
## [188]    train-error:0.162465
## [189]    train-error:0.165266
## [190]    train-error:0.176471
## [191]    train-error:0.176471
## [192]    train-error:0.170868
## [193]    train-error:0.165266
## [194]    train-error:0.168067
## [195]    train-error:0.154062
## [196]    train-error:0.165266
## [197]    train-error:0.162465
## [198]    train-error:0.159664
## [199]    train-error:0.154062
## [200]    train-error:0.151261
## [201]    train-error:0.151261
## [202]    train-error:0.151261
## [203]    train-error:0.156863
## [204]    train-error:0.148459
## [205]    train-error:0.151261
## [206]    train-error:0.151261
## [207]    train-error:0.148459
## [208]    train-error:0.156863
## [209]    train-error:0.168067
## [210]    train-error:0.151261
## [211]    train-error:0.151261
## [212]    train-error:0.162465
## [213]    train-error:0.154062
## [214]    train-error:0.162465
## [215]    train-error:0.148459
## [216]    train-error:0.156863
## [217]    train-error:0.145658
## [218]    train-error:0.148459
## [219]    train-error:0.151261
## [220]    train-error:0.151261
## [221]    train-error:0.148459
## [222]    train-error:0.148459
## [223]    train-error:0.142857
## [224]    train-error:0.154062
## [225]    train-error:0.142857
## [226]    train-error:0.142857
## [227]    train-error:0.145658
## [228]    train-error:0.148459
## [229]    train-error:0.137255
## [230]    train-error:0.148459
## [231]    train-error:0.142857
## [232]    train-error:0.148459
## [233]    train-error:0.145658
## [234]    train-error:0.145658
## [235]    train-error:0.145658
## [236]    train-error:0.140056
## [0]  train-error:0.313726
## [1]  train-error:0.249300
## [2]  train-error:0.224090
## [3]  train-error:0.204482
## [4]  train-error:0.204482
## [5]  train-error:0.210084
## [6]  train-error:0.193277
## [7]  train-error:0.190476
## [8]  train-error:0.204482
## [9]  train-error:0.196078
## [10] train-error:0.201681
## [11] train-error:0.184874
## [12] train-error:0.193277
## [13] train-error:0.187675
## [14] train-error:0.196078
## [15] train-error:0.190476
## [16] train-error:0.193277
## [17] train-error:0.182073
## [18] train-error:0.184874
## [19] train-error:0.176471
## [20] train-error:0.173669
## [21] train-error:0.173669
## [22] train-error:0.173669
## [23] train-error:0.182073
## [24] train-error:0.173669
## [25] train-error:0.182073
## [26] train-error:0.170868
## [27] train-error:0.170868
## [28] train-error:0.173669
## [29] train-error:0.173669
## [30] train-error:0.176471
## [31] train-error:0.173669
## [32] train-error:0.179272
## [33] train-error:0.187675
## [34] train-error:0.176471
## [35] train-error:0.187675
## [36] train-error:0.184874
## [37] train-error:0.187675
## [38] train-error:0.173669
## [39] train-error:0.182073
## [40] train-error:0.182073
## [41] train-error:0.170868
## [42] train-error:0.170868
## [43] train-error:0.184874
## [44] train-error:0.184874
## [45] train-error:0.184874
## [46] train-error:0.176471
## [47] train-error:0.170868
## [48] train-error:0.176471
## [49] train-error:0.179272
## [50] train-error:0.179272
## [51] train-error:0.182073
## [52] train-error:0.173669
## [53] train-error:0.176471
## [54] train-error:0.182073
## [55] train-error:0.179272
## [56] train-error:0.179272
## [57] train-error:0.184874
## [58] train-error:0.170868
## [59] train-error:0.162465
## [60] train-error:0.156863
## [61] train-error:0.162465
## [62] train-error:0.156863
## [63] train-error:0.159664
## [64] train-error:0.173669
## [65] train-error:0.165266
## [66] train-error:0.156863
## [67] train-error:0.165266
## [68] train-error:0.165266
## [69] train-error:0.173669
## [70] train-error:0.179272
## [71] train-error:0.176471
## [72] train-error:0.173669
## [73] train-error:0.173669
## [74] train-error:0.182073
## [75] train-error:0.182073
## [76] train-error:0.165266
## [77] train-error:0.165266
## [78] train-error:0.168067
## [79] train-error:0.170868
## [80] train-error:0.159664
## [81] train-error:0.162465
## [82] train-error:0.176471
## [83] train-error:0.162465
## [84] train-error:0.154062
## [85] train-error:0.159664
## [86] train-error:0.165266
## [87] train-error:0.168067
## [88] train-error:0.154062
## [89] train-error:0.156863
## [90] train-error:0.154062
## [91] train-error:0.148459
## [92] train-error:0.156863
## [93] train-error:0.173669
## [94] train-error:0.159664
## [95] train-error:0.168067
## [96] train-error:0.165266
## [97] train-error:0.173669
## [98] train-error:0.162465
## [99] train-error:0.162465
## [100]    train-error:0.168067
## [101]    train-error:0.154062
## [102]    train-error:0.156863
## [103]    train-error:0.154062
## [104]    train-error:0.168067
## [105]    train-error:0.168067
## [106]    train-error:0.162465
## [107]    train-error:0.170868
## [108]    train-error:0.162465
## [109]    train-error:0.179272
## [110]    train-error:0.159664
## [111]    train-error:0.162465
## [112]    train-error:0.159664
## [113]    train-error:0.148459
## [114]    train-error:0.156863
## [115]    train-error:0.156863
## [116]    train-error:0.162465
## [117]    train-error:0.162465
## [118]    train-error:0.165266
## [119]    train-error:0.162465
## [120]    train-error:0.182073
## [121]    train-error:0.176471
## [122]    train-error:0.173669
## [123]    train-error:0.179272
## [124]    train-error:0.179272
## [125]    train-error:0.176471
## [126]    train-error:0.162465
## [127]    train-error:0.159664
## [128]    train-error:0.165266
## [129]    train-error:0.170868
## [130]    train-error:0.159664
## [131]    train-error:0.159664
## [132]    train-error:0.159664
## [133]    train-error:0.156863
## [134]    train-error:0.159664
## [135]    train-error:0.156863
## [136]    train-error:0.168067
## [137]    train-error:0.159664
## [138]    train-error:0.170868
## [139]    train-error:0.168067
## [140]    train-error:0.170868
## [141]    train-error:0.156863
## [142]    train-error:0.156863
## [143]    train-error:0.156863
## [144]    train-error:0.162465
## [145]    train-error:0.168067
## [146]    train-error:0.168067
## [147]    train-error:0.156863
## [148]    train-error:0.159664
## [149]    train-error:0.159664
## [150]    train-error:0.154062
## [151]    train-error:0.162465
## [152]    train-error:0.159664
## [153]    train-error:0.165266
## [154]    train-error:0.168067
## [155]    train-error:0.168067
## [156]    train-error:0.165266
## [157]    train-error:0.168067
## [158]    train-error:0.165266
## [159]    train-error:0.176471
## [160]    train-error:0.173669
## [161]    train-error:0.170868
## [162]    train-error:0.165266
## [163]    train-error:0.162465
## [164]    train-error:0.182073
## [165]    train-error:0.168067
## [166]    train-error:0.176471
## [167]    train-error:0.168067
## [168]    train-error:0.170868
## [169]    train-error:0.165266
## [170]    train-error:0.151261
## [171]    train-error:0.148459
## [172]    train-error:0.154062
## [173]    train-error:0.162465
## [174]    train-error:0.165266
## [175]    train-error:0.156863
## [176]    train-error:0.165266
## [177]    train-error:0.179272
## [178]    train-error:0.165266
## [179]    train-error:0.162465
## [180]    train-error:0.165266
## [181]    train-error:0.156863
## [182]    train-error:0.162465
## [183]    train-error:0.145658
## [184]    train-error:0.142857
## [185]    train-error:0.145658
## [186]    train-error:0.156863
## [187]    train-error:0.148459
## [188]    train-error:0.148459
## [189]    train-error:0.156863
## [190]    train-error:0.142857
## [191]    train-error:0.140056
## [192]    train-error:0.142857
## [193]    train-error:0.142857
## [194]    train-error:0.148459
## [195]    train-error:0.145658
## [196]    train-error:0.151261
## [197]    train-error:0.140056
## [198]    train-error:0.145658
## [199]    train-error:0.145658
## [200]    train-error:0.151261
## [201]    train-error:0.156863
## [202]    train-error:0.151261
## [203]    train-error:0.145658
## [204]    train-error:0.151261
## [205]    train-error:0.154062
## [206]    train-error:0.145658
## [207]    train-error:0.140056
## [208]    train-error:0.154062
## [209]    train-error:0.154062
## [210]    train-error:0.151261
## [211]    train-error:0.151261
## [212]    train-error:0.154062
## [213]    train-error:0.159664
## [214]    train-error:0.159664
## [215]    train-error:0.154062
## [216]    train-error:0.151261
## [217]    train-error:0.162465
## [218]    train-error:0.168067
## [219]    train-error:0.168067
## [220]    train-error:0.165266
## [221]    train-error:0.170868
## [222]    train-error:0.148459
## [223]    train-error:0.156863
## [224]    train-error:0.156863
## [225]    train-error:0.156863
## [226]    train-error:0.168067
## [227]    train-error:0.154062
## [228]    train-error:0.170868
## [229]    train-error:0.162465
## [230]    train-error:0.162465
## [231]    train-error:0.165266
## [232]    train-error:0.142857
## [233]    train-error:0.162465
## [234]    train-error:0.168067
## [235]    train-error:0.162465
## [236]    train-error:0.159664
## [0]  train-error:0.324022
## [1]  train-error:0.229050
## [2]  train-error:0.226257
## [3]  train-error:0.201117
## [4]  train-error:0.201117
## [5]  train-error:0.198324
## [6]  train-error:0.206704
## [7]  train-error:0.206704
## [8]  train-error:0.203911
## [9]  train-error:0.192737
## [10] train-error:0.203911
## [11] train-error:0.201117
## [12] train-error:0.195531
## [13] train-error:0.198324
## [14] train-error:0.206704
## [15] train-error:0.198324
## [16] train-error:0.203911
## [17] train-error:0.201117
## [18] train-error:0.201117
## [19] train-error:0.192737
## [20] train-error:0.192737
## [21] train-error:0.198324
## [22] train-error:0.195531
## [23] train-error:0.195531
## [24] train-error:0.187151
## [25] train-error:0.184358
## [26] train-error:0.184358
## [27] train-error:0.164804
## [28] train-error:0.162011
## [29] train-error:0.164804
## [30] train-error:0.167598
## [31] train-error:0.173184
## [32] train-error:0.170391
## [33] train-error:0.159218
## [34] train-error:0.167598
## [35] train-error:0.159218
## [36] train-error:0.162011
## [37] train-error:0.164804
## [38] train-error:0.170391
## [39] train-error:0.167598
## [40] train-error:0.167598
## [41] train-error:0.162011
## [42] train-error:0.162011
## [43] train-error:0.159218
## [44] train-error:0.153631
## [45] train-error:0.162011
## [46] train-error:0.159218
## [47] train-error:0.156425
## [48] train-error:0.153631
## [49] train-error:0.153631
## [50] train-error:0.153631
## [51] train-error:0.150838
## [52] train-error:0.156425
## [53] train-error:0.156425
## [54] train-error:0.164804
## [55] train-error:0.175978
## [56] train-error:0.173184
## [57] train-error:0.167598
## [58] train-error:0.167598
## [59] train-error:0.162011
## [60] train-error:0.159218
## [61] train-error:0.150838
## [62] train-error:0.159218
## [63] train-error:0.156425
## [64] train-error:0.148045
## [65] train-error:0.150838
## [66] train-error:0.159218
## [67] train-error:0.159218
## [68] train-error:0.153631
## [69] train-error:0.162011
## [70] train-error:0.159218
## [71] train-error:0.162011
## [72] train-error:0.150838
## [73] train-error:0.150838
## [74] train-error:0.150838
## [75] train-error:0.150838
## [76] train-error:0.156425
## [77] train-error:0.164804
## [78] train-error:0.167598
## [79] train-error:0.162011
## [80] train-error:0.159218
## [81] train-error:0.159218
## [82] train-error:0.159218
## [83] train-error:0.156425
## [84] train-error:0.159218
## [85] train-error:0.145251
## [86] train-error:0.145251
## [87] train-error:0.148045
## [88] train-error:0.145251
## [89] train-error:0.148045
## [90] train-error:0.148045
## [91] train-error:0.150838
## [92] train-error:0.142458
## [93] train-error:0.145251
## [94] train-error:0.145251
## [95] train-error:0.145251
## [96] train-error:0.148045
## [97] train-error:0.148045
## [98] train-error:0.139665
## [99] train-error:0.139665
## [100]    train-error:0.136872
## [101]    train-error:0.139665
## [102]    train-error:0.139665
## [103]    train-error:0.139665
## [104]    train-error:0.142458
## [105]    train-error:0.139665
## [106]    train-error:0.142458
## [107]    train-error:0.145251
## [108]    train-error:0.142458
## [109]    train-error:0.142458
## [110]    train-error:0.145251
## [111]    train-error:0.142458
## [112]    train-error:0.145251
## [113]    train-error:0.145251
## [114]    train-error:0.145251
## [115]    train-error:0.145251
## [116]    train-error:0.150838
## [117]    train-error:0.153631
## [118]    train-error:0.156425
## [119]    train-error:0.156425
## [120]    train-error:0.150838
## [121]    train-error:0.142458
## [122]    train-error:0.139665
## [123]    train-error:0.148045
## [124]    train-error:0.150838
## [125]    train-error:0.148045
## [126]    train-error:0.148045
## [127]    train-error:0.150838
## [128]    train-error:0.148045
## [129]    train-error:0.148045
## [130]    train-error:0.150838
## [131]    train-error:0.145251
## [132]    train-error:0.139665
## [133]    train-error:0.145251
## [134]    train-error:0.139665
## [135]    train-error:0.150838
## [136]    train-error:0.145251
## [137]    train-error:0.142458
## [138]    train-error:0.148045
## [139]    train-error:0.153631
## [140]    train-error:0.153631
## [141]    train-error:0.153631
## [142]    train-error:0.148045
## [143]    train-error:0.148045
## [144]    train-error:0.148045
## [145]    train-error:0.153631
## [146]    train-error:0.148045
## [147]    train-error:0.148045
## [148]    train-error:0.142458
## [149]    train-error:0.142458
## [150]    train-error:0.142458
## [151]    train-error:0.145251
## [152]    train-error:0.142458
## [153]    train-error:0.142458
## [154]    train-error:0.139665
## [155]    train-error:0.142458
## [156]    train-error:0.145251
## [157]    train-error:0.148045
## [158]    train-error:0.145251
## [159]    train-error:0.136872
## [160]    train-error:0.145251
## [161]    train-error:0.139665
## [162]    train-error:0.139665
## [163]    train-error:0.136872
## [164]    train-error:0.136872
## [165]    train-error:0.148045
## [166]    train-error:0.136872
## [167]    train-error:0.145251
## [168]    train-error:0.139665
## [169]    train-error:0.153631
## [170]    train-error:0.145251
## [171]    train-error:0.142458
## [172]    train-error:0.142458
## [173]    train-error:0.136872
## [174]    train-error:0.139665
## [175]    train-error:0.142458
## [176]    train-error:0.145251
## [177]    train-error:0.139665
## [178]    train-error:0.145251
## [179]    train-error:0.142458
## [180]    train-error:0.142458
## [181]    train-error:0.136872
## [182]    train-error:0.131285
## [183]    train-error:0.136872
## [184]    train-error:0.134078
## [185]    train-error:0.128492
## [186]    train-error:0.134078
## [187]    train-error:0.134078
## [188]    train-error:0.128492
## [189]    train-error:0.131285
## [190]    train-error:0.128492
## [191]    train-error:0.128492
## [192]    train-error:0.125698
## [193]    train-error:0.125698
## [194]    train-error:0.131285
## [195]    train-error:0.134078
## [196]    train-error:0.139665
## [197]    train-error:0.139665
## [198]    train-error:0.131285
## [199]    train-error:0.142458
## [200]    train-error:0.142458
## [201]    train-error:0.136872
## [202]    train-error:0.134078
## [203]    train-error:0.136872
## [204]    train-error:0.134078
## [205]    train-error:0.139665
## [206]    train-error:0.139665
## [207]    train-error:0.142458
## [208]    train-error:0.142458
## [209]    train-error:0.136872
## [210]    train-error:0.136872
## [211]    train-error:0.136872
## [212]    train-error:0.134078
## [213]    train-error:0.131285
## [214]    train-error:0.136872
## [215]    train-error:0.134078
## [216]    train-error:0.134078
## [217]    train-error:0.131285
## [218]    train-error:0.134078
## [219]    train-error:0.136872
## [220]    train-error:0.139665
## [221]    train-error:0.142458
## [222]    train-error:0.136872
## [223]    train-error:0.131285
## [224]    train-error:0.136872
## [225]    train-error:0.136872
## [226]    train-error:0.136872
## [227]    train-error:0.139665
## [228]    train-error:0.136872
## [229]    train-error:0.142458
## [230]    train-error:0.136872
## [231]    train-error:0.139665
## [232]    train-error:0.142458
## [233]    train-error:0.134078
## [234]    train-error:0.150838
## [235]    train-error:0.148045
## [236]    train-error:0.145251
## [237]    train-error:0.134078
## [238]    train-error:0.139665
## [239]    train-error:0.136872
## [240]    train-error:0.136872
## [241]    train-error:0.142458
## [242]    train-error:0.139665
## [243]    train-error:0.128492
## [244]    train-error:0.136872
## [245]    train-error:0.136872
## [246]    train-error:0.134078
## [247]    train-error:0.131285
## [248]    train-error:0.134078
## [249]    train-error:0.131285
## [250]    train-error:0.136872
## [251]    train-error:0.136872
## [252]    train-error:0.131285
## [253]    train-error:0.134078
## [254]    train-error:0.136872
## [255]    train-error:0.136872
## [256]    train-error:0.139665
## [257]    train-error:0.131285
## [258]    train-error:0.128492
## [259]    train-error:0.131285
## [260]    train-error:0.131285
## [261]    train-error:0.131285
## [262]    train-error:0.134078
## [263]    train-error:0.131285
## [264]    train-error:0.139665
## [265]    train-error:0.134078
## [266]    train-error:0.136872
## [267]    train-error:0.139665
## [268]    train-error:0.131285
## [269]    train-error:0.136872
## [270]    train-error:0.136872
## [271]    train-error:0.136872
## [272]    train-error:0.136872
## [273]    train-error:0.136872
## [274]    train-error:0.136872
## [275]    train-error:0.134078
## [276]    train-error:0.134078
## [277]    train-error:0.136872
## [278]    train-error:0.136872
## [279]    train-error:0.136872
## [280]    train-error:0.134078
## [281]    train-error:0.131285
## [282]    train-error:0.134078
## [283]    train-error:0.136872
## [284]    train-error:0.142458
## [285]    train-error:0.134078
## [286]    train-error:0.134078
## [287]    train-error:0.136872
## [288]    train-error:0.131285
## [289]    train-error:0.128492
## [290]    train-error:0.131285
## [291]    train-error:0.131285
## [292]    train-error:0.125698
## [293]    train-error:0.134078
## [294]    train-error:0.134078
## [295]    train-error:0.128492
## [296]    train-error:0.128492
## [297]    train-error:0.136872
## [298]    train-error:0.136872
## [299]    train-error:0.136872
## [300]    train-error:0.136872
## [301]    train-error:0.136872
## [302]    train-error:0.136872
## [303]    train-error:0.136872
## [304]    train-error:0.136872
## [305]    train-error:0.139665
## [306]    train-error:0.136872
## [307]    train-error:0.136872
## [308]    train-error:0.139665
## [309]    train-error:0.134078
## [310]    train-error:0.131285
## [311]    train-error:0.134078
## [312]    train-error:0.136872
## [313]    train-error:0.131285
## [314]    train-error:0.139665
## [315]    train-error:0.136872
## [316]    train-error:0.139665
## [317]    train-error:0.136872
## [318]    train-error:0.134078
## [319]    train-error:0.134078
## [320]    train-error:0.134078
## [321]    train-error:0.131285
## [322]    train-error:0.142458
## [323]    train-error:0.134078
## [324]    train-error:0.134078
## [325]    train-error:0.128492
## [326]    train-error:0.136872
## [327]    train-error:0.136872
## [328]    train-error:0.134078
## [329]    train-error:0.131285
## [330]    train-error:0.142458
## [331]    train-error:0.142458
## [332]    train-error:0.142458
## [333]    train-error:0.139665
## [334]    train-error:0.142458
## [335]    train-error:0.142458
## [336]    train-error:0.142458
## [337]    train-error:0.142458
## [338]    train-error:0.142458
## [339]    train-error:0.139665
## [340]    train-error:0.139665
## [341]    train-error:0.139665
## [342]    train-error:0.139665
## [343]    train-error:0.142458
## [344]    train-error:0.139665
## [345]    train-error:0.139665
## [346]    train-error:0.134078
## [347]    train-error:0.134078
## [348]    train-error:0.131285
## [349]    train-error:0.134078
## [350]    train-error:0.131285
## [351]    train-error:0.128492
## [352]    train-error:0.131285
## [353]    train-error:0.136872
## [354]    train-error:0.136872
## [355]    train-error:0.134078
## [356]    train-error:0.136872
## [357]    train-error:0.128492
## [358]    train-error:0.134078
## [359]    train-error:0.136872
## [360]    train-error:0.139665
## [361]    train-error:0.134078
## [362]    train-error:0.139665
## [363]    train-error:0.134078
## [364]    train-error:0.134078
## [365]    train-error:0.136872
## [366]    train-error:0.134078
## [367]    train-error:0.134078
## [368]    train-error:0.134078
## [369]    train-error:0.128492
## [370]    train-error:0.125698
## [371]    train-error:0.128492
## [372]    train-error:0.128492
## [373]    train-error:0.134078
## [374]    train-error:0.136872
## [375]    train-error:0.136872
## [376]    train-error:0.134078
## [377]    train-error:0.136872
## [378]    train-error:0.136872
## [379]    train-error:0.139665
## [380]    train-error:0.136872
## [381]    train-error:0.136872
## [382]    train-error:0.131285
## [383]    train-error:0.131285
## [384]    train-error:0.136872
## [385]    train-error:0.134078
## [386]    train-error:0.134078
## [387]    train-error:0.136872
## [388]    train-error:0.139665
## [389]    train-error:0.134078
## [390]    train-error:0.139665
## [391]    train-error:0.136872
## [392]    train-error:0.134078
## [393]    train-error:0.136872
## [394]    train-error:0.136872
## [395]    train-error:0.125698
## [396]    train-error:0.134078
## [397]    train-error:0.131285
## [398]    train-error:0.128492
## [399]    train-error:0.128492
## [400]    train-error:0.128492
## [401]    train-error:0.128492
## [402]    train-error:0.128492
## [403]    train-error:0.134078
## [404]    train-error:0.128492
## [405]    train-error:0.131285
## [406]    train-error:0.131285
## [407]    train-error:0.131285
## [408]    train-error:0.128492
## [409]    train-error:0.128492
## [410]    train-error:0.131285
## [411]    train-error:0.125698
## [412]    train-error:0.120112
## [413]    train-error:0.120112
## [414]    train-error:0.125698
## [415]    train-error:0.125698
## [416]    train-error:0.125698
## [417]    train-error:0.128492
## [418]    train-error:0.128492
## [419]    train-error:0.131285
## [420]    train-error:0.131285
## [421]    train-error:0.128492
## [422]    train-error:0.131285
## [423]    train-error:0.131285
## [424]    train-error:0.134078
## [425]    train-error:0.134078
## [426]    train-error:0.136872
## [427]    train-error:0.131285
## [428]    train-error:0.131285
## [429]    train-error:0.131285
## [430]    train-error:0.131285
## [431]    train-error:0.134078
## [432]    train-error:0.136872
## [433]    train-error:0.131285
## [434]    train-error:0.128492
## [435]    train-error:0.131285
## [436]    train-error:0.131285
## [437]    train-error:0.128492
## [438]    train-error:0.128492
## [439]    train-error:0.128492
## [440]    train-error:0.134078
## [441]    train-error:0.125698
## [442]    train-error:0.136872
## [443]    train-error:0.131285
## [444]    train-error:0.136872
## [445]    train-error:0.136872
## [446]    train-error:0.134078
## [447]    train-error:0.136872
## [448]    train-error:0.134078
## [449]    train-error:0.136872
## [450]    train-error:0.136872
## [451]    train-error:0.136872
## [452]    train-error:0.131285
## [453]    train-error:0.131285
## [454]    train-error:0.134078
## [455]    train-error:0.131285
## [456]    train-error:0.134078
## [457]    train-error:0.134078
## [458]    train-error:0.128492
## [459]    train-error:0.128492
## [460]    train-error:0.128492
## [461]    train-error:0.128492
## [462]    train-error:0.128492
## [463]    train-error:0.128492
## [464]    train-error:0.134078
## [465]    train-error:0.131285
## [466]    train-error:0.131285
## [467]    train-error:0.134078
## [468]    train-error:0.134078
## [469]    train-error:0.134078
## [470]    train-error:0.134078
## [471]    train-error:0.136872
## [472]    train-error:0.136872
## [473]    train-error:0.136872
## [474]    train-error:0.136872
## [475]    train-error:0.134078
## [476]    train-error:0.128492
## [477]    train-error:0.131285
## [478]    train-error:0.125698
## [479]    train-error:0.125698
## [480]    train-error:0.131285
## [481]    train-error:0.131285
## [482]    train-error:0.122905
## [483]    train-error:0.122905
## [484]    train-error:0.128492
## [485]    train-error:0.131285
## [486]    train-error:0.122905
## [487]    train-error:0.120112
## [488]    train-error:0.117318
## [489]    train-error:0.120112
## [490]    train-error:0.120112
## [491]    train-error:0.117318
## [492]    train-error:0.117318
## [493]    train-error:0.120112
## [494]    train-error:0.120112
## [495]    train-error:0.125698
## [496]    train-error:0.125698
## [497]    train-error:0.125698
## [498]    train-error:0.122905
## [499]    train-error:0.122905
## [500]    train-error:0.122905
## [501]    train-error:0.128492
## [502]    train-error:0.128492
## [503]    train-error:0.128492
## [504]    train-error:0.128492
## [505]    train-error:0.131285
## [506]    train-error:0.131285
## [507]    train-error:0.125698
## [508]    train-error:0.125698
## [509]    train-error:0.128492
## [510]    train-error:0.128492
## [511]    train-error:0.125698
## [512]    train-error:0.134078
## [513]    train-error:0.136872
## [514]    train-error:0.128492
## [515]    train-error:0.125698
## [516]    train-error:0.122905
## [517]    train-error:0.128492
## [518]    train-error:0.128492
## [519]    train-error:0.128492
## [520]    train-error:0.128492
## [521]    train-error:0.125698
## [522]    train-error:0.125698
## [523]    train-error:0.122905
## [524]    train-error:0.128492
## [525]    train-error:0.128492
## [526]    train-error:0.125698
## [527]    train-error:0.128492
## [528]    train-error:0.131285
## [529]    train-error:0.131285
## [530]    train-error:0.128492
## [531]    train-error:0.125698
## [532]    train-error:0.125698
## [533]    train-error:0.122905
## [534]    train-error:0.122905
## [535]    train-error:0.120112
## [536]    train-error:0.122905
## [537]    train-error:0.125698
## [538]    train-error:0.122905
## [539]    train-error:0.125698
## [540]    train-error:0.122905
## [541]    train-error:0.122905
## [542]    train-error:0.125698
## [543]    train-error:0.125698
## [544]    train-error:0.128492
## [545]    train-error:0.120112
## [546]    train-error:0.122905
## [547]    train-error:0.120112
## [548]    train-error:0.122905
## [549]    train-error:0.120112
## [550]    train-error:0.125698
## [551]    train-error:0.122905
## [552]    train-error:0.122905
## [553]    train-error:0.122905
## [554]    train-error:0.120112
## [555]    train-error:0.125698
## [556]    train-error:0.131285
## [557]    train-error:0.125698
## [558]    train-error:0.125698
## [559]    train-error:0.122905
## [560]    train-error:0.125698
## [561]    train-error:0.125698
## [562]    train-error:0.120112
## [563]    train-error:0.122905
## [564]    train-error:0.128492
## [565]    train-error:0.125698
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.187675
## [9]  train-error:0.182073
## [10] train-error:0.182073
## [11] train-error:0.165266
## [12] train-error:0.165266
## [13] train-error:0.179272
## [14] train-error:0.168067
## [15] train-error:0.162465
## [16] train-error:0.170868
## [17] train-error:0.165266
## [18] train-error:0.159664
## [19] train-error:0.162465
## [20] train-error:0.162465
## [21] train-error:0.162465
## [22] train-error:0.162465
## [23] train-error:0.168067
## [24] train-error:0.159664
## [25] train-error:0.162465
## [26] train-error:0.170868
## [27] train-error:0.170868
## [28] train-error:0.165266
## [29] train-error:0.154062
## [30] train-error:0.151261
## [31] train-error:0.154062
## [32] train-error:0.145658
## [33] train-error:0.151261
## [34] train-error:0.140056
## [35] train-error:0.145658
## [36] train-error:0.137255
## [37] train-error:0.128852
## [38] train-error:0.131653
## [39] train-error:0.126050
## [40] train-error:0.126050
## [41] train-error:0.134454
## [42] train-error:0.137255
## [43] train-error:0.131653
## [44] train-error:0.126050
## [45] train-error:0.128852
## [46] train-error:0.126050
## [47] train-error:0.131653
## [48] train-error:0.134454
## [49] train-error:0.137255
## [50] train-error:0.137255
## [51] train-error:0.131653
## [52] train-error:0.137255
## [53] train-error:0.137255
## [54] train-error:0.134454
## [55] train-error:0.131653
## [56] train-error:0.140056
## [57] train-error:0.131653
## [58] train-error:0.134454
## [59] train-error:0.142857
## [60] train-error:0.145658
## [61] train-error:0.142857
## [62] train-error:0.134454
## [63] train-error:0.137255
## [64] train-error:0.131653
## [65] train-error:0.137255
## [66] train-error:0.134454
## [67] train-error:0.134454
## [68] train-error:0.137255
## [69] train-error:0.137255
## [70] train-error:0.137255
## [71] train-error:0.137255
## [72] train-error:0.140056
## [73] train-error:0.134454
## [74] train-error:0.137255
## [75] train-error:0.128852
## [76] train-error:0.137255
## [77] train-error:0.134454
## [78] train-error:0.128852
## [79] train-error:0.137255
## [80] train-error:0.131653
## [81] train-error:0.126050
## [82] train-error:0.120448
## [83] train-error:0.117647
## [84] train-error:0.123249
## [85] train-error:0.123249
## [86] train-error:0.120448
## [87] train-error:0.120448
## [88] train-error:0.117647
## [89] train-error:0.117647
## [90] train-error:0.117647
## [91] train-error:0.126050
## [92] train-error:0.123249
## [93] train-error:0.117647
## [94] train-error:0.117647
## [95] train-error:0.114846
## [96] train-error:0.120448
## [97] train-error:0.117647
## [98] train-error:0.123249
## [99] train-error:0.123249
## [100]    train-error:0.120448
## [101]    train-error:0.114846
## [102]    train-error:0.120448
## [103]    train-error:0.120448
## [104]    train-error:0.128852
## [105]    train-error:0.128852
## [106]    train-error:0.134454
## [107]    train-error:0.134454
## [108]    train-error:0.137255
## [109]    train-error:0.134454
## [110]    train-error:0.126050
## [111]    train-error:0.134454
## [112]    train-error:0.134454
## [113]    train-error:0.134454
## [114]    train-error:0.128852
## [115]    train-error:0.123249
## [116]    train-error:0.123249
## [117]    train-error:0.123249
## [118]    train-error:0.131653
## [119]    train-error:0.126050
## [120]    train-error:0.134454
## [121]    train-error:0.131653
## [122]    train-error:0.126050
## [123]    train-error:0.128852
## [124]    train-error:0.126050
## [125]    train-error:0.117647
## [126]    train-error:0.117647
## [127]    train-error:0.117647
## [128]    train-error:0.117647
## [129]    train-error:0.126050
## [130]    train-error:0.137255
## [131]    train-error:0.134454
## [132]    train-error:0.126050
## [133]    train-error:0.131653
## [134]    train-error:0.128852
## [135]    train-error:0.128852
## [136]    train-error:0.128852
## [137]    train-error:0.126050
## [138]    train-error:0.128852
## [139]    train-error:0.131653
## [140]    train-error:0.131653
## [141]    train-error:0.131653
## [142]    train-error:0.134454
## [143]    train-error:0.134454
## [144]    train-error:0.137255
## [145]    train-error:0.131653
## [146]    train-error:0.134454
## [147]    train-error:0.131653
## [148]    train-error:0.131653
## [149]    train-error:0.128852
## [150]    train-error:0.126050
## [151]    train-error:0.126050
## [152]    train-error:0.126050
## [153]    train-error:0.123249
## [154]    train-error:0.123249
## [155]    train-error:0.117647
## [156]    train-error:0.120448
## [157]    train-error:0.120448
## [158]    train-error:0.123249
## [159]    train-error:0.126050
## [160]    train-error:0.120448
## [161]    train-error:0.126050
## [162]    train-error:0.120448
## [163]    train-error:0.120448
## [164]    train-error:0.120448
## [165]    train-error:0.117647
## [166]    train-error:0.123249
## [167]    train-error:0.120448
## [168]    train-error:0.123249
## [169]    train-error:0.120448
## [170]    train-error:0.117647
## [171]    train-error:0.117647
## [172]    train-error:0.120448
## [173]    train-error:0.123249
## [174]    train-error:0.120448
## [175]    train-error:0.120448
## [176]    train-error:0.120448
## [177]    train-error:0.117647
## [178]    train-error:0.117647
## [179]    train-error:0.126050
## [180]    train-error:0.123249
## [181]    train-error:0.123249
## [182]    train-error:0.128852
## [183]    train-error:0.123249
## [184]    train-error:0.131653
## [185]    train-error:0.126050
## [186]    train-error:0.126050
## [187]    train-error:0.123249
## [188]    train-error:0.123249
## [189]    train-error:0.123249
## [190]    train-error:0.123249
## [191]    train-error:0.120448
## [192]    train-error:0.114846
## [193]    train-error:0.117647
## [194]    train-error:0.117647
## [195]    train-error:0.117647
## [196]    train-error:0.120448
## [197]    train-error:0.117647
## [198]    train-error:0.120448
## [199]    train-error:0.114846
## [200]    train-error:0.120448
## [201]    train-error:0.123249
## [202]    train-error:0.120448
## [203]    train-error:0.112045
## [204]    train-error:0.120448
## [205]    train-error:0.117647
## [206]    train-error:0.112045
## [207]    train-error:0.117647
## [208]    train-error:0.114846
## [209]    train-error:0.120448
## [210]    train-error:0.117647
## [211]    train-error:0.114846
## [212]    train-error:0.128852
## [213]    train-error:0.131653
## [214]    train-error:0.117647
## [215]    train-error:0.117647
## [216]    train-error:0.120448
## [217]    train-error:0.120448
## [218]    train-error:0.123249
## [219]    train-error:0.123249
## [220]    train-error:0.123249
## [221]    train-error:0.126050
## [222]    train-error:0.126050
## [223]    train-error:0.123249
## [224]    train-error:0.126050
## [225]    train-error:0.123249
## [226]    train-error:0.117647
## [227]    train-error:0.120448
## [228]    train-error:0.120448
## [229]    train-error:0.123249
## [230]    train-error:0.123249
## [231]    train-error:0.117647
## [232]    train-error:0.123249
## [233]    train-error:0.114846
## [234]    train-error:0.123249
## [235]    train-error:0.117647
## [236]    train-error:0.120448
## [237]    train-error:0.123249
## [238]    train-error:0.117647
## [239]    train-error:0.117647
## [240]    train-error:0.120448
## [241]    train-error:0.120448
## [242]    train-error:0.117647
## [243]    train-error:0.120448
## [244]    train-error:0.123249
## [245]    train-error:0.126050
## [246]    train-error:0.117647
## [247]    train-error:0.117647
## [248]    train-error:0.120448
## [249]    train-error:0.120448
## [250]    train-error:0.120448
## [251]    train-error:0.112045
## [252]    train-error:0.112045
## [253]    train-error:0.112045
## [254]    train-error:0.112045
## [255]    train-error:0.112045
## [256]    train-error:0.114846
## [257]    train-error:0.120448
## [258]    train-error:0.126050
## [259]    train-error:0.120448
## [260]    train-error:0.120448
## [261]    train-error:0.120448
## [262]    train-error:0.120448
## [263]    train-error:0.114846
## [264]    train-error:0.123249
## [265]    train-error:0.120448
## [266]    train-error:0.123249
## [267]    train-error:0.123249
## [268]    train-error:0.114846
## [269]    train-error:0.114846
## [270]    train-error:0.109244
## [271]    train-error:0.109244
## [272]    train-error:0.117647
## [273]    train-error:0.117647
## [274]    train-error:0.117647
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.114846
## [278]    train-error:0.117647
## [279]    train-error:0.114846
## [280]    train-error:0.112045
## [281]    train-error:0.112045
## [282]    train-error:0.114846
## [283]    train-error:0.114846
## [284]    train-error:0.117647
## [285]    train-error:0.120448
## [286]    train-error:0.114846
## [287]    train-error:0.123249
## [288]    train-error:0.114846
## [289]    train-error:0.114846
## [290]    train-error:0.114846
## [291]    train-error:0.114846
## [292]    train-error:0.114846
## [293]    train-error:0.106443
## [294]    train-error:0.106443
## [295]    train-error:0.114846
## [296]    train-error:0.114846
## [297]    train-error:0.112045
## [298]    train-error:0.114846
## [299]    train-error:0.114846
## [300]    train-error:0.112045
## [301]    train-error:0.114846
## [302]    train-error:0.112045
## [303]    train-error:0.114846
## [304]    train-error:0.117647
## [305]    train-error:0.120448
## [306]    train-error:0.117647
## [307]    train-error:0.114846
## [308]    train-error:0.114846
## [309]    train-error:0.117647
## [310]    train-error:0.123249
## [311]    train-error:0.123249
## [312]    train-error:0.123249
## [313]    train-error:0.117647
## [314]    train-error:0.117647
## [315]    train-error:0.123249
## [316]    train-error:0.126050
## [317]    train-error:0.123249
## [318]    train-error:0.123249
## [319]    train-error:0.114846
## [320]    train-error:0.120448
## [321]    train-error:0.114846
## [322]    train-error:0.114846
## [323]    train-error:0.117647
## [324]    train-error:0.117647
## [325]    train-error:0.114846
## [326]    train-error:0.112045
## [327]    train-error:0.112045
## [328]    train-error:0.112045
## [329]    train-error:0.109244
## [330]    train-error:0.109244
## [331]    train-error:0.109244
## [332]    train-error:0.109244
## [333]    train-error:0.112045
## [334]    train-error:0.106443
## [335]    train-error:0.106443
## [336]    train-error:0.106443
## [337]    train-error:0.112045
## [338]    train-error:0.112045
## [339]    train-error:0.112045
## [340]    train-error:0.112045
## [341]    train-error:0.112045
## [342]    train-error:0.109244
## [343]    train-error:0.112045
## [344]    train-error:0.106443
## [345]    train-error:0.106443
## [346]    train-error:0.109244
## [347]    train-error:0.106443
## [348]    train-error:0.109244
## [349]    train-error:0.106443
## [350]    train-error:0.103641
## [351]    train-error:0.103641
## [352]    train-error:0.109244
## [353]    train-error:0.103641
## [354]    train-error:0.106443
## [355]    train-error:0.106443
## [356]    train-error:0.106443
## [357]    train-error:0.103641
## [358]    train-error:0.106443
## [359]    train-error:0.109244
## [360]    train-error:0.103641
## [361]    train-error:0.109244
## [362]    train-error:0.109244
## [363]    train-error:0.109244
## [364]    train-error:0.109244
## [365]    train-error:0.112045
## [366]    train-error:0.112045
## [367]    train-error:0.112045
## [368]    train-error:0.109244
## [369]    train-error:0.112045
## [370]    train-error:0.112045
## [371]    train-error:0.112045
## [372]    train-error:0.109244
## [373]    train-error:0.117647
## [374]    train-error:0.120448
## [375]    train-error:0.120448
## [376]    train-error:0.120448
## [377]    train-error:0.114846
## [378]    train-error:0.114846
## [379]    train-error:0.117647
## [380]    train-error:0.114846
## [381]    train-error:0.114846
## [382]    train-error:0.109244
## [383]    train-error:0.112045
## [384]    train-error:0.114846
## [385]    train-error:0.112045
## [386]    train-error:0.112045
## [387]    train-error:0.112045
## [388]    train-error:0.112045
## [389]    train-error:0.106443
## [390]    train-error:0.106443
## [391]    train-error:0.112045
## [392]    train-error:0.106443
## [393]    train-error:0.114846
## [394]    train-error:0.109244
## [395]    train-error:0.106443
## [396]    train-error:0.103641
## [397]    train-error:0.112045
## [398]    train-error:0.117647
## [399]    train-error:0.117647
## [400]    train-error:0.112045
## [401]    train-error:0.114846
## [402]    train-error:0.117647
## [403]    train-error:0.114846
## [404]    train-error:0.109244
## [405]    train-error:0.106443
## [406]    train-error:0.106443
## [407]    train-error:0.106443
## [408]    train-error:0.100840
## [409]    train-error:0.098039
## [410]    train-error:0.103641
## [411]    train-error:0.109244
## [412]    train-error:0.100840
## [413]    train-error:0.100840
## [414]    train-error:0.103641
## [415]    train-error:0.100840
## [416]    train-error:0.106443
## [417]    train-error:0.106443
## [418]    train-error:0.100840
## [419]    train-error:0.103641
## [420]    train-error:0.100840
## [421]    train-error:0.100840
## [422]    train-error:0.100840
## [423]    train-error:0.103641
## [424]    train-error:0.100840
## [425]    train-error:0.100840
## [426]    train-error:0.100840
## [427]    train-error:0.100840
## [428]    train-error:0.100840
## [429]    train-error:0.100840
## [430]    train-error:0.100840
## [431]    train-error:0.103641
## [432]    train-error:0.103641
## [433]    train-error:0.103641
## [434]    train-error:0.100840
## [435]    train-error:0.103641
## [436]    train-error:0.103641
## [437]    train-error:0.098039
## [438]    train-error:0.095238
## [439]    train-error:0.103641
## [440]    train-error:0.109244
## [441]    train-error:0.106443
## [442]    train-error:0.103641
## [443]    train-error:0.100840
## [444]    train-error:0.103641
## [445]    train-error:0.103641
## [446]    train-error:0.100840
## [447]    train-error:0.098039
## [448]    train-error:0.100840
## [449]    train-error:0.100840
## [450]    train-error:0.098039
## [451]    train-error:0.103641
## [452]    train-error:0.109244
## [453]    train-error:0.103641
## [454]    train-error:0.106443
## [455]    train-error:0.100840
## [456]    train-error:0.103641
## [457]    train-error:0.103641
## [458]    train-error:0.100840
## [459]    train-error:0.103641
## [460]    train-error:0.103641
## [461]    train-error:0.100840
## [462]    train-error:0.100840
## [463]    train-error:0.109244
## [464]    train-error:0.106443
## [465]    train-error:0.098039
## [466]    train-error:0.098039
## [467]    train-error:0.092437
## [468]    train-error:0.095238
## [469]    train-error:0.095238
## [470]    train-error:0.092437
## [471]    train-error:0.092437
## [472]    train-error:0.098039
## [473]    train-error:0.100840
## [474]    train-error:0.098039
## [475]    train-error:0.098039
## [476]    train-error:0.098039
## [477]    train-error:0.100840
## [478]    train-error:0.100840
## [479]    train-error:0.100840
## [480]    train-error:0.103641
## [481]    train-error:0.103641
## [482]    train-error:0.100840
## [483]    train-error:0.098039
## [484]    train-error:0.098039
## [485]    train-error:0.095238
## [486]    train-error:0.100840
## [487]    train-error:0.095238
## [488]    train-error:0.098039
## [489]    train-error:0.106443
## [490]    train-error:0.103641
## [491]    train-error:0.100840
## [492]    train-error:0.100840
## [493]    train-error:0.095238
## [494]    train-error:0.095238
## [495]    train-error:0.098039
## [496]    train-error:0.095238
## [497]    train-error:0.106443
## [498]    train-error:0.100840
## [499]    train-error:0.100840
## [500]    train-error:0.098039
## [501]    train-error:0.098039
## [502]    train-error:0.100840
## [503]    train-error:0.100840
## [504]    train-error:0.098039
## [505]    train-error:0.100840
## [506]    train-error:0.100840
## [507]    train-error:0.103641
## [508]    train-error:0.089636
## [509]    train-error:0.100840
## [510]    train-error:0.103641
## [511]    train-error:0.098039
## [512]    train-error:0.103641
## [513]    train-error:0.103641
## [514]    train-error:0.103641
## [515]    train-error:0.100840
## [516]    train-error:0.100840
## [517]    train-error:0.100840
## [518]    train-error:0.103641
## [519]    train-error:0.106443
## [520]    train-error:0.095238
## [521]    train-error:0.092437
## [522]    train-error:0.095238
## [523]    train-error:0.095238
## [524]    train-error:0.100840
## [525]    train-error:0.103641
## [526]    train-error:0.109244
## [527]    train-error:0.106443
## [528]    train-error:0.106443
## [529]    train-error:0.106443
## [530]    train-error:0.103641
## [531]    train-error:0.103641
## [532]    train-error:0.103641
## [533]    train-error:0.100840
## [534]    train-error:0.103641
## [535]    train-error:0.106443
## [536]    train-error:0.106443
## [537]    train-error:0.106443
## [538]    train-error:0.106443
## [539]    train-error:0.112045
## [540]    train-error:0.106443
## [541]    train-error:0.103641
## [542]    train-error:0.100840
## [543]    train-error:0.095238
## [544]    train-error:0.106443
## [545]    train-error:0.098039
## [546]    train-error:0.100840
## [547]    train-error:0.100840
## [548]    train-error:0.106443
## [549]    train-error:0.100840
## [550]    train-error:0.109244
## [551]    train-error:0.109244
## [552]    train-error:0.109244
## [553]    train-error:0.106443
## [554]    train-error:0.109244
## [555]    train-error:0.109244
## [556]    train-error:0.098039
## [557]    train-error:0.109244
## [558]    train-error:0.109244
## [559]    train-error:0.109244
## [560]    train-error:0.106443
## [561]    train-error:0.098039
## [562]    train-error:0.103641
## [563]    train-error:0.095238
## [564]    train-error:0.092437
## [565]    train-error:0.095238
## [0]  train-error:0.218487
## [1]  train-error:0.246499
## [2]  train-error:0.215686
## [3]  train-error:0.210084
## [4]  train-error:0.193277
## [5]  train-error:0.201681
## [6]  train-error:0.215686
## [7]  train-error:0.187675
## [8]  train-error:0.196078
## [9]  train-error:0.198880
## [10] train-error:0.187675
## [11] train-error:0.204482
## [12] train-error:0.224090
## [13] train-error:0.187675
## [14] train-error:0.204482
## [15] train-error:0.193277
## [16] train-error:0.193277
## [17] train-error:0.190476
## [18] train-error:0.179272
## [19] train-error:0.179272
## [20] train-error:0.187675
## [21] train-error:0.184874
## [22] train-error:0.173669
## [23] train-error:0.176471
## [24] train-error:0.176471
## [25] train-error:0.179272
## [26] train-error:0.179272
## [27] train-error:0.182073
## [28] train-error:0.182073
## [29] train-error:0.176471
## [30] train-error:0.173669
## [31] train-error:0.170868
## [32] train-error:0.168067
## [33] train-error:0.168067
## [34] train-error:0.168067
## [35] train-error:0.165266
## [36] train-error:0.165266
## [37] train-error:0.165266
## [38] train-error:0.156863
## [39] train-error:0.165266
## [40] train-error:0.154062
## [41] train-error:0.156863
## [42] train-error:0.159664
## [43] train-error:0.159664
## [44] train-error:0.154062
## [45] train-error:0.156863
## [46] train-error:0.156863
## [47] train-error:0.154062
## [48] train-error:0.154062
## [49] train-error:0.156863
## [50] train-error:0.148459
## [51] train-error:0.148459
## [52] train-error:0.140056
## [53] train-error:0.145658
## [54] train-error:0.145658
## [55] train-error:0.137255
## [56] train-error:0.137255
## [57] train-error:0.145658
## [58] train-error:0.145658
## [59] train-error:0.142857
## [60] train-error:0.140056
## [61] train-error:0.142857
## [62] train-error:0.145658
## [63] train-error:0.137255
## [64] train-error:0.137255
## [65] train-error:0.137255
## [66] train-error:0.142857
## [67] train-error:0.137255
## [68] train-error:0.137255
## [69] train-error:0.134454
## [70] train-error:0.134454
## [71] train-error:0.131653
## [72] train-error:0.131653
## [73] train-error:0.137255
## [74] train-error:0.142857
## [75] train-error:0.137255
## [76] train-error:0.137255
## [77] train-error:0.137255
## [78] train-error:0.137255
## [79] train-error:0.131653
## [80] train-error:0.137255
## [81] train-error:0.134454
## [82] train-error:0.128852
## [83] train-error:0.131653
## [84] train-error:0.131653
## [85] train-error:0.131653
## [86] train-error:0.134454
## [87] train-error:0.140056
## [88] train-error:0.140056
## [89] train-error:0.128852
## [90] train-error:0.126050
## [91] train-error:0.126050
## [92] train-error:0.131653
## [93] train-error:0.134454
## [94] train-error:0.120448
## [95] train-error:0.123249
## [96] train-error:0.134454
## [97] train-error:0.128852
## [98] train-error:0.128852
## [99] train-error:0.128852
## [100]    train-error:0.134454
## [101]    train-error:0.134454
## [102]    train-error:0.131653
## [103]    train-error:0.126050
## [104]    train-error:0.126050
## [105]    train-error:0.126050
## [106]    train-error:0.126050
## [107]    train-error:0.123249
## [108]    train-error:0.123249
## [109]    train-error:0.126050
## [110]    train-error:0.128852
## [111]    train-error:0.126050
## [112]    train-error:0.120448
## [113]    train-error:0.120448
## [114]    train-error:0.120448
## [115]    train-error:0.123249
## [116]    train-error:0.123249
## [117]    train-error:0.126050
## [118]    train-error:0.123249
## [119]    train-error:0.123249
## [120]    train-error:0.123249
## [121]    train-error:0.120448
## [122]    train-error:0.128852
## [123]    train-error:0.120448
## [124]    train-error:0.123249
## [125]    train-error:0.123249
## [126]    train-error:0.120448
## [127]    train-error:0.123249
## [128]    train-error:0.123249
## [129]    train-error:0.117647
## [130]    train-error:0.120448
## [131]    train-error:0.123249
## [132]    train-error:0.120448
## [133]    train-error:0.120448
## [134]    train-error:0.117647
## [135]    train-error:0.120448
## [136]    train-error:0.117647
## [137]    train-error:0.123249
## [138]    train-error:0.117647
## [139]    train-error:0.117647
## [140]    train-error:0.120448
## [141]    train-error:0.117647
## [142]    train-error:0.117647
## [143]    train-error:0.117647
## [144]    train-error:0.117647
## [145]    train-error:0.114846
## [146]    train-error:0.123249
## [147]    train-error:0.117647
## [148]    train-error:0.120448
## [149]    train-error:0.120448
## [150]    train-error:0.126050
## [151]    train-error:0.117647
## [152]    train-error:0.114846
## [153]    train-error:0.120448
## [154]    train-error:0.114846
## [155]    train-error:0.117647
## [156]    train-error:0.117647
## [157]    train-error:0.117647
## [158]    train-error:0.114846
## [159]    train-error:0.123249
## [160]    train-error:0.123249
## [161]    train-error:0.120448
## [162]    train-error:0.117647
## [163]    train-error:0.123249
## [164]    train-error:0.117647
## [165]    train-error:0.123249
## [166]    train-error:0.117647
## [167]    train-error:0.126050
## [168]    train-error:0.120448
## [169]    train-error:0.123249
## [170]    train-error:0.123249
## [171]    train-error:0.123249
## [172]    train-error:0.123249
## [173]    train-error:0.128852
## [174]    train-error:0.126050
## [175]    train-error:0.126050
## [176]    train-error:0.123249
## [177]    train-error:0.117647
## [178]    train-error:0.117647
## [179]    train-error:0.120448
## [180]    train-error:0.126050
## [181]    train-error:0.126050
## [182]    train-error:0.117647
## [183]    train-error:0.123249
## [184]    train-error:0.123249
## [185]    train-error:0.123249
## [186]    train-error:0.114846
## [187]    train-error:0.112045
## [188]    train-error:0.114846
## [189]    train-error:0.117647
## [190]    train-error:0.114846
## [191]    train-error:0.117647
## [192]    train-error:0.109244
## [193]    train-error:0.114846
## [194]    train-error:0.109244
## [195]    train-error:0.112045
## [196]    train-error:0.120448
## [197]    train-error:0.114846
## [198]    train-error:0.120448
## [199]    train-error:0.117647
## [200]    train-error:0.117647
## [201]    train-error:0.114846
## [202]    train-error:0.114846
## [203]    train-error:0.114846
## [204]    train-error:0.117647
## [205]    train-error:0.114846
## [206]    train-error:0.117647
## [207]    train-error:0.117647
## [208]    train-error:0.114846
## [209]    train-error:0.112045
## [210]    train-error:0.114846
## [211]    train-error:0.114846
## [212]    train-error:0.112045
## [213]    train-error:0.112045
## [214]    train-error:0.109244
## [215]    train-error:0.112045
## [216]    train-error:0.109244
## [217]    train-error:0.106443
## [218]    train-error:0.114846
## [219]    train-error:0.109244
## [220]    train-error:0.120448
## [221]    train-error:0.114846
## [222]    train-error:0.117647
## [223]    train-error:0.114846
## [224]    train-error:0.114846
## [225]    train-error:0.114846
## [226]    train-error:0.117647
## [227]    train-error:0.117647
## [228]    train-error:0.120448
## [229]    train-error:0.120448
## [230]    train-error:0.120448
## [231]    train-error:0.120448
## [232]    train-error:0.123249
## [233]    train-error:0.117647
## [234]    train-error:0.120448
## [235]    train-error:0.123249
## [236]    train-error:0.128852
## [237]    train-error:0.128852
## [238]    train-error:0.131653
## [239]    train-error:0.120448
## [240]    train-error:0.123249
## [241]    train-error:0.126050
## [242]    train-error:0.120448
## [243]    train-error:0.117647
## [244]    train-error:0.120448
## [245]    train-error:0.128852
## [246]    train-error:0.126050
## [247]    train-error:0.128852
## [248]    train-error:0.131653
## [249]    train-error:0.123249
## [250]    train-error:0.126050
## [251]    train-error:0.126050
## [252]    train-error:0.126050
## [253]    train-error:0.128852
## [254]    train-error:0.120448
## [255]    train-error:0.120448
## [256]    train-error:0.117647
## [257]    train-error:0.117647
## [258]    train-error:0.114846
## [259]    train-error:0.112045
## [260]    train-error:0.112045
## [261]    train-error:0.114846
## [262]    train-error:0.126050
## [263]    train-error:0.120448
## [264]    train-error:0.120448
## [265]    train-error:0.120448
## [266]    train-error:0.114846
## [267]    train-error:0.114846
## [268]    train-error:0.117647
## [269]    train-error:0.112045
## [270]    train-error:0.112045
## [271]    train-error:0.120448
## [272]    train-error:0.114846
## [273]    train-error:0.114846
## [274]    train-error:0.117647
## [275]    train-error:0.131653
## [276]    train-error:0.123249
## [277]    train-error:0.123249
## [278]    train-error:0.123249
## [279]    train-error:0.120448
## [280]    train-error:0.117647
## [281]    train-error:0.117647
## [282]    train-error:0.114846
## [283]    train-error:0.117647
## [284]    train-error:0.114846
## [285]    train-error:0.114846
## [286]    train-error:0.117647
## [287]    train-error:0.117647
## [288]    train-error:0.117647
## [289]    train-error:0.126050
## [290]    train-error:0.123249
## [291]    train-error:0.123249
## [292]    train-error:0.123249
## [293]    train-error:0.120448
## [294]    train-error:0.117647
## [295]    train-error:0.117647
## [296]    train-error:0.114846
## [297]    train-error:0.117647
## [298]    train-error:0.120448
## [299]    train-error:0.117647
## [300]    train-error:0.120448
## [301]    train-error:0.117647
## [302]    train-error:0.123249
## [303]    train-error:0.117647
## [304]    train-error:0.112045
## [305]    train-error:0.112045
## [306]    train-error:0.109244
## [307]    train-error:0.112045
## [308]    train-error:0.120448
## [309]    train-error:0.120448
## [310]    train-error:0.123249
## [311]    train-error:0.120448
## [312]    train-error:0.123249
## [313]    train-error:0.131653
## [314]    train-error:0.128852
## [315]    train-error:0.123249
## [316]    train-error:0.120448
## [317]    train-error:0.114846
## [318]    train-error:0.114846
## [319]    train-error:0.126050
## [320]    train-error:0.123249
## [321]    train-error:0.123249
## [322]    train-error:0.120448
## [323]    train-error:0.106443
## [324]    train-error:0.120448
## [325]    train-error:0.117647
## [326]    train-error:0.112045
## [327]    train-error:0.112045
## [328]    train-error:0.117647
## [329]    train-error:0.114846
## [330]    train-error:0.112045
## [331]    train-error:0.114846
## [332]    train-error:0.114846
## [333]    train-error:0.117647
## [334]    train-error:0.114846
## [335]    train-error:0.112045
## [336]    train-error:0.112045
## [337]    train-error:0.117647
## [338]    train-error:0.117647
## [339]    train-error:0.114846
## [340]    train-error:0.112045
## [341]    train-error:0.112045
## [342]    train-error:0.114846
## [343]    train-error:0.123249
## [344]    train-error:0.126050
## [345]    train-error:0.114846
## [346]    train-error:0.123249
## [347]    train-error:0.106443
## [348]    train-error:0.114846
## [349]    train-error:0.114846
## [350]    train-error:0.106443
## [351]    train-error:0.106443
## [352]    train-error:0.112045
## [353]    train-error:0.109244
## [354]    train-error:0.109244
## [355]    train-error:0.106443
## [356]    train-error:0.109244
## [357]    train-error:0.109244
## [358]    train-error:0.112045
## [359]    train-error:0.106443
## [360]    train-error:0.109244
## [361]    train-error:0.109244
## [362]    train-error:0.109244
## [363]    train-error:0.106443
## [364]    train-error:0.106443
## [365]    train-error:0.106443
## [366]    train-error:0.106443
## [367]    train-error:0.114846
## [368]    train-error:0.114846
## [369]    train-error:0.112045
## [370]    train-error:0.114846
## [371]    train-error:0.106443
## [372]    train-error:0.109244
## [373]    train-error:0.100840
## [374]    train-error:0.106443
## [375]    train-error:0.103641
## [376]    train-error:0.103641
## [377]    train-error:0.100840
## [378]    train-error:0.098039
## [379]    train-error:0.109244
## [380]    train-error:0.106443
## [381]    train-error:0.112045
## [382]    train-error:0.106443
## [383]    train-error:0.106443
## [384]    train-error:0.103641
## [385]    train-error:0.109244
## [386]    train-error:0.109244
## [387]    train-error:0.106443
## [388]    train-error:0.100840
## [389]    train-error:0.103641
## [390]    train-error:0.100840
## [391]    train-error:0.106443
## [392]    train-error:0.103641
## [393]    train-error:0.103641
## [394]    train-error:0.103641
## [395]    train-error:0.103641
## [396]    train-error:0.100840
## [397]    train-error:0.100840
## [398]    train-error:0.103641
## [399]    train-error:0.100840
## [400]    train-error:0.106443
## [401]    train-error:0.106443
## [402]    train-error:0.109244
## [403]    train-error:0.112045
## [404]    train-error:0.106443
## [405]    train-error:0.109244
## [406]    train-error:0.112045
## [407]    train-error:0.109244
## [408]    train-error:0.109244
## [409]    train-error:0.117647
## [410]    train-error:0.117647
## [411]    train-error:0.114846
## [412]    train-error:0.114846
## [413]    train-error:0.114846
## [414]    train-error:0.106443
## [415]    train-error:0.109244
## [416]    train-error:0.109244
## [417]    train-error:0.109244
## [418]    train-error:0.112045
## [419]    train-error:0.112045
## [420]    train-error:0.106443
## [421]    train-error:0.109244
## [422]    train-error:0.103641
## [423]    train-error:0.106443
## [424]    train-error:0.106443
## [425]    train-error:0.109244
## [426]    train-error:0.106443
## [427]    train-error:0.106443
## [428]    train-error:0.109244
## [429]    train-error:0.106443
## [430]    train-error:0.109244
## [431]    train-error:0.109244
## [432]    train-error:0.109244
## [433]    train-error:0.106443
## [434]    train-error:0.106443
## [435]    train-error:0.106443
## [436]    train-error:0.103641
## [437]    train-error:0.103641
## [438]    train-error:0.106443
## [439]    train-error:0.106443
## [440]    train-error:0.109244
## [441]    train-error:0.103641
## [442]    train-error:0.100840
## [443]    train-error:0.106443
## [444]    train-error:0.109244
## [445]    train-error:0.109244
## [446]    train-error:0.109244
## [447]    train-error:0.109244
## [448]    train-error:0.109244
## [449]    train-error:0.106443
## [450]    train-error:0.112045
## [451]    train-error:0.109244
## [452]    train-error:0.109244
## [453]    train-error:0.106443
## [454]    train-error:0.112045
## [455]    train-error:0.112045
## [456]    train-error:0.109244
## [457]    train-error:0.109244
## [458]    train-error:0.117647
## [459]    train-error:0.117647
## [460]    train-error:0.114846
## [461]    train-error:0.109244
## [462]    train-error:0.114846
## [463]    train-error:0.109244
## [464]    train-error:0.117647
## [465]    train-error:0.117647
## [466]    train-error:0.112045
## [467]    train-error:0.109244
## [468]    train-error:0.109244
## [469]    train-error:0.109244
## [470]    train-error:0.106443
## [471]    train-error:0.106443
## [472]    train-error:0.109244
## [473]    train-error:0.106443
## [474]    train-error:0.109244
## [475]    train-error:0.106443
## [476]    train-error:0.103641
## [477]    train-error:0.106443
## [478]    train-error:0.106443
## [479]    train-error:0.106443
## [480]    train-error:0.106443
## [481]    train-error:0.106443
## [482]    train-error:0.109244
## [483]    train-error:0.106443
## [484]    train-error:0.106443
## [485]    train-error:0.109244
## [486]    train-error:0.112045
## [487]    train-error:0.109244
## [488]    train-error:0.112045
## [489]    train-error:0.103641
## [490]    train-error:0.103641
## [491]    train-error:0.103641
## [492]    train-error:0.106443
## [493]    train-error:0.106443
## [494]    train-error:0.106443
## [495]    train-error:0.112045
## [496]    train-error:0.100840
## [497]    train-error:0.103641
## [498]    train-error:0.098039
## [499]    train-error:0.098039
## [500]    train-error:0.103641
## [501]    train-error:0.100840
## [502]    train-error:0.103641
## [503]    train-error:0.098039
## [504]    train-error:0.100840
## [505]    train-error:0.103641
## [506]    train-error:0.103641
## [507]    train-error:0.103641
## [508]    train-error:0.103641
## [509]    train-error:0.103641
## [510]    train-error:0.106443
## [511]    train-error:0.106443
## [512]    train-error:0.106443
## [513]    train-error:0.103641
## [514]    train-error:0.103641
## [515]    train-error:0.100840
## [516]    train-error:0.100840
## [517]    train-error:0.100840
## [518]    train-error:0.100840
## [519]    train-error:0.100840
## [520]    train-error:0.103641
## [521]    train-error:0.106443
## [522]    train-error:0.106443
## [523]    train-error:0.109244
## [524]    train-error:0.100840
## [525]    train-error:0.103641
## [526]    train-error:0.109244
## [527]    train-error:0.106443
## [528]    train-error:0.109244
## [529]    train-error:0.109244
## [530]    train-error:0.109244
## [531]    train-error:0.103641
## [532]    train-error:0.103641
## [533]    train-error:0.103641
## [534]    train-error:0.103641
## [535]    train-error:0.112045
## [536]    train-error:0.109244
## [537]    train-error:0.109244
## [538]    train-error:0.109244
## [539]    train-error:0.112045
## [540]    train-error:0.109244
## [541]    train-error:0.109244
## [542]    train-error:0.112045
## [543]    train-error:0.106443
## [544]    train-error:0.106443
## [545]    train-error:0.112045
## [546]    train-error:0.109244
## [547]    train-error:0.109244
## [548]    train-error:0.106443
## [549]    train-error:0.106443
## [550]    train-error:0.112045
## [551]    train-error:0.112045
## [552]    train-error:0.114846
## [553]    train-error:0.109244
## [554]    train-error:0.112045
## [555]    train-error:0.112045
## [556]    train-error:0.109244
## [557]    train-error:0.106443
## [558]    train-error:0.106443
## [559]    train-error:0.100840
## [560]    train-error:0.103641
## [561]    train-error:0.106443
## [562]    train-error:0.103641
## [563]    train-error:0.106443
## [564]    train-error:0.098039
## [565]    train-error:0.106443
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.209497
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.226257
## [9]  train-error:0.217877
## [10] train-error:0.215084
## [11] train-error:0.220670
## [12] train-error:0.217877
## [13] train-error:0.215084
## [14] train-error:0.229050
## [15] train-error:0.220670
## [16] train-error:0.215084
## [17] train-error:0.226257
## [18] train-error:0.226257
## [19] train-error:0.231844
## [20] train-error:0.231844
## [21] train-error:0.234637
## [22] train-error:0.223464
## [23] train-error:0.234637
## [24] train-error:0.237430
## [25] train-error:0.237430
## [26] train-error:0.245810
## [27] train-error:0.245810
## [28] train-error:0.223464
## [29] train-error:0.229050
## [30] train-error:0.229050
## [31] train-error:0.231844
## [32] train-error:0.226257
## [33] train-error:0.223464
## [34] train-error:0.223464
## [35] train-error:0.226257
## [36] train-error:0.223464
## [37] train-error:0.229050
## [38] train-error:0.229050
## [39] train-error:0.226257
## [40] train-error:0.229050
## [41] train-error:0.229050
## [42] train-error:0.229050
## [43] train-error:0.229050
## [44] train-error:0.229050
## [45] train-error:0.226257
## [46] train-error:0.220670
## [47] train-error:0.217877
## [48] train-error:0.220670
## [49] train-error:0.217877
## [50] train-error:0.220670
## [51] train-error:0.217877
## [52] train-error:0.217877
## [53] train-error:0.220670
## [54] train-error:0.217877
## [55] train-error:0.217877
## [56] train-error:0.217877
## [57] train-error:0.217877
## [58] train-error:0.215084
## [59] train-error:0.215084
## [60] train-error:0.217877
## [61] train-error:0.217877
## [62] train-error:0.215084
## [63] train-error:0.215084
## [64] train-error:0.217877
## [65] train-error:0.203911
## [66] train-error:0.203911
## [67] train-error:0.217877
## [68] train-error:0.217877
## [69] train-error:0.203911
## [70] train-error:0.217877
## [71] train-error:0.201117
## [72] train-error:0.201117
## [73] train-error:0.201117
## [74] train-error:0.201117
## [75] train-error:0.201117
## [76] train-error:0.201117
## [77] train-error:0.201117
## [78] train-error:0.201117
## [79] train-error:0.201117
## [80] train-error:0.201117
## [81] train-error:0.201117
## [82] train-error:0.201117
## [83] train-error:0.201117
## [84] train-error:0.201117
## [85] train-error:0.203911
## [86] train-error:0.203911
## [87] train-error:0.203911
## [88] train-error:0.203911
## [89] train-error:0.201117
## [90] train-error:0.201117
## [91] train-error:0.203911
## [92] train-error:0.203911
## [93] train-error:0.201117
## [94] train-error:0.206704
## [95] train-error:0.201117
## [96] train-error:0.209497
## [97] train-error:0.201117
## [98] train-error:0.201117
## [99] train-error:0.209497
## [100]    train-error:0.203911
## [101]    train-error:0.209497
## [102]    train-error:0.212290
## [103]    train-error:0.212290
## [104]    train-error:0.212290
## [105]    train-error:0.212290
## [106]    train-error:0.212290
## [107]    train-error:0.212290
## [108]    train-error:0.212290
## [109]    train-error:0.212290
## [110]    train-error:0.212290
## [111]    train-error:0.212290
## [112]    train-error:0.212290
## [113]    train-error:0.203911
## [114]    train-error:0.201117
## [115]    train-error:0.203911
## [116]    train-error:0.206704
## [117]    train-error:0.209497
## [118]    train-error:0.212290
## [119]    train-error:0.212290
## [120]    train-error:0.212290
## [121]    train-error:0.212290
## [122]    train-error:0.212290
## [123]    train-error:0.212290
## [124]    train-error:0.209497
## [125]    train-error:0.209497
## [126]    train-error:0.209497
## [127]    train-error:0.209497
## [128]    train-error:0.209497
## [129]    train-error:0.209497
## [130]    train-error:0.209497
## [131]    train-error:0.209497
## [132]    train-error:0.209497
## [133]    train-error:0.209497
## [134]    train-error:0.209497
## [135]    train-error:0.209497
## [136]    train-error:0.209497
## [137]    train-error:0.209497
## [138]    train-error:0.209497
## [139]    train-error:0.209497
## [140]    train-error:0.209497
## [141]    train-error:0.209497
## [142]    train-error:0.209497
## [143]    train-error:0.206704
## [144]    train-error:0.206704
## [145]    train-error:0.209497
## [146]    train-error:0.206704
## [147]    train-error:0.209497
## [148]    train-error:0.209497
## [149]    train-error:0.209497
## [150]    train-error:0.206704
## [151]    train-error:0.206704
## [152]    train-error:0.206704
## [153]    train-error:0.206704
## [154]    train-error:0.209497
## [155]    train-error:0.206704
## [156]    train-error:0.206704
## [157]    train-error:0.206704
## [158]    train-error:0.209497
## [159]    train-error:0.209497
## [160]    train-error:0.209497
## [161]    train-error:0.209497
## [162]    train-error:0.209497
## [163]    train-error:0.209497
## [164]    train-error:0.209497
## [165]    train-error:0.209497
## [166]    train-error:0.209497
## [167]    train-error:0.209497
## [168]    train-error:0.209497
## [169]    train-error:0.209497
## [170]    train-error:0.209497
## [171]    train-error:0.209497
## [172]    train-error:0.209497
## [173]    train-error:0.209497
## [174]    train-error:0.203911
## [175]    train-error:0.203911
## [176]    train-error:0.203911
## [177]    train-error:0.203911
## [178]    train-error:0.203911
## [179]    train-error:0.203911
## [180]    train-error:0.203911
## [181]    train-error:0.203911
## [182]    train-error:0.203911
## [183]    train-error:0.203911
## [184]    train-error:0.203911
## [185]    train-error:0.203911
## [186]    train-error:0.206704
## [187]    train-error:0.203911
## [188]    train-error:0.203911
## [189]    train-error:0.203911
## [190]    train-error:0.206704
## [191]    train-error:0.203911
## [192]    train-error:0.209497
## [193]    train-error:0.209497
## [194]    train-error:0.209497
## [195]    train-error:0.209497
## [196]    train-error:0.209497
## [197]    train-error:0.209497
## [198]    train-error:0.209497
## [199]    train-error:0.209497
## [200]    train-error:0.209497
## [201]    train-error:0.209497
## [202]    train-error:0.209497
## [203]    train-error:0.209497
## [204]    train-error:0.209497
## [205]    train-error:0.209497
## [206]    train-error:0.209497
## [207]    train-error:0.209497
## [208]    train-error:0.209497
## [209]    train-error:0.209497
## [210]    train-error:0.209497
## [211]    train-error:0.209497
## [212]    train-error:0.209497
## [213]    train-error:0.209497
## [214]    train-error:0.209497
## [215]    train-error:0.209497
## [216]    train-error:0.209497
## [217]    train-error:0.209497
## [218]    train-error:0.209497
## [219]    train-error:0.209497
## [220]    train-error:0.209497
## [221]    train-error:0.209497
## [222]    train-error:0.209497
## [223]    train-error:0.209497
## [224]    train-error:0.209497
## [225]    train-error:0.209497
## [226]    train-error:0.209497
## [227]    train-error:0.209497
## [228]    train-error:0.209497
## [229]    train-error:0.209497
## [230]    train-error:0.209497
## [231]    train-error:0.209497
## [232]    train-error:0.209497
## [233]    train-error:0.209497
## [234]    train-error:0.209497
## [235]    train-error:0.209497
## [236]    train-error:0.209497
## [237]    train-error:0.209497
## [238]    train-error:0.209497
## [239]    train-error:0.209497
## [240]    train-error:0.209497
## [241]    train-error:0.209497
## [242]    train-error:0.209497
## [243]    train-error:0.209497
## [244]    train-error:0.209497
## [245]    train-error:0.209497
## [246]    train-error:0.209497
## [247]    train-error:0.209497
## [248]    train-error:0.209497
## [249]    train-error:0.209497
## [250]    train-error:0.209497
## [251]    train-error:0.209497
## [252]    train-error:0.209497
## [253]    train-error:0.209497
## [254]    train-error:0.209497
## [255]    train-error:0.209497
## [256]    train-error:0.209497
## [257]    train-error:0.209497
## [258]    train-error:0.209497
## [259]    train-error:0.209497
## [260]    train-error:0.209497
## [261]    train-error:0.209497
## [262]    train-error:0.209497
## [263]    train-error:0.209497
## [264]    train-error:0.209497
## [265]    train-error:0.209497
## [266]    train-error:0.209497
## [267]    train-error:0.209497
## [268]    train-error:0.209497
## [269]    train-error:0.209497
## [270]    train-error:0.209497
## [271]    train-error:0.209497
## [272]    train-error:0.206704
## [273]    train-error:0.209497
## [274]    train-error:0.206704
## [275]    train-error:0.206704
## [276]    train-error:0.209497
## [277]    train-error:0.209497
## [278]    train-error:0.209497
## [279]    train-error:0.209497
## [280]    train-error:0.209497
## [281]    train-error:0.209497
## [282]    train-error:0.209497
## [283]    train-error:0.209497
## [284]    train-error:0.209497
## [285]    train-error:0.209497
## [286]    train-error:0.212290
## [287]    train-error:0.212290
## [288]    train-error:0.209497
## [289]    train-error:0.212290
## [290]    train-error:0.212290
## [291]    train-error:0.212290
## [292]    train-error:0.212290
## [293]    train-error:0.209497
## [294]    train-error:0.209497
## [295]    train-error:0.212290
## [296]    train-error:0.209497
## [297]    train-error:0.209497
## [298]    train-error:0.209497
## [299]    train-error:0.209497
## [300]    train-error:0.212290
## [301]    train-error:0.212290
## [302]    train-error:0.212290
## [303]    train-error:0.212290
## [304]    train-error:0.212290
## [305]    train-error:0.212290
## [306]    train-error:0.212290
## [307]    train-error:0.212290
## [308]    train-error:0.212290
## [309]    train-error:0.212290
## [310]    train-error:0.212290
## [311]    train-error:0.212290
## [312]    train-error:0.212290
## [313]    train-error:0.212290
## [314]    train-error:0.212290
## [315]    train-error:0.212290
## [316]    train-error:0.212290
## [317]    train-error:0.212290
## [318]    train-error:0.212290
## [319]    train-error:0.212290
## [320]    train-error:0.212290
## [321]    train-error:0.212290
## [322]    train-error:0.212290
## [323]    train-error:0.212290
## [324]    train-error:0.212290
## [325]    train-error:0.212290
## [326]    train-error:0.212290
## [327]    train-error:0.212290
## [328]    train-error:0.212290
## [329]    train-error:0.212290
## [330]    train-error:0.212290
## [331]    train-error:0.212290
## [332]    train-error:0.212290
## [333]    train-error:0.212290
## [334]    train-error:0.212290
## [335]    train-error:0.212290
## [336]    train-error:0.212290
## [337]    train-error:0.212290
## [338]    train-error:0.209497
## [339]    train-error:0.212290
## [340]    train-error:0.212290
## [341]    train-error:0.212290
## [342]    train-error:0.212290
## [343]    train-error:0.212290
## [344]    train-error:0.209497
## [345]    train-error:0.209497
## [346]    train-error:0.209497
## [347]    train-error:0.209497
## [348]    train-error:0.209497
## [349]    train-error:0.212290
## [350]    train-error:0.212290
## [351]    train-error:0.212290
## [352]    train-error:0.212290
## [353]    train-error:0.212290
## [354]    train-error:0.212290
## [355]    train-error:0.212290
## [356]    train-error:0.212290
## [357]    train-error:0.212290
## [358]    train-error:0.209497
## [359]    train-error:0.209497
## [360]    train-error:0.209497
## [361]    train-error:0.209497
## [362]    train-error:0.209497
## [363]    train-error:0.209497
## [364]    train-error:0.209497
## [365]    train-error:0.209497
## [366]    train-error:0.212290
## [367]    train-error:0.212290
## [368]    train-error:0.212290
## [369]    train-error:0.212290
## [370]    train-error:0.212290
## [371]    train-error:0.212290
## [372]    train-error:0.212290
## [373]    train-error:0.212290
## [374]    train-error:0.212290
## [375]    train-error:0.212290
## [376]    train-error:0.212290
## [377]    train-error:0.212290
## [378]    train-error:0.212290
## [379]    train-error:0.212290
## [380]    train-error:0.212290
## [381]    train-error:0.212290
## [382]    train-error:0.212290
## [383]    train-error:0.209497
## [384]    train-error:0.209497
## [385]    train-error:0.212290
## [386]    train-error:0.209497
## [387]    train-error:0.212290
## [388]    train-error:0.212290
## [389]    train-error:0.212290
## [390]    train-error:0.209497
## [391]    train-error:0.209497
## [392]    train-error:0.209497
## [393]    train-error:0.209497
## [394]    train-error:0.209497
## [395]    train-error:0.209497
## [396]    train-error:0.209497
## [397]    train-error:0.209497
## [398]    train-error:0.209497
## [399]    train-error:0.209497
## [400]    train-error:0.209497
## [401]    train-error:0.209497
## [402]    train-error:0.209497
## [403]    train-error:0.206704
## [404]    train-error:0.206704
## [405]    train-error:0.209497
## [406]    train-error:0.209497
## [407]    train-error:0.206704
## [408]    train-error:0.209497
## [409]    train-error:0.209497
## [410]    train-error:0.209497
## [411]    train-error:0.206704
## [412]    train-error:0.206704
## [413]    train-error:0.206704
## [414]    train-error:0.206704
## [415]    train-error:0.203911
## [416]    train-error:0.203911
## [417]    train-error:0.203911
## [418]    train-error:0.203911
## [419]    train-error:0.203911
## [420]    train-error:0.203911
## [421]    train-error:0.203911
## [422]    train-error:0.206704
## [423]    train-error:0.206704
## [424]    train-error:0.206704
## [425]    train-error:0.203911
## [426]    train-error:0.206704
## [427]    train-error:0.206704
## [428]    train-error:0.206704
## [429]    train-error:0.203911
## [430]    train-error:0.203911
## [431]    train-error:0.203911
## [432]    train-error:0.203911
## [433]    train-error:0.203911
## [434]    train-error:0.203911
## [435]    train-error:0.203911
## [436]    train-error:0.203911
## [437]    train-error:0.203911
## [438]    train-error:0.203911
## [439]    train-error:0.203911
## [440]    train-error:0.203911
## [441]    train-error:0.203911
## [442]    train-error:0.206704
## [443]    train-error:0.206704
## [444]    train-error:0.206704
## [445]    train-error:0.206704
## [446]    train-error:0.206704
## [447]    train-error:0.206704
## [448]    train-error:0.206704
## [449]    train-error:0.206704
## [450]    train-error:0.206704
## [451]    train-error:0.206704
## [452]    train-error:0.206704
## [453]    train-error:0.206704
## [454]    train-error:0.206704
## [455]    train-error:0.206704
## [456]    train-error:0.206704
## [457]    train-error:0.206704
## [458]    train-error:0.206704
## [459]    train-error:0.206704
## [460]    train-error:0.206704
## [461]    train-error:0.206704
## [462]    train-error:0.206704
## [463]    train-error:0.206704
## [464]    train-error:0.206704
## [465]    train-error:0.206704
## [466]    train-error:0.206704
## [467]    train-error:0.206704
## [468]    train-error:0.206704
## [469]    train-error:0.206704
## [470]    train-error:0.206704
## [471]    train-error:0.206704
## [472]    train-error:0.206704
## [473]    train-error:0.206704
## [474]    train-error:0.206704
## [475]    train-error:0.206704
## [476]    train-error:0.206704
## [477]    train-error:0.206704
## [478]    train-error:0.206704
## [479]    train-error:0.206704
## [480]    train-error:0.206704
## [481]    train-error:0.206704
## [482]    train-error:0.206704
## [483]    train-error:0.206704
## [484]    train-error:0.206704
## [485]    train-error:0.206704
## [486]    train-error:0.206704
## [487]    train-error:0.206704
## [488]    train-error:0.206704
## [489]    train-error:0.206704
## [490]    train-error:0.203911
## [491]    train-error:0.206704
## [492]    train-error:0.206704
## [493]    train-error:0.206704
## [494]    train-error:0.206704
## [495]    train-error:0.206704
## [496]    train-error:0.206704
## [497]    train-error:0.206704
## [498]    train-error:0.206704
## [499]    train-error:0.203911
## [500]    train-error:0.203911
## [501]    train-error:0.203911
## [502]    train-error:0.201117
## [503]    train-error:0.201117
## [504]    train-error:0.201117
## [505]    train-error:0.201117
## [506]    train-error:0.201117
## [507]    train-error:0.203911
## [508]    train-error:0.201117
## [509]    train-error:0.201117
## [510]    train-error:0.201117
## [511]    train-error:0.203911
## [512]    train-error:0.203911
## [513]    train-error:0.203911
## [514]    train-error:0.203911
## [515]    train-error:0.206704
## [516]    train-error:0.203911
## [517]    train-error:0.203911
## [518]    train-error:0.203911
## [519]    train-error:0.203911
## [520]    train-error:0.203911
## [521]    train-error:0.203911
## [522]    train-error:0.203911
## [523]    train-error:0.203911
## [524]    train-error:0.203911
## [525]    train-error:0.203911
## [526]    train-error:0.203911
## [527]    train-error:0.203911
## [528]    train-error:0.203911
## [529]    train-error:0.203911
## [530]    train-error:0.201117
## [531]    train-error:0.201117
## [532]    train-error:0.201117
## [533]    train-error:0.203911
## [534]    train-error:0.203911
## [535]    train-error:0.203911
## [536]    train-error:0.203911
## [537]    train-error:0.203911
## [538]    train-error:0.201117
## [539]    train-error:0.203911
## [540]    train-error:0.203911
## [541]    train-error:0.203911
## [542]    train-error:0.203911
## [543]    train-error:0.203911
## [544]    train-error:0.203911
## [545]    train-error:0.203911
## [546]    train-error:0.203911
## [547]    train-error:0.203911
## [0]  train-error:0.190476
## [1]  train-error:0.204482
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.190476
## [12] train-error:0.190476
## [13] train-error:0.190476
## [14] train-error:0.196078
## [15] train-error:0.190476
## [16] train-error:0.190476
## [17] train-error:0.196078
## [18] train-error:0.190476
## [19] train-error:0.193277
## [20] train-error:0.190476
## [21] train-error:0.187675
## [22] train-error:0.190476
## [23] train-error:0.182073
## [24] train-error:0.193277
## [25] train-error:0.182073
## [26] train-error:0.190476
## [27] train-error:0.176471
## [28] train-error:0.190476
## [29] train-error:0.187675
## [30] train-error:0.187675
## [31] train-error:0.193277
## [32] train-error:0.193277
## [33] train-error:0.190476
## [34] train-error:0.196078
## [35] train-error:0.198880
## [36] train-error:0.196078
## [37] train-error:0.193277
## [38] train-error:0.193277
## [39] train-error:0.190476
## [40] train-error:0.187675
## [41] train-error:0.190476
## [42] train-error:0.187675
## [43] train-error:0.187675
## [44] train-error:0.190476
## [45] train-error:0.190476
## [46] train-error:0.193277
## [47] train-error:0.198880
## [48] train-error:0.196078
## [49] train-error:0.190476
## [50] train-error:0.196078
## [51] train-error:0.201681
## [52] train-error:0.198880
## [53] train-error:0.184874
## [54] train-error:0.187675
## [55] train-error:0.190476
## [56] train-error:0.190476
## [57] train-error:0.190476
## [58] train-error:0.187675
## [59] train-error:0.196078
## [60] train-error:0.187675
## [61] train-error:0.190476
## [62] train-error:0.190476
## [63] train-error:0.190476
## [64] train-error:0.190476
## [65] train-error:0.187675
## [66] train-error:0.196078
## [67] train-error:0.184874
## [68] train-error:0.196078
## [69] train-error:0.193277
## [70] train-error:0.196078
## [71] train-error:0.184874
## [72] train-error:0.196078
## [73] train-error:0.184874
## [74] train-error:0.187675
## [75] train-error:0.190476
## [76] train-error:0.190476
## [77] train-error:0.190476
## [78] train-error:0.190476
## [79] train-error:0.187675
## [80] train-error:0.198880
## [81] train-error:0.198880
## [82] train-error:0.196078
## [83] train-error:0.193277
## [84] train-error:0.193277
## [85] train-error:0.193277
## [86] train-error:0.193277
## [87] train-error:0.196078
## [88] train-error:0.193277
## [89] train-error:0.196078
## [90] train-error:0.193277
## [91] train-error:0.198880
## [92] train-error:0.193277
## [93] train-error:0.193277
## [94] train-error:0.193277
## [95] train-error:0.193277
## [96] train-error:0.196078
## [97] train-error:0.196078
## [98] train-error:0.193277
## [99] train-error:0.196078
## [100]    train-error:0.193277
## [101]    train-error:0.196078
## [102]    train-error:0.198880
## [103]    train-error:0.184874
## [104]    train-error:0.190476
## [105]    train-error:0.187675
## [106]    train-error:0.184874
## [107]    train-error:0.196078
## [108]    train-error:0.198880
## [109]    train-error:0.196078
## [110]    train-error:0.196078
## [111]    train-error:0.196078
## [112]    train-error:0.196078
## [113]    train-error:0.198880
## [114]    train-error:0.196078
## [115]    train-error:0.196078
## [116]    train-error:0.187675
## [117]    train-error:0.184874
## [118]    train-error:0.198880
## [119]    train-error:0.190476
## [120]    train-error:0.190476
## [121]    train-error:0.190476
## [122]    train-error:0.190476
## [123]    train-error:0.190476
## [124]    train-error:0.190476
## [125]    train-error:0.190476
## [126]    train-error:0.190476
## [127]    train-error:0.190476
## [128]    train-error:0.190476
## [129]    train-error:0.190476
## [130]    train-error:0.190476
## [131]    train-error:0.190476
## [132]    train-error:0.190476
## [133]    train-error:0.190476
## [134]    train-error:0.190476
## [135]    train-error:0.190476
## [136]    train-error:0.190476
## [137]    train-error:0.190476
## [138]    train-error:0.190476
## [139]    train-error:0.190476
## [140]    train-error:0.190476
## [141]    train-error:0.190476
## [142]    train-error:0.190476
## [143]    train-error:0.190476
## [144]    train-error:0.187675
## [145]    train-error:0.187675
## [146]    train-error:0.190476
## [147]    train-error:0.190476
## [148]    train-error:0.190476
## [149]    train-error:0.190476
## [150]    train-error:0.190476
## [151]    train-error:0.190476
## [152]    train-error:0.190476
## [153]    train-error:0.190476
## [154]    train-error:0.190476
## [155]    train-error:0.190476
## [156]    train-error:0.190476
## [157]    train-error:0.190476
## [158]    train-error:0.190476
## [159]    train-error:0.190476
## [160]    train-error:0.198880
## [161]    train-error:0.187675
## [162]    train-error:0.184874
## [163]    train-error:0.184874
## [164]    train-error:0.196078
## [165]    train-error:0.196078
## [166]    train-error:0.190476
## [167]    train-error:0.190476
## [168]    train-error:0.190476
## [169]    train-error:0.193277
## [170]    train-error:0.190476
## [171]    train-error:0.190476
## [172]    train-error:0.190476
## [173]    train-error:0.190476
## [174]    train-error:0.187675
## [175]    train-error:0.190476
## [176]    train-error:0.193277
## [177]    train-error:0.190476
## [178]    train-error:0.190476
## [179]    train-error:0.190476
## [180]    train-error:0.190476
## [181]    train-error:0.187675
## [182]    train-error:0.184874
## [183]    train-error:0.184874
## [184]    train-error:0.184874
## [185]    train-error:0.187675
## [186]    train-error:0.187675
## [187]    train-error:0.187675
## [188]    train-error:0.187675
## [189]    train-error:0.190476
## [190]    train-error:0.190476
## [191]    train-error:0.182073
## [192]    train-error:0.184874
## [193]    train-error:0.182073
## [194]    train-error:0.190476
## [195]    train-error:0.190476
## [196]    train-error:0.184874
## [197]    train-error:0.193277
## [198]    train-error:0.190476
## [199]    train-error:0.184874
## [200]    train-error:0.187675
## [201]    train-error:0.187675
## [202]    train-error:0.187675
## [203]    train-error:0.184874
## [204]    train-error:0.187675
## [205]    train-error:0.184874
## [206]    train-error:0.187675
## [207]    train-error:0.187675
## [208]    train-error:0.187675
## [209]    train-error:0.187675
## [210]    train-error:0.184874
## [211]    train-error:0.184874
## [212]    train-error:0.187675
## [213]    train-error:0.190476
## [214]    train-error:0.193277
## [215]    train-error:0.190476
## [216]    train-error:0.190476
## [217]    train-error:0.190476
## [218]    train-error:0.190476
## [219]    train-error:0.184874
## [220]    train-error:0.187675
## [221]    train-error:0.187675
## [222]    train-error:0.187675
## [223]    train-error:0.184874
## [224]    train-error:0.187675
## [225]    train-error:0.184874
## [226]    train-error:0.187675
## [227]    train-error:0.187675
## [228]    train-error:0.187675
## [229]    train-error:0.187675
## [230]    train-error:0.187675
## [231]    train-error:0.184874
## [232]    train-error:0.187675
## [233]    train-error:0.184874
## [234]    train-error:0.184874
## [235]    train-error:0.187675
## [236]    train-error:0.187675
## [237]    train-error:0.184874
## [238]    train-error:0.184874
## [239]    train-error:0.184874
## [240]    train-error:0.184874
## [241]    train-error:0.190476
## [242]    train-error:0.187675
## [243]    train-error:0.187675
## [244]    train-error:0.187675
## [245]    train-error:0.187675
## [246]    train-error:0.187675
## [247]    train-error:0.187675
## [248]    train-error:0.187675
## [249]    train-error:0.187675
## [250]    train-error:0.190476
## [251]    train-error:0.190476
## [252]    train-error:0.190476
## [253]    train-error:0.190476
## [254]    train-error:0.193277
## [255]    train-error:0.193277
## [256]    train-error:0.193277
## [257]    train-error:0.193277
## [258]    train-error:0.190476
## [259]    train-error:0.193277
## [260]    train-error:0.196078
## [261]    train-error:0.190476
## [262]    train-error:0.201681
## [263]    train-error:0.198880
## [264]    train-error:0.198880
## [265]    train-error:0.190476
## [266]    train-error:0.196078
## [267]    train-error:0.196078
## [268]    train-error:0.196078
## [269]    train-error:0.196078
## [270]    train-error:0.198880
## [271]    train-error:0.196078
## [272]    train-error:0.193277
## [273]    train-error:0.184874
## [274]    train-error:0.187675
## [275]    train-error:0.182073
## [276]    train-error:0.182073
## [277]    train-error:0.187675
## [278]    train-error:0.184874
## [279]    train-error:0.187675
## [280]    train-error:0.187675
## [281]    train-error:0.184874
## [282]    train-error:0.182073
## [283]    train-error:0.184874
## [284]    train-error:0.179272
## [285]    train-error:0.182073
## [286]    train-error:0.182073
## [287]    train-error:0.184874
## [288]    train-error:0.187675
## [289]    train-error:0.190476
## [290]    train-error:0.190476
## [291]    train-error:0.190476
## [292]    train-error:0.190476
## [293]    train-error:0.184874
## [294]    train-error:0.182073
## [295]    train-error:0.182073
## [296]    train-error:0.182073
## [297]    train-error:0.190476
## [298]    train-error:0.190476
## [299]    train-error:0.190476
## [300]    train-error:0.187675
## [301]    train-error:0.187675
## [302]    train-error:0.182073
## [303]    train-error:0.187675
## [304]    train-error:0.184874
## [305]    train-error:0.187675
## [306]    train-error:0.187675
## [307]    train-error:0.187675
## [308]    train-error:0.187675
## [309]    train-error:0.190476
## [310]    train-error:0.184874
## [311]    train-error:0.182073
## [312]    train-error:0.182073
## [313]    train-error:0.182073
## [314]    train-error:0.184874
## [315]    train-error:0.184874
## [316]    train-error:0.182073
## [317]    train-error:0.179272
## [318]    train-error:0.179272
## [319]    train-error:0.179272
## [320]    train-error:0.179272
## [321]    train-error:0.179272
## [322]    train-error:0.179272
## [323]    train-error:0.176471
## [324]    train-error:0.176471
## [325]    train-error:0.179272
## [326]    train-error:0.179272
## [327]    train-error:0.179272
## [328]    train-error:0.179272
## [329]    train-error:0.176471
## [330]    train-error:0.179272
## [331]    train-error:0.176471
## [332]    train-error:0.179272
## [333]    train-error:0.179272
## [334]    train-error:0.179272
## [335]    train-error:0.179272
## [336]    train-error:0.176471
## [337]    train-error:0.176471
## [338]    train-error:0.176471
## [339]    train-error:0.173669
## [340]    train-error:0.173669
## [341]    train-error:0.170868
## [342]    train-error:0.176471
## [343]    train-error:0.173669
## [344]    train-error:0.173669
## [345]    train-error:0.173669
## [346]    train-error:0.173669
## [347]    train-error:0.173669
## [348]    train-error:0.173669
## [349]    train-error:0.176471
## [350]    train-error:0.176471
## [351]    train-error:0.176471
## [352]    train-error:0.173669
## [353]    train-error:0.173669
## [354]    train-error:0.173669
## [355]    train-error:0.176471
## [356]    train-error:0.176471
## [357]    train-error:0.176471
## [358]    train-error:0.176471
## [359]    train-error:0.176471
## [360]    train-error:0.179272
## [361]    train-error:0.179272
## [362]    train-error:0.176471
## [363]    train-error:0.176471
## [364]    train-error:0.179272
## [365]    train-error:0.176471
## [366]    train-error:0.176471
## [367]    train-error:0.179272
## [368]    train-error:0.179272
## [369]    train-error:0.176471
## [370]    train-error:0.179272
## [371]    train-error:0.179272
## [372]    train-error:0.179272
## [373]    train-error:0.176471
## [374]    train-error:0.176471
## [375]    train-error:0.176471
## [376]    train-error:0.176471
## [377]    train-error:0.176471
## [378]    train-error:0.176471
## [379]    train-error:0.179272
## [380]    train-error:0.179272
## [381]    train-error:0.179272
## [382]    train-error:0.179272
## [383]    train-error:0.179272
## [384]    train-error:0.179272
## [385]    train-error:0.176471
## [386]    train-error:0.176471
## [387]    train-error:0.176471
## [388]    train-error:0.176471
## [389]    train-error:0.176471
## [390]    train-error:0.176471
## [391]    train-error:0.179272
## [392]    train-error:0.179272
## [393]    train-error:0.179272
## [394]    train-error:0.176471
## [395]    train-error:0.179272
## [396]    train-error:0.179272
## [397]    train-error:0.179272
## [398]    train-error:0.179272
## [399]    train-error:0.179272
## [400]    train-error:0.182073
## [401]    train-error:0.182073
## [402]    train-error:0.182073
## [403]    train-error:0.179272
## [404]    train-error:0.179272
## [405]    train-error:0.182073
## [406]    train-error:0.176471
## [407]    train-error:0.179272
## [408]    train-error:0.176471
## [409]    train-error:0.176471
## [410]    train-error:0.179272
## [411]    train-error:0.173669
## [412]    train-error:0.176471
## [413]    train-error:0.176471
## [414]    train-error:0.173669
## [415]    train-error:0.176471
## [416]    train-error:0.173669
## [417]    train-error:0.176471
## [418]    train-error:0.176471
## [419]    train-error:0.176471
## [420]    train-error:0.176471
## [421]    train-error:0.173669
## [422]    train-error:0.179272
## [423]    train-error:0.179272
## [424]    train-error:0.179272
## [425]    train-error:0.176471
## [426]    train-error:0.176471
## [427]    train-error:0.179272
## [428]    train-error:0.179272
## [429]    train-error:0.179272
## [430]    train-error:0.179272
## [431]    train-error:0.182073
## [432]    train-error:0.179272
## [433]    train-error:0.179272
## [434]    train-error:0.179272
## [435]    train-error:0.179272
## [436]    train-error:0.179272
## [437]    train-error:0.179272
## [438]    train-error:0.179272
## [439]    train-error:0.179272
## [440]    train-error:0.179272
## [441]    train-error:0.179272
## [442]    train-error:0.179272
## [443]    train-error:0.179272
## [444]    train-error:0.179272
## [445]    train-error:0.179272
## [446]    train-error:0.179272
## [447]    train-error:0.173669
## [448]    train-error:0.176471
## [449]    train-error:0.173669
## [450]    train-error:0.170868
## [451]    train-error:0.173669
## [452]    train-error:0.170868
## [453]    train-error:0.173669
## [454]    train-error:0.170868
## [455]    train-error:0.173669
## [456]    train-error:0.173669
## [457]    train-error:0.176471
## [458]    train-error:0.173669
## [459]    train-error:0.170868
## [460]    train-error:0.173669
## [461]    train-error:0.173669
## [462]    train-error:0.176471
## [463]    train-error:0.179272
## [464]    train-error:0.173669
## [465]    train-error:0.170868
## [466]    train-error:0.173669
## [467]    train-error:0.173669
## [468]    train-error:0.173669
## [469]    train-error:0.179272
## [470]    train-error:0.179272
## [471]    train-error:0.179272
## [472]    train-error:0.179272
## [473]    train-error:0.182073
## [474]    train-error:0.182073
## [475]    train-error:0.179272
## [476]    train-error:0.179272
## [477]    train-error:0.179272
## [478]    train-error:0.179272
## [479]    train-error:0.179272
## [480]    train-error:0.179272
## [481]    train-error:0.179272
## [482]    train-error:0.179272
## [483]    train-error:0.179272
## [484]    train-error:0.179272
## [485]    train-error:0.179272
## [486]    train-error:0.176471
## [487]    train-error:0.176471
## [488]    train-error:0.176471
## [489]    train-error:0.176471
## [490]    train-error:0.176471
## [491]    train-error:0.159664
## [492]    train-error:0.159664
## [493]    train-error:0.162465
## [494]    train-error:0.165266
## [495]    train-error:0.159664
## [496]    train-error:0.162465
## [497]    train-error:0.162465
## [498]    train-error:0.173669
## [499]    train-error:0.159664
## [500]    train-error:0.162465
## [501]    train-error:0.162465
## [502]    train-error:0.165266
## [503]    train-error:0.165266
## [504]    train-error:0.162465
## [505]    train-error:0.170868
## [506]    train-error:0.165266
## [507]    train-error:0.170868
## [508]    train-error:0.165266
## [509]    train-error:0.162465
## [510]    train-error:0.162465
## [511]    train-error:0.165266
## [512]    train-error:0.162465
## [513]    train-error:0.165266
## [514]    train-error:0.165266
## [515]    train-error:0.170868
## [516]    train-error:0.165266
## [517]    train-error:0.170868
## [518]    train-error:0.170868
## [519]    train-error:0.170868
## [520]    train-error:0.168067
## [521]    train-error:0.168067
## [522]    train-error:0.165266
## [523]    train-error:0.168067
## [524]    train-error:0.170868
## [525]    train-error:0.170868
## [526]    train-error:0.168067
## [527]    train-error:0.170868
## [528]    train-error:0.168067
## [529]    train-error:0.168067
## [530]    train-error:0.165266
## [531]    train-error:0.165266
## [532]    train-error:0.168067
## [533]    train-error:0.165266
## [534]    train-error:0.165266
## [535]    train-error:0.165266
## [536]    train-error:0.165266
## [537]    train-error:0.165266
## [538]    train-error:0.165266
## [539]    train-error:0.162465
## [540]    train-error:0.165266
## [541]    train-error:0.162465
## [542]    train-error:0.162465
## [543]    train-error:0.162465
## [544]    train-error:0.162465
## [545]    train-error:0.162465
## [546]    train-error:0.162465
## [547]    train-error:0.165266
## [0]  train-error:0.355742
## [1]  train-error:0.347339
## [2]  train-error:0.305322
## [3]  train-error:0.224090
## [4]  train-error:0.232493
## [5]  train-error:0.268908
## [6]  train-error:0.291317
## [7]  train-error:0.257703
## [8]  train-error:0.229692
## [9]  train-error:0.212885
## [10] train-error:0.226891
## [11] train-error:0.246499
## [12] train-error:0.224090
## [13] train-error:0.215686
## [14] train-error:0.221289
## [15] train-error:0.215686
## [16] train-error:0.229692
## [17] train-error:0.224090
## [18] train-error:0.207283
## [19] train-error:0.212885
## [20] train-error:0.215686
## [21] train-error:0.221289
## [22] train-error:0.210084
## [23] train-error:0.215686
## [24] train-error:0.218487
## [25] train-error:0.210084
## [26] train-error:0.218487
## [27] train-error:0.215686
## [28] train-error:0.212885
## [29] train-error:0.212885
## [30] train-error:0.212885
## [31] train-error:0.218487
## [32] train-error:0.218487
## [33] train-error:0.212885
## [34] train-error:0.212885
## [35] train-error:0.212885
## [36] train-error:0.218487
## [37] train-error:0.218487
## [38] train-error:0.215686
## [39] train-error:0.215686
## [40] train-error:0.215686
## [41] train-error:0.215686
## [42] train-error:0.221289
## [43] train-error:0.221289
## [44] train-error:0.224090
## [45] train-error:0.221289
## [46] train-error:0.226891
## [47] train-error:0.226891
## [48] train-error:0.224090
## [49] train-error:0.226891
## [50] train-error:0.226891
## [51] train-error:0.226891
## [52] train-error:0.229692
## [53] train-error:0.226891
## [54] train-error:0.224090
## [55] train-error:0.224090
## [56] train-error:0.221289
## [57] train-error:0.221289
## [58] train-error:0.221289
## [59] train-error:0.221289
## [60] train-error:0.221289
## [61] train-error:0.221289
## [62] train-error:0.224090
## [63] train-error:0.224090
## [64] train-error:0.224090
## [65] train-error:0.226891
## [66] train-error:0.226891
## [67] train-error:0.226891
## [68] train-error:0.224090
## [69] train-error:0.224090
## [70] train-error:0.226891
## [71] train-error:0.221289
## [72] train-error:0.221289
## [73] train-error:0.218487
## [74] train-error:0.218487
## [75] train-error:0.221289
## [76] train-error:0.212885
## [77] train-error:0.212885
## [78] train-error:0.212885
## [79] train-error:0.212885
## [80] train-error:0.215686
## [81] train-error:0.218487
## [82] train-error:0.218487
## [83] train-error:0.215686
## [84] train-error:0.218487
## [85] train-error:0.215686
## [86] train-error:0.218487
## [87] train-error:0.218487
## [88] train-error:0.218487
## [89] train-error:0.218487
## [90] train-error:0.210084
## [91] train-error:0.212885
## [92] train-error:0.210084
## [93] train-error:0.210084
## [94] train-error:0.210084
## [95] train-error:0.212885
## [96] train-error:0.212885
## [97] train-error:0.212885
## [98] train-error:0.212885
## [99] train-error:0.212885
## [100]    train-error:0.215686
## [101]    train-error:0.224090
## [102]    train-error:0.218487
## [103]    train-error:0.221289
## [104]    train-error:0.215686
## [105]    train-error:0.218487
## [106]    train-error:0.212885
## [107]    train-error:0.212885
## [108]    train-error:0.212885
## [109]    train-error:0.212885
## [110]    train-error:0.212885
## [111]    train-error:0.212885
## [112]    train-error:0.212885
## [113]    train-error:0.212885
## [114]    train-error:0.212885
## [115]    train-error:0.212885
## [116]    train-error:0.212885
## [117]    train-error:0.212885
## [118]    train-error:0.212885
## [119]    train-error:0.212885
## [120]    train-error:0.207283
## [121]    train-error:0.207283
## [122]    train-error:0.207283
## [123]    train-error:0.207283
## [124]    train-error:0.207283
## [125]    train-error:0.210084
## [126]    train-error:0.210084
## [127]    train-error:0.210084
## [128]    train-error:0.212885
## [129]    train-error:0.210084
## [130]    train-error:0.210084
## [131]    train-error:0.210084
## [132]    train-error:0.207283
## [133]    train-error:0.212885
## [134]    train-error:0.210084
## [135]    train-error:0.212885
## [136]    train-error:0.212885
## [137]    train-error:0.212885
## [138]    train-error:0.212885
## [139]    train-error:0.212885
## [140]    train-error:0.212885
## [141]    train-error:0.212885
## [142]    train-error:0.212885
## [143]    train-error:0.212885
## [144]    train-error:0.212885
## [145]    train-error:0.212885
## [146]    train-error:0.212885
## [147]    train-error:0.212885
## [148]    train-error:0.212885
## [149]    train-error:0.215686
## [150]    train-error:0.212885
## [151]    train-error:0.210084
## [152]    train-error:0.212885
## [153]    train-error:0.212885
## [154]    train-error:0.212885
## [155]    train-error:0.212885
## [156]    train-error:0.212885
## [157]    train-error:0.212885
## [158]    train-error:0.210084
## [159]    train-error:0.210084
## [160]    train-error:0.210084
## [161]    train-error:0.210084
## [162]    train-error:0.210084
## [163]    train-error:0.210084
## [164]    train-error:0.210084
## [165]    train-error:0.210084
## [166]    train-error:0.210084
## [167]    train-error:0.210084
## [168]    train-error:0.210084
## [169]    train-error:0.210084
## [170]    train-error:0.210084
## [171]    train-error:0.210084
## [172]    train-error:0.210084
## [173]    train-error:0.210084
## [174]    train-error:0.210084
## [175]    train-error:0.212885
## [176]    train-error:0.212885
## [177]    train-error:0.210084
## [178]    train-error:0.210084
## [179]    train-error:0.210084
## [180]    train-error:0.210084
## [181]    train-error:0.212885
## [182]    train-error:0.215686
## [183]    train-error:0.215686
## [184]    train-error:0.215686
## [185]    train-error:0.215686
## [186]    train-error:0.215686
## [187]    train-error:0.215686
## [188]    train-error:0.215686
## [189]    train-error:0.215686
## [190]    train-error:0.215686
## [191]    train-error:0.212885
## [192]    train-error:0.212885
## [193]    train-error:0.215686
## [194]    train-error:0.215686
## [195]    train-error:0.212885
## [196]    train-error:0.215686
## [197]    train-error:0.212885
## [198]    train-error:0.215686
## [199]    train-error:0.212885
## [200]    train-error:0.212885
## [201]    train-error:0.210084
## [202]    train-error:0.212885
## [203]    train-error:0.210084
## [204]    train-error:0.212885
## [205]    train-error:0.212885
## [206]    train-error:0.210084
## [207]    train-error:0.207283
## [208]    train-error:0.207283
## [209]    train-error:0.207283
## [210]    train-error:0.207283
## [211]    train-error:0.210084
## [212]    train-error:0.207283
## [213]    train-error:0.207283
## [214]    train-error:0.204482
## [215]    train-error:0.207283
## [216]    train-error:0.207283
## [217]    train-error:0.201681
## [218]    train-error:0.207283
## [219]    train-error:0.204482
## [220]    train-error:0.201681
## [221]    train-error:0.201681
## [222]    train-error:0.201681
## [223]    train-error:0.201681
## [224]    train-error:0.207283
## [225]    train-error:0.212885
## [226]    train-error:0.212885
## [227]    train-error:0.212885
## [228]    train-error:0.212885
## [229]    train-error:0.212885
## [230]    train-error:0.212885
## [231]    train-error:0.212885
## [232]    train-error:0.212885
## [233]    train-error:0.210084
## [234]    train-error:0.210084
## [235]    train-error:0.210084
## [236]    train-error:0.210084
## [237]    train-error:0.210084
## [238]    train-error:0.210084
## [239]    train-error:0.204482
## [240]    train-error:0.204482
## [241]    train-error:0.204482
## [242]    train-error:0.204482
## [243]    train-error:0.204482
## [244]    train-error:0.204482
## [245]    train-error:0.204482
## [246]    train-error:0.204482
## [247]    train-error:0.204482
## [248]    train-error:0.204482
## [249]    train-error:0.204482
## [250]    train-error:0.204482
## [251]    train-error:0.204482
## [252]    train-error:0.204482
## [253]    train-error:0.204482
## [254]    train-error:0.204482
## [255]    train-error:0.204482
## [256]    train-error:0.204482
## [257]    train-error:0.198880
## [258]    train-error:0.198880
## [259]    train-error:0.201681
## [260]    train-error:0.198880
## [261]    train-error:0.198880
## [262]    train-error:0.198880
## [263]    train-error:0.198880
## [264]    train-error:0.198880
## [265]    train-error:0.198880
## [266]    train-error:0.198880
## [267]    train-error:0.198880
## [268]    train-error:0.198880
## [269]    train-error:0.198880
## [270]    train-error:0.198880
## [271]    train-error:0.198880
## [272]    train-error:0.198880
## [273]    train-error:0.198880
## [274]    train-error:0.198880
## [275]    train-error:0.201681
## [276]    train-error:0.201681
## [277]    train-error:0.201681
## [278]    train-error:0.201681
## [279]    train-error:0.201681
## [280]    train-error:0.198880
## [281]    train-error:0.198880
## [282]    train-error:0.198880
## [283]    train-error:0.198880
## [284]    train-error:0.201681
## [285]    train-error:0.201681
## [286]    train-error:0.201681
## [287]    train-error:0.201681
## [288]    train-error:0.198880
## [289]    train-error:0.198880
## [290]    train-error:0.198880
## [291]    train-error:0.201681
## [292]    train-error:0.201681
## [293]    train-error:0.201681
## [294]    train-error:0.201681
## [295]    train-error:0.201681
## [296]    train-error:0.201681
## [297]    train-error:0.201681
## [298]    train-error:0.201681
## [299]    train-error:0.201681
## [300]    train-error:0.201681
## [301]    train-error:0.204482
## [302]    train-error:0.201681
## [303]    train-error:0.201681
## [304]    train-error:0.201681
## [305]    train-error:0.201681
## [306]    train-error:0.204482
## [307]    train-error:0.201681
## [308]    train-error:0.204482
## [309]    train-error:0.204482
## [310]    train-error:0.204482
## [311]    train-error:0.207283
## [312]    train-error:0.198880
## [313]    train-error:0.198880
## [314]    train-error:0.204482
## [315]    train-error:0.196078
## [316]    train-error:0.196078
## [317]    train-error:0.198880
## [318]    train-error:0.198880
## [319]    train-error:0.201681
## [320]    train-error:0.201681
## [321]    train-error:0.201681
## [322]    train-error:0.201681
## [323]    train-error:0.201681
## [324]    train-error:0.201681
## [325]    train-error:0.198880
## [326]    train-error:0.198880
## [327]    train-error:0.198880
## [328]    train-error:0.198880
## [329]    train-error:0.198880
## [330]    train-error:0.198880
## [331]    train-error:0.198880
## [332]    train-error:0.198880
## [333]    train-error:0.198880
## [334]    train-error:0.198880
## [335]    train-error:0.198880
## [336]    train-error:0.198880
## [337]    train-error:0.198880
## [338]    train-error:0.198880
## [339]    train-error:0.198880
## [340]    train-error:0.198880
## [341]    train-error:0.198880
## [342]    train-error:0.198880
## [343]    train-error:0.198880
## [344]    train-error:0.198880
## [345]    train-error:0.198880
## [346]    train-error:0.198880
## [347]    train-error:0.198880
## [348]    train-error:0.198880
## [349]    train-error:0.198880
## [350]    train-error:0.198880
## [351]    train-error:0.198880
## [352]    train-error:0.198880
## [353]    train-error:0.198880
## [354]    train-error:0.198880
## [355]    train-error:0.198880
## [356]    train-error:0.198880
## [357]    train-error:0.198880
## [358]    train-error:0.198880
## [359]    train-error:0.198880
## [360]    train-error:0.198880
## [361]    train-error:0.198880
## [362]    train-error:0.198880
## [363]    train-error:0.201681
## [364]    train-error:0.198880
## [365]    train-error:0.198880
## [366]    train-error:0.198880
## [367]    train-error:0.198880
## [368]    train-error:0.198880
## [369]    train-error:0.198880
## [370]    train-error:0.198880
## [371]    train-error:0.198880
## [372]    train-error:0.198880
## [373]    train-error:0.198880
## [374]    train-error:0.198880
## [375]    train-error:0.198880
## [376]    train-error:0.198880
## [377]    train-error:0.198880
## [378]    train-error:0.198880
## [379]    train-error:0.198880
## [380]    train-error:0.198880
## [381]    train-error:0.198880
## [382]    train-error:0.198880
## [383]    train-error:0.198880
## [384]    train-error:0.198880
## [385]    train-error:0.198880
## [386]    train-error:0.198880
## [387]    train-error:0.198880
## [388]    train-error:0.198880
## [389]    train-error:0.198880
## [390]    train-error:0.201681
## [391]    train-error:0.201681
## [392]    train-error:0.201681
## [393]    train-error:0.201681
## [394]    train-error:0.201681
## [395]    train-error:0.198880
## [396]    train-error:0.201681
## [397]    train-error:0.201681
## [398]    train-error:0.204482
## [399]    train-error:0.204482
## [400]    train-error:0.204482
## [401]    train-error:0.201681
## [402]    train-error:0.198880
## [403]    train-error:0.198880
## [404]    train-error:0.198880
## [405]    train-error:0.201681
## [406]    train-error:0.201681
## [407]    train-error:0.201681
## [408]    train-error:0.201681
## [409]    train-error:0.201681
## [410]    train-error:0.201681
## [411]    train-error:0.201681
## [412]    train-error:0.201681
## [413]    train-error:0.198880
## [414]    train-error:0.198880
## [415]    train-error:0.198880
## [416]    train-error:0.198880
## [417]    train-error:0.201681
## [418]    train-error:0.201681
## [419]    train-error:0.201681
## [420]    train-error:0.201681
## [421]    train-error:0.201681
## [422]    train-error:0.198880
## [423]    train-error:0.198880
## [424]    train-error:0.198880
## [425]    train-error:0.201681
## [426]    train-error:0.201681
## [427]    train-error:0.201681
## [428]    train-error:0.198880
## [429]    train-error:0.198880
## [430]    train-error:0.201681
## [431]    train-error:0.201681
## [432]    train-error:0.198880
## [433]    train-error:0.198880
## [434]    train-error:0.198880
## [435]    train-error:0.198880
## [436]    train-error:0.198880
## [437]    train-error:0.198880
## [438]    train-error:0.198880
## [439]    train-error:0.198880
## [440]    train-error:0.198880
## [441]    train-error:0.198880
## [442]    train-error:0.196078
## [443]    train-error:0.198880
## [444]    train-error:0.198880
## [445]    train-error:0.198880
## [446]    train-error:0.198880
## [447]    train-error:0.198880
## [448]    train-error:0.198880
## [449]    train-error:0.198880
## [450]    train-error:0.198880
## [451]    train-error:0.198880
## [452]    train-error:0.198880
## [453]    train-error:0.198880
## [454]    train-error:0.198880
## [455]    train-error:0.198880
## [456]    train-error:0.198880
## [457]    train-error:0.198880
## [458]    train-error:0.198880
## [459]    train-error:0.198880
## [460]    train-error:0.198880
## [461]    train-error:0.198880
## [462]    train-error:0.198880
## [463]    train-error:0.198880
## [464]    train-error:0.198880
## [465]    train-error:0.198880
## [466]    train-error:0.198880
## [467]    train-error:0.198880
## [468]    train-error:0.196078
## [469]    train-error:0.196078
## [470]    train-error:0.198880
## [471]    train-error:0.196078
## [472]    train-error:0.196078
## [473]    train-error:0.196078
## [474]    train-error:0.198880
## [475]    train-error:0.198880
## [476]    train-error:0.198880
## [477]    train-error:0.198880
## [478]    train-error:0.198880
## [479]    train-error:0.198880
## [480]    train-error:0.198880
## [481]    train-error:0.198880
## [482]    train-error:0.196078
## [483]    train-error:0.196078
## [484]    train-error:0.198880
## [485]    train-error:0.196078
## [486]    train-error:0.196078
## [487]    train-error:0.196078
## [488]    train-error:0.196078
## [489]    train-error:0.198880
## [490]    train-error:0.196078
## [491]    train-error:0.196078
## [492]    train-error:0.196078
## [493]    train-error:0.198880
## [494]    train-error:0.198880
## [495]    train-error:0.198880
## [496]    train-error:0.196078
## [497]    train-error:0.198880
## [498]    train-error:0.198880
## [499]    train-error:0.196078
## [500]    train-error:0.196078
## [501]    train-error:0.193277
## [502]    train-error:0.193277
## [503]    train-error:0.193277
## [504]    train-error:0.193277
## [505]    train-error:0.196078
## [506]    train-error:0.196078
## [507]    train-error:0.198880
## [508]    train-error:0.198880
## [509]    train-error:0.198880
## [510]    train-error:0.196078
## [511]    train-error:0.196078
## [512]    train-error:0.196078
## [513]    train-error:0.196078
## [514]    train-error:0.196078
## [515]    train-error:0.196078
## [516]    train-error:0.196078
## [517]    train-error:0.196078
## [518]    train-error:0.196078
## [519]    train-error:0.196078
## [520]    train-error:0.196078
## [521]    train-error:0.196078
## [522]    train-error:0.196078
## [523]    train-error:0.196078
## [524]    train-error:0.196078
## [525]    train-error:0.198880
## [526]    train-error:0.196078
## [527]    train-error:0.196078
## [528]    train-error:0.196078
## [529]    train-error:0.196078
## [530]    train-error:0.196078
## [531]    train-error:0.196078
## [532]    train-error:0.196078
## [533]    train-error:0.193277
## [534]    train-error:0.193277
## [535]    train-error:0.196078
## [536]    train-error:0.196078
## [537]    train-error:0.196078
## [538]    train-error:0.196078
## [539]    train-error:0.196078
## [540]    train-error:0.196078
## [541]    train-error:0.196078
## [542]    train-error:0.196078
## [543]    train-error:0.196078
## [544]    train-error:0.196078
## [545]    train-error:0.196078
## [546]    train-error:0.196078
## [547]    train-error:0.196078
## [0]  train-error:0.304469
## [1]  train-error:0.215084
## [2]  train-error:0.195531
## [3]  train-error:0.192737
## [4]  train-error:0.201117
## [5]  train-error:0.203911
## [6]  train-error:0.187151
## [7]  train-error:0.198324
## [8]  train-error:0.187151
## [9]  train-error:0.184358
## [10] train-error:0.189944
## [11] train-error:0.175978
## [12] train-error:0.173184
## [13] train-error:0.175978
## [14] train-error:0.184358
## [15] train-error:0.164804
## [16] train-error:0.170391
## [17] train-error:0.167598
## [18] train-error:0.164804
## [19] train-error:0.170391
## [20] train-error:0.164804
## [21] train-error:0.167598
## [22] train-error:0.170391
## [23] train-error:0.164804
## [24] train-error:0.164804
## [25] train-error:0.170391
## [26] train-error:0.164804
## [27] train-error:0.167598
## [28] train-error:0.170391
## [29] train-error:0.173184
## [30] train-error:0.173184
## [31] train-error:0.173184
## [32] train-error:0.175978
## [33] train-error:0.170391
## [34] train-error:0.175978
## [35] train-error:0.175978
## [36] train-error:0.175978
## [37] train-error:0.173184
## [38] train-error:0.170391
## [39] train-error:0.175978
## [40] train-error:0.175978
## [41] train-error:0.173184
## [42] train-error:0.170391
## [43] train-error:0.175978
## [44] train-error:0.175978
## [45] train-error:0.167598
## [46] train-error:0.167598
## [47] train-error:0.164804
## [48] train-error:0.164804
## [49] train-error:0.164804
## [50] train-error:0.162011
## [51] train-error:0.162011
## [52] train-error:0.156425
## [53] train-error:0.164804
## [54] train-error:0.167598
## [55] train-error:0.164804
## [56] train-error:0.167598
## [57] train-error:0.162011
## [58] train-error:0.164804
## [59] train-error:0.159218
## [60] train-error:0.159218
## [61] train-error:0.162011
## [62] train-error:0.156425
## [63] train-error:0.159218
## [64] train-error:0.159218
## [65] train-error:0.159218
## [66] train-error:0.156425
## [67] train-error:0.150838
## [68] train-error:0.153631
## [69] train-error:0.150838
## [70] train-error:0.150838
## [71] train-error:0.148045
## [72] train-error:0.150838
## [73] train-error:0.148045
## [74] train-error:0.148045
## [75] train-error:0.145251
## [76] train-error:0.142458
## [77] train-error:0.156425
## [78] train-error:0.142458
## [79] train-error:0.142458
## [80] train-error:0.142458
## [81] train-error:0.139665
## [82] train-error:0.145251
## [83] train-error:0.145251
## [84] train-error:0.148045
## [85] train-error:0.142458
## [86] train-error:0.142458
## [87] train-error:0.139665
## [88] train-error:0.145251
## [89] train-error:0.148045
## [90] train-error:0.142458
## [91] train-error:0.139665
## [92] train-error:0.145251
## [93] train-error:0.150838
## [94] train-error:0.145251
## [95] train-error:0.145251
## [96] train-error:0.148045
## [97] train-error:0.145251
## [98] train-error:0.150838
## [99] train-error:0.148045
## [100]    train-error:0.148045
## [101]    train-error:0.148045
## [102]    train-error:0.150838
## [103]    train-error:0.150838
## [104]    train-error:0.150838
## [105]    train-error:0.148045
## [106]    train-error:0.153631
## [107]    train-error:0.148045
## [108]    train-error:0.148045
## [109]    train-error:0.150838
## [110]    train-error:0.153631
## [111]    train-error:0.150838
## [112]    train-error:0.148045
## [113]    train-error:0.145251
## [114]    train-error:0.148045
## [115]    train-error:0.142458
## [116]    train-error:0.145251
## [117]    train-error:0.139665
## [118]    train-error:0.136872
## [119]    train-error:0.136872
## [120]    train-error:0.139665
## [121]    train-error:0.134078
## [122]    train-error:0.134078
## [123]    train-error:0.139665
## [124]    train-error:0.136872
## [125]    train-error:0.134078
## [126]    train-error:0.134078
## [127]    train-error:0.136872
## [128]    train-error:0.139665
## [129]    train-error:0.134078
## [130]    train-error:0.134078
## [131]    train-error:0.136872
## [132]    train-error:0.134078
## [133]    train-error:0.139665
## [134]    train-error:0.142458
## [135]    train-error:0.139665
## [136]    train-error:0.136872
## [137]    train-error:0.139665
## [138]    train-error:0.136872
## [139]    train-error:0.142458
## [140]    train-error:0.136872
## [141]    train-error:0.139665
## [142]    train-error:0.136872
## [143]    train-error:0.139665
## [144]    train-error:0.139665
## [145]    train-error:0.139665
## [146]    train-error:0.136872
## [147]    train-error:0.139665
## [148]    train-error:0.139665
## [149]    train-error:0.139665
## [150]    train-error:0.139665
## [151]    train-error:0.139665
## [152]    train-error:0.142458
## [153]    train-error:0.136872
## [154]    train-error:0.136872
## [155]    train-error:0.136872
## [156]    train-error:0.142458
## [157]    train-error:0.139665
## [158]    train-error:0.139665
## [159]    train-error:0.139665
## [160]    train-error:0.139665
## [161]    train-error:0.134078
## [162]    train-error:0.136872
## [163]    train-error:0.139665
## [164]    train-error:0.131285
## [165]    train-error:0.131285
## [166]    train-error:0.134078
## [167]    train-error:0.134078
## [168]    train-error:0.134078
## [169]    train-error:0.131285
## [170]    train-error:0.131285
## [171]    train-error:0.134078
## [172]    train-error:0.131285
## [173]    train-error:0.122905
## [174]    train-error:0.125698
## [175]    train-error:0.125698
## [176]    train-error:0.122905
## [177]    train-error:0.122905
## [178]    train-error:0.131285
## [179]    train-error:0.125698
## [180]    train-error:0.128492
## [181]    train-error:0.131285
## [182]    train-error:0.131285
## [183]    train-error:0.131285
## [184]    train-error:0.131285
## [185]    train-error:0.131285
## [186]    train-error:0.134078
## [187]    train-error:0.131285
## [188]    train-error:0.125698
## [189]    train-error:0.125698
## [190]    train-error:0.122905
## [191]    train-error:0.122905
## [192]    train-error:0.125698
## [193]    train-error:0.131285
## [194]    train-error:0.122905
## [195]    train-error:0.122905
## [196]    train-error:0.125698
## [197]    train-error:0.131285
## [198]    train-error:0.125698
## [199]    train-error:0.120112
## [200]    train-error:0.125698
## [201]    train-error:0.122905
## [202]    train-error:0.122905
## [203]    train-error:0.125698
## [204]    train-error:0.120112
## [205]    train-error:0.120112
## [206]    train-error:0.122905
## [207]    train-error:0.120112
## [208]    train-error:0.120112
## [209]    train-error:0.117318
## [210]    train-error:0.120112
## [211]    train-error:0.122905
## [212]    train-error:0.122905
## [213]    train-error:0.128492
## [214]    train-error:0.128492
## [215]    train-error:0.122905
## [216]    train-error:0.120112
## [217]    train-error:0.120112
## [218]    train-error:0.122905
## [219]    train-error:0.122905
## [220]    train-error:0.122905
## [221]    train-error:0.120112
## [222]    train-error:0.120112
## [223]    train-error:0.117318
## [224]    train-error:0.125698
## [225]    train-error:0.128492
## [226]    train-error:0.125698
## [227]    train-error:0.117318
## [228]    train-error:0.122905
## [229]    train-error:0.122905
## [230]    train-error:0.125698
## [231]    train-error:0.128492
## [232]    train-error:0.125698
## [233]    train-error:0.125698
## [234]    train-error:0.125698
## [235]    train-error:0.122905
## [236]    train-error:0.120112
## [237]    train-error:0.117318
## [238]    train-error:0.122905
## [239]    train-error:0.120112
## [240]    train-error:0.120112
## [241]    train-error:0.122905
## [242]    train-error:0.122905
## [243]    train-error:0.120112
## [244]    train-error:0.120112
## [245]    train-error:0.122905
## [246]    train-error:0.120112
## [247]    train-error:0.114525
## [248]    train-error:0.114525
## [249]    train-error:0.120112
## [250]    train-error:0.120112
## [251]    train-error:0.125698
## [252]    train-error:0.117318
## [253]    train-error:0.114525
## [254]    train-error:0.117318
## [255]    train-error:0.111732
## [256]    train-error:0.120112
## [257]    train-error:0.117318
## [258]    train-error:0.120112
## [259]    train-error:0.120112
## [260]    train-error:0.120112
## [261]    train-error:0.120112
## [262]    train-error:0.120112
## [263]    train-error:0.122905
## [264]    train-error:0.120112
## [265]    train-error:0.122905
## [266]    train-error:0.122905
## [267]    train-error:0.122905
## [268]    train-error:0.122905
## [269]    train-error:0.120112
## [270]    train-error:0.122905
## [271]    train-error:0.114525
## [272]    train-error:0.117318
## [273]    train-error:0.117318
## [274]    train-error:0.117318
## [275]    train-error:0.117318
## [276]    train-error:0.117318
## [277]    train-error:0.111732
## [278]    train-error:0.114525
## [279]    train-error:0.111732
## [280]    train-error:0.111732
## [281]    train-error:0.108939
## [282]    train-error:0.108939
## [283]    train-error:0.108939
## [284]    train-error:0.106145
## [285]    train-error:0.108939
## [286]    train-error:0.108939
## [287]    train-error:0.117318
## [288]    train-error:0.114525
## [289]    train-error:0.114525
## [290]    train-error:0.117318
## [291]    train-error:0.117318
## [292]    train-error:0.114525
## [293]    train-error:0.117318
## [294]    train-error:0.111732
## [295]    train-error:0.114525
## [296]    train-error:0.108939
## [297]    train-error:0.106145
## [298]    train-error:0.106145
## [299]    train-error:0.103352
## [300]    train-error:0.103352
## [301]    train-error:0.103352
## [302]    train-error:0.106145
## [303]    train-error:0.111732
## [304]    train-error:0.111732
## [305]    train-error:0.111732
## [306]    train-error:0.117318
## [307]    train-error:0.122905
## [308]    train-error:0.122905
## [309]    train-error:0.122905
## [310]    train-error:0.117318
## [311]    train-error:0.114525
## [312]    train-error:0.114525
## [313]    train-error:0.114525
## [314]    train-error:0.114525
## [315]    train-error:0.117318
## [316]    train-error:0.111732
## [317]    train-error:0.106145
## [318]    train-error:0.106145
## [319]    train-error:0.114525
## [320]    train-error:0.114525
## [321]    train-error:0.106145
## [322]    train-error:0.108939
## [323]    train-error:0.108939
## [324]    train-error:0.108939
## [325]    train-error:0.111732
## [326]    train-error:0.114525
## [327]    train-error:0.111732
## [328]    train-error:0.106145
## [329]    train-error:0.106145
## [330]    train-error:0.108939
## [331]    train-error:0.108939
## [332]    train-error:0.106145
## [333]    train-error:0.108939
## [334]    train-error:0.106145
## [335]    train-error:0.108939
## [336]    train-error:0.111732
## [337]    train-error:0.106145
## [338]    train-error:0.106145
## [339]    train-error:0.108939
## [340]    train-error:0.106145
## [341]    train-error:0.106145
## [342]    train-error:0.100559
## [343]    train-error:0.106145
## [344]    train-error:0.103352
## [345]    train-error:0.108939
## [346]    train-error:0.111732
## [347]    train-error:0.108939
## [348]    train-error:0.108939
## [349]    train-error:0.106145
## [350]    train-error:0.106145
## [351]    train-error:0.108939
## [352]    train-error:0.108939
## [353]    train-error:0.108939
## [354]    train-error:0.111732
## [355]    train-error:0.103352
## [356]    train-error:0.097765
## [357]    train-error:0.106145
## [358]    train-error:0.100559
## [359]    train-error:0.100559
## [360]    train-error:0.097765
## [361]    train-error:0.100559
## [362]    train-error:0.106145
## [363]    train-error:0.103352
## [364]    train-error:0.103352
## [365]    train-error:0.103352
## [366]    train-error:0.100559
## [367]    train-error:0.100559
## [368]    train-error:0.100559
## [369]    train-error:0.100559
## [370]    train-error:0.097765
## [371]    train-error:0.097765
## [372]    train-error:0.103352
## [373]    train-error:0.103352
## [374]    train-error:0.100559
## [375]    train-error:0.100559
## [376]    train-error:0.100559
## [377]    train-error:0.100559
## [378]    train-error:0.100559
## [379]    train-error:0.100559
## [380]    train-error:0.103352
## [381]    train-error:0.103352
## [382]    train-error:0.103352
## [383]    train-error:0.100559
## [384]    train-error:0.103352
## [385]    train-error:0.103352
## [386]    train-error:0.100559
## [387]    train-error:0.100559
## [388]    train-error:0.100559
## [389]    train-error:0.103352
## [390]    train-error:0.097765
## [391]    train-error:0.100559
## [392]    train-error:0.100559
## [393]    train-error:0.100559
## [394]    train-error:0.103352
## [395]    train-error:0.100559
## [396]    train-error:0.097765
## [397]    train-error:0.103352
## [398]    train-error:0.103352
## [399]    train-error:0.103352
## [400]    train-error:0.103352
## [401]    train-error:0.097765
## [402]    train-error:0.097765
## [403]    train-error:0.094972
## [404]    train-error:0.094972
## [405]    train-error:0.097765
## [406]    train-error:0.094972
## [407]    train-error:0.092179
## [408]    train-error:0.089385
## [409]    train-error:0.092179
## [410]    train-error:0.089385
## [411]    train-error:0.092179
## [412]    train-error:0.086592
## [413]    train-error:0.086592
## [414]    train-error:0.092179
## [415]    train-error:0.094972
## [416]    train-error:0.094972
## [417]    train-error:0.094972
## [418]    train-error:0.092179
## [419]    train-error:0.094972
## [420]    train-error:0.097765
## [421]    train-error:0.100559
## [422]    train-error:0.094972
## [423]    train-error:0.097765
## [424]    train-error:0.097765
## [425]    train-error:0.094972
## [426]    train-error:0.092179
## [427]    train-error:0.089385
## [428]    train-error:0.083799
## [429]    train-error:0.089385
## [430]    train-error:0.094972
## [431]    train-error:0.094972
## [432]    train-error:0.089385
## [433]    train-error:0.089385
## [434]    train-error:0.089385
## [435]    train-error:0.089385
## [436]    train-error:0.089385
## [437]    train-error:0.089385
## [438]    train-error:0.089385
## [439]    train-error:0.089385
## [440]    train-error:0.089385
## [441]    train-error:0.089385
## [442]    train-error:0.086592
## [443]    train-error:0.086592
## [444]    train-error:0.089385
## [445]    train-error:0.086592
## [446]    train-error:0.092179
## [447]    train-error:0.092179
## [448]    train-error:0.092179
## [449]    train-error:0.092179
## [450]    train-error:0.092179
## [451]    train-error:0.086592
## [452]    train-error:0.086592
## [453]    train-error:0.086592
## [454]    train-error:0.086592
## [455]    train-error:0.083799
## [456]    train-error:0.083799
## [457]    train-error:0.078212
## [458]    train-error:0.083799
## [459]    train-error:0.081006
## [460]    train-error:0.083799
## [461]    train-error:0.086592
## [462]    train-error:0.083799
## [463]    train-error:0.086592
## [464]    train-error:0.086592
## [465]    train-error:0.089385
## [466]    train-error:0.086592
## [467]    train-error:0.086592
## [468]    train-error:0.086592
## [469]    train-error:0.081006
## [470]    train-error:0.086592
## [471]    train-error:0.081006
## [472]    train-error:0.081006
## [473]    train-error:0.081006
## [474]    train-error:0.078212
## [475]    train-error:0.081006
## [476]    train-error:0.083799
## [477]    train-error:0.086592
## [478]    train-error:0.089385
## [479]    train-error:0.089385
## [480]    train-error:0.086592
## [481]    train-error:0.083799
## [482]    train-error:0.078212
## [483]    train-error:0.081006
## [484]    train-error:0.078212
## [485]    train-error:0.078212
## [486]    train-error:0.081006
## [487]    train-error:0.081006
## [488]    train-error:0.081006
## [489]    train-error:0.078212
## [490]    train-error:0.078212
## [491]    train-error:0.081006
## [492]    train-error:0.078212
## [493]    train-error:0.078212
## [494]    train-error:0.081006
## [495]    train-error:0.083799
## [496]    train-error:0.081006
## [497]    train-error:0.083799
## [498]    train-error:0.083799
## [499]    train-error:0.081006
## [500]    train-error:0.078212
## [501]    train-error:0.081006
## [502]    train-error:0.078212
## [503]    train-error:0.078212
## [504]    train-error:0.078212
## [505]    train-error:0.078212
## [506]    train-error:0.078212
## [507]    train-error:0.078212
## [508]    train-error:0.075419
## [509]    train-error:0.078212
## [510]    train-error:0.078212
## [511]    train-error:0.078212
## [512]    train-error:0.078212
## [513]    train-error:0.078212
## [514]    train-error:0.081006
## [515]    train-error:0.081006
## [516]    train-error:0.083799
## [517]    train-error:0.083799
## [518]    train-error:0.078212
## [519]    train-error:0.081006
## [520]    train-error:0.078212
## [521]    train-error:0.083799
## [522]    train-error:0.086592
## [523]    train-error:0.081006
## [524]    train-error:0.081006
## [525]    train-error:0.083799
## [526]    train-error:0.083799
## [527]    train-error:0.083799
## [528]    train-error:0.083799
## [529]    train-error:0.083799
## [530]    train-error:0.083799
## [531]    train-error:0.083799
## [532]    train-error:0.086592
## [533]    train-error:0.086592
## [534]    train-error:0.086592
## [535]    train-error:0.086592
## [536]    train-error:0.083799
## [537]    train-error:0.086592
## [538]    train-error:0.086592
## [539]    train-error:0.086592
## [540]    train-error:0.086592
## [541]    train-error:0.086592
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.184874
## [7]  train-error:0.179272
## [8]  train-error:0.165266
## [9]  train-error:0.179272
## [10] train-error:0.156863
## [11] train-error:0.170868
## [12] train-error:0.179272
## [13] train-error:0.184874
## [14] train-error:0.176471
## [15] train-error:0.159664
## [16] train-error:0.168067
## [17] train-error:0.173669
## [18] train-error:0.173669
## [19] train-error:0.170868
## [20] train-error:0.165266
## [21] train-error:0.159664
## [22] train-error:0.145658
## [23] train-error:0.140056
## [24] train-error:0.151261
## [25] train-error:0.145658
## [26] train-error:0.134454
## [27] train-error:0.137255
## [28] train-error:0.123249
## [29] train-error:0.123249
## [30] train-error:0.137255
## [31] train-error:0.123249
## [32] train-error:0.140056
## [33] train-error:0.131653
## [34] train-error:0.134454
## [35] train-error:0.134454
## [36] train-error:0.134454
## [37] train-error:0.128852
## [38] train-error:0.134454
## [39] train-error:0.128852
## [40] train-error:0.131653
## [41] train-error:0.120448
## [42] train-error:0.117647
## [43] train-error:0.114846
## [44] train-error:0.120448
## [45] train-error:0.131653
## [46] train-error:0.131653
## [47] train-error:0.131653
## [48] train-error:0.131653
## [49] train-error:0.131653
## [50] train-error:0.131653
## [51] train-error:0.126050
## [52] train-error:0.114846
## [53] train-error:0.123249
## [54] train-error:0.126050
## [55] train-error:0.123249
## [56] train-error:0.128852
## [57] train-error:0.114846
## [58] train-error:0.109244
## [59] train-error:0.114846
## [60] train-error:0.112045
## [61] train-error:0.114846
## [62] train-error:0.117647
## [63] train-error:0.112045
## [64] train-error:0.106443
## [65] train-error:0.109244
## [66] train-error:0.109244
## [67] train-error:0.106443
## [68] train-error:0.112045
## [69] train-error:0.112045
## [70] train-error:0.112045
## [71] train-error:0.117647
## [72] train-error:0.120448
## [73] train-error:0.117647
## [74] train-error:0.120448
## [75] train-error:0.117647
## [76] train-error:0.117647
## [77] train-error:0.120448
## [78] train-error:0.114846
## [79] train-error:0.114846
## [80] train-error:0.117647
## [81] train-error:0.114846
## [82] train-error:0.117647
## [83] train-error:0.112045
## [84] train-error:0.109244
## [85] train-error:0.114846
## [86] train-error:0.114846
## [87] train-error:0.114846
## [88] train-error:0.114846
## [89] train-error:0.112045
## [90] train-error:0.106443
## [91] train-error:0.103641
## [92] train-error:0.106443
## [93] train-error:0.103641
## [94] train-error:0.106443
## [95] train-error:0.106443
## [96] train-error:0.112045
## [97] train-error:0.109244
## [98] train-error:0.109244
## [99] train-error:0.109244
## [100]    train-error:0.114846
## [101]    train-error:0.109244
## [102]    train-error:0.112045
## [103]    train-error:0.114846
## [104]    train-error:0.109244
## [105]    train-error:0.114846
## [106]    train-error:0.109244
## [107]    train-error:0.112045
## [108]    train-error:0.112045
## [109]    train-error:0.106443
## [110]    train-error:0.109244
## [111]    train-error:0.106443
## [112]    train-error:0.103641
## [113]    train-error:0.106443
## [114]    train-error:0.103641
## [115]    train-error:0.098039
## [116]    train-error:0.100840
## [117]    train-error:0.100840
## [118]    train-error:0.098039
## [119]    train-error:0.100840
## [120]    train-error:0.103641
## [121]    train-error:0.100840
## [122]    train-error:0.103641
## [123]    train-error:0.103641
## [124]    train-error:0.103641
## [125]    train-error:0.103641
## [126]    train-error:0.103641
## [127]    train-error:0.103641
## [128]    train-error:0.100840
## [129]    train-error:0.103641
## [130]    train-error:0.103641
## [131]    train-error:0.103641
## [132]    train-error:0.103641
## [133]    train-error:0.103641
## [134]    train-error:0.103641
## [135]    train-error:0.103641
## [136]    train-error:0.103641
## [137]    train-error:0.100840
## [138]    train-error:0.103641
## [139]    train-error:0.098039
## [140]    train-error:0.100840
## [141]    train-error:0.103641
## [142]    train-error:0.100840
## [143]    train-error:0.100840
## [144]    train-error:0.098039
## [145]    train-error:0.098039
## [146]    train-error:0.098039
## [147]    train-error:0.095238
## [148]    train-error:0.092437
## [149]    train-error:0.092437
## [150]    train-error:0.089636
## [151]    train-error:0.092437
## [152]    train-error:0.092437
## [153]    train-error:0.092437
## [154]    train-error:0.092437
## [155]    train-error:0.095238
## [156]    train-error:0.095238
## [157]    train-error:0.095238
## [158]    train-error:0.095238
## [159]    train-error:0.095238
## [160]    train-error:0.095238
## [161]    train-error:0.095238
## [162]    train-error:0.095238
## [163]    train-error:0.092437
## [164]    train-error:0.092437
## [165]    train-error:0.092437
## [166]    train-error:0.092437
## [167]    train-error:0.095238
## [168]    train-error:0.095238
## [169]    train-error:0.095238
## [170]    train-error:0.098039
## [171]    train-error:0.095238
## [172]    train-error:0.092437
## [173]    train-error:0.092437
## [174]    train-error:0.092437
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.098039
## [178]    train-error:0.095238
## [179]    train-error:0.095238
## [180]    train-error:0.098039
## [181]    train-error:0.100840
## [182]    train-error:0.098039
## [183]    train-error:0.098039
## [184]    train-error:0.095238
## [185]    train-error:0.095238
## [186]    train-error:0.095238
## [187]    train-error:0.095238
## [188]    train-error:0.098039
## [189]    train-error:0.095238
## [190]    train-error:0.098039
## [191]    train-error:0.095238
## [192]    train-error:0.095238
## [193]    train-error:0.095238
## [194]    train-error:0.095238
## [195]    train-error:0.092437
## [196]    train-error:0.095238
## [197]    train-error:0.092437
## [198]    train-error:0.095238
## [199]    train-error:0.092437
## [200]    train-error:0.092437
## [201]    train-error:0.095238
## [202]    train-error:0.095238
## [203]    train-error:0.095238
## [204]    train-error:0.095238
## [205]    train-error:0.095238
## [206]    train-error:0.095238
## [207]    train-error:0.095238
## [208]    train-error:0.092437
## [209]    train-error:0.092437
## [210]    train-error:0.089636
## [211]    train-error:0.089636
## [212]    train-error:0.089636
## [213]    train-error:0.092437
## [214]    train-error:0.086835
## [215]    train-error:0.089636
## [216]    train-error:0.089636
## [217]    train-error:0.089636
## [218]    train-error:0.089636
## [219]    train-error:0.092437
## [220]    train-error:0.086835
## [221]    train-error:0.089636
## [222]    train-error:0.092437
## [223]    train-error:0.089636
## [224]    train-error:0.089636
## [225]    train-error:0.089636
## [226]    train-error:0.089636
## [227]    train-error:0.086835
## [228]    train-error:0.089636
## [229]    train-error:0.089636
## [230]    train-error:0.084034
## [231]    train-error:0.084034
## [232]    train-error:0.089636
## [233]    train-error:0.084034
## [234]    train-error:0.086835
## [235]    train-error:0.092437
## [236]    train-error:0.089636
## [237]    train-error:0.089636
## [238]    train-error:0.089636
## [239]    train-error:0.089636
## [240]    train-error:0.086835
## [241]    train-error:0.089636
## [242]    train-error:0.089636
## [243]    train-error:0.086835
## [244]    train-error:0.092437
## [245]    train-error:0.092437
## [246]    train-error:0.092437
## [247]    train-error:0.089636
## [248]    train-error:0.089636
## [249]    train-error:0.089636
## [250]    train-error:0.092437
## [251]    train-error:0.092437
## [252]    train-error:0.086835
## [253]    train-error:0.092437
## [254]    train-error:0.089636
## [255]    train-error:0.089636
## [256]    train-error:0.092437
## [257]    train-error:0.095238
## [258]    train-error:0.092437
## [259]    train-error:0.089636
## [260]    train-error:0.089636
## [261]    train-error:0.089636
## [262]    train-error:0.086835
## [263]    train-error:0.086835
## [264]    train-error:0.089636
## [265]    train-error:0.089636
## [266]    train-error:0.089636
## [267]    train-error:0.089636
## [268]    train-error:0.086835
## [269]    train-error:0.089636
## [270]    train-error:0.089636
## [271]    train-error:0.089636
## [272]    train-error:0.084034
## [273]    train-error:0.084034
## [274]    train-error:0.084034
## [275]    train-error:0.081232
## [276]    train-error:0.084034
## [277]    train-error:0.089636
## [278]    train-error:0.089636
## [279]    train-error:0.092437
## [280]    train-error:0.086835
## [281]    train-error:0.089636
## [282]    train-error:0.086835
## [283]    train-error:0.086835
## [284]    train-error:0.086835
## [285]    train-error:0.084034
## [286]    train-error:0.086835
## [287]    train-error:0.089636
## [288]    train-error:0.089636
## [289]    train-error:0.089636
## [290]    train-error:0.086835
## [291]    train-error:0.086835
## [292]    train-error:0.084034
## [293]    train-error:0.084034
## [294]    train-error:0.089636
## [295]    train-error:0.086835
## [296]    train-error:0.092437
## [297]    train-error:0.092437
## [298]    train-error:0.092437
## [299]    train-error:0.086835
## [300]    train-error:0.084034
## [301]    train-error:0.084034
## [302]    train-error:0.086835
## [303]    train-error:0.084034
## [304]    train-error:0.086835
## [305]    train-error:0.086835
## [306]    train-error:0.089636
## [307]    train-error:0.089636
## [308]    train-error:0.092437
## [309]    train-error:0.089636
## [310]    train-error:0.089636
## [311]    train-error:0.086835
## [312]    train-error:0.086835
## [313]    train-error:0.086835
## [314]    train-error:0.089636
## [315]    train-error:0.086835
## [316]    train-error:0.089636
## [317]    train-error:0.089636
## [318]    train-error:0.089636
## [319]    train-error:0.092437
## [320]    train-error:0.089636
## [321]    train-error:0.086835
## [322]    train-error:0.084034
## [323]    train-error:0.086835
## [324]    train-error:0.086835
## [325]    train-error:0.086835
## [326]    train-error:0.084034
## [327]    train-error:0.086835
## [328]    train-error:0.086835
## [329]    train-error:0.086835
## [330]    train-error:0.086835
## [331]    train-error:0.089636
## [332]    train-error:0.084034
## [333]    train-error:0.086835
## [334]    train-error:0.086835
## [335]    train-error:0.084034
## [336]    train-error:0.086835
## [337]    train-error:0.086835
## [338]    train-error:0.084034
## [339]    train-error:0.084034
## [340]    train-error:0.081232
## [341]    train-error:0.084034
## [342]    train-error:0.081232
## [343]    train-error:0.081232
## [344]    train-error:0.084034
## [345]    train-error:0.084034
## [346]    train-error:0.089636
## [347]    train-error:0.089636
## [348]    train-error:0.086835
## [349]    train-error:0.084034
## [350]    train-error:0.084034
## [351]    train-error:0.081232
## [352]    train-error:0.081232
## [353]    train-error:0.078431
## [354]    train-error:0.081232
## [355]    train-error:0.081232
## [356]    train-error:0.081232
## [357]    train-error:0.084034
## [358]    train-error:0.084034
## [359]    train-error:0.089636
## [360]    train-error:0.086835
## [361]    train-error:0.089636
## [362]    train-error:0.089636
## [363]    train-error:0.089636
## [364]    train-error:0.086835
## [365]    train-error:0.086835
## [366]    train-error:0.089636
## [367]    train-error:0.089636
## [368]    train-error:0.089636
## [369]    train-error:0.086835
## [370]    train-error:0.086835
## [371]    train-error:0.084034
## [372]    train-error:0.086835
## [373]    train-error:0.086835
## [374]    train-error:0.086835
## [375]    train-error:0.086835
## [376]    train-error:0.086835
## [377]    train-error:0.089636
## [378]    train-error:0.086835
## [379]    train-error:0.086835
## [380]    train-error:0.086835
## [381]    train-error:0.086835
## [382]    train-error:0.086835
## [383]    train-error:0.089636
## [384]    train-error:0.089636
## [385]    train-error:0.089636
## [386]    train-error:0.089636
## [387]    train-error:0.089636
## [388]    train-error:0.089636
## [389]    train-error:0.089636
## [390]    train-error:0.089636
## [391]    train-error:0.089636
## [392]    train-error:0.086835
## [393]    train-error:0.086835
## [394]    train-error:0.086835
## [395]    train-error:0.089636
## [396]    train-error:0.086835
## [397]    train-error:0.084034
## [398]    train-error:0.084034
## [399]    train-error:0.086835
## [400]    train-error:0.084034
## [401]    train-error:0.086835
## [402]    train-error:0.084034
## [403]    train-error:0.084034
## [404]    train-error:0.086835
## [405]    train-error:0.086835
## [406]    train-error:0.086835
## [407]    train-error:0.084034
## [408]    train-error:0.086835
## [409]    train-error:0.086835
## [410]    train-error:0.086835
## [411]    train-error:0.086835
## [412]    train-error:0.086835
## [413]    train-error:0.086835
## [414]    train-error:0.086835
## [415]    train-error:0.086835
## [416]    train-error:0.086835
## [417]    train-error:0.089636
## [418]    train-error:0.086835
## [419]    train-error:0.086835
## [420]    train-error:0.089636
## [421]    train-error:0.089636
## [422]    train-error:0.086835
## [423]    train-error:0.084034
## [424]    train-error:0.084034
## [425]    train-error:0.084034
## [426]    train-error:0.084034
## [427]    train-error:0.084034
## [428]    train-error:0.084034
## [429]    train-error:0.084034
## [430]    train-error:0.084034
## [431]    train-error:0.084034
## [432]    train-error:0.081232
## [433]    train-error:0.086835
## [434]    train-error:0.086835
## [435]    train-error:0.084034
## [436]    train-error:0.084034
## [437]    train-error:0.084034
## [438]    train-error:0.086835
## [439]    train-error:0.086835
## [440]    train-error:0.086835
## [441]    train-error:0.081232
## [442]    train-error:0.081232
## [443]    train-error:0.084034
## [444]    train-error:0.086835
## [445]    train-error:0.084034
## [446]    train-error:0.084034
## [447]    train-error:0.084034
## [448]    train-error:0.081232
## [449]    train-error:0.078431
## [450]    train-error:0.081232
## [451]    train-error:0.081232
## [452]    train-error:0.081232
## [453]    train-error:0.078431
## [454]    train-error:0.081232
## [455]    train-error:0.081232
## [456]    train-error:0.078431
## [457]    train-error:0.081232
## [458]    train-error:0.078431
## [459]    train-error:0.078431
## [460]    train-error:0.081232
## [461]    train-error:0.078431
## [462]    train-error:0.078431
## [463]    train-error:0.081232
## [464]    train-error:0.078431
## [465]    train-error:0.078431
## [466]    train-error:0.081232
## [467]    train-error:0.081232
## [468]    train-error:0.078431
## [469]    train-error:0.081232
## [470]    train-error:0.081232
## [471]    train-error:0.084034
## [472]    train-error:0.084034
## [473]    train-error:0.084034
## [474]    train-error:0.084034
## [475]    train-error:0.078431
## [476]    train-error:0.078431
## [477]    train-error:0.078431
## [478]    train-error:0.078431
## [479]    train-error:0.081232
## [480]    train-error:0.081232
## [481]    train-error:0.081232
## [482]    train-error:0.081232
## [483]    train-error:0.081232
## [484]    train-error:0.081232
## [485]    train-error:0.081232
## [486]    train-error:0.081232
## [487]    train-error:0.081232
## [488]    train-error:0.081232
## [489]    train-error:0.081232
## [490]    train-error:0.078431
## [491]    train-error:0.078431
## [492]    train-error:0.075630
## [493]    train-error:0.081232
## [494]    train-error:0.081232
## [495]    train-error:0.081232
## [496]    train-error:0.078431
## [497]    train-error:0.081232
## [498]    train-error:0.078431
## [499]    train-error:0.075630
## [500]    train-error:0.075630
## [501]    train-error:0.075630
## [502]    train-error:0.078431
## [503]    train-error:0.078431
## [504]    train-error:0.078431
## [505]    train-error:0.078431
## [506]    train-error:0.084034
## [507]    train-error:0.078431
## [508]    train-error:0.078431
## [509]    train-error:0.078431
## [510]    train-error:0.078431
## [511]    train-error:0.078431
## [512]    train-error:0.075630
## [513]    train-error:0.075630
## [514]    train-error:0.075630
## [515]    train-error:0.072829
## [516]    train-error:0.072829
## [517]    train-error:0.072829
## [518]    train-error:0.072829
## [519]    train-error:0.072829
## [520]    train-error:0.072829
## [521]    train-error:0.072829
## [522]    train-error:0.072829
## [523]    train-error:0.072829
## [524]    train-error:0.072829
## [525]    train-error:0.072829
## [526]    train-error:0.072829
## [527]    train-error:0.072829
## [528]    train-error:0.072829
## [529]    train-error:0.072829
## [530]    train-error:0.072829
## [531]    train-error:0.072829
## [532]    train-error:0.072829
## [533]    train-error:0.072829
## [534]    train-error:0.072829
## [535]    train-error:0.072829
## [536]    train-error:0.072829
## [537]    train-error:0.072829
## [538]    train-error:0.072829
## [539]    train-error:0.072829
## [540]    train-error:0.072829
## [541]    train-error:0.072829
## [0]  train-error:0.204482
## [1]  train-error:0.196078
## [2]  train-error:0.196078
## [3]  train-error:0.184874
## [4]  train-error:0.182073
## [5]  train-error:0.182073
## [6]  train-error:0.173669
## [7]  train-error:0.184874
## [8]  train-error:0.184874
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.173669
## [12] train-error:0.182073
## [13] train-error:0.179272
## [14] train-error:0.170868
## [15] train-error:0.170868
## [16] train-error:0.170868
## [17] train-error:0.170868
## [18] train-error:0.156863
## [19] train-error:0.151261
## [20] train-error:0.159664
## [21] train-error:0.148459
## [22] train-error:0.148459
## [23] train-error:0.154062
## [24] train-error:0.142857
## [25] train-error:0.137255
## [26] train-error:0.134454
## [27] train-error:0.134454
## [28] train-error:0.137255
## [29] train-error:0.128852
## [30] train-error:0.131653
## [31] train-error:0.126050
## [32] train-error:0.131653
## [33] train-error:0.128852
## [34] train-error:0.123249
## [35] train-error:0.131653
## [36] train-error:0.128852
## [37] train-error:0.128852
## [38] train-error:0.126050
## [39] train-error:0.128852
## [40] train-error:0.120448
## [41] train-error:0.123249
## [42] train-error:0.128852
## [43] train-error:0.126050
## [44] train-error:0.120448
## [45] train-error:0.126050
## [46] train-error:0.128852
## [47] train-error:0.128852
## [48] train-error:0.128852
## [49] train-error:0.128852
## [50] train-error:0.126050
## [51] train-error:0.128852
## [52] train-error:0.128852
## [53] train-error:0.128852
## [54] train-error:0.123249
## [55] train-error:0.126050
## [56] train-error:0.120448
## [57] train-error:0.120448
## [58] train-error:0.114846
## [59] train-error:0.117647
## [60] train-error:0.120448
## [61] train-error:0.120448
## [62] train-error:0.123249
## [63] train-error:0.117647
## [64] train-error:0.120448
## [65] train-error:0.126050
## [66] train-error:0.120448
## [67] train-error:0.120448
## [68] train-error:0.123249
## [69] train-error:0.120448
## [70] train-error:0.120448
## [71] train-error:0.123249
## [72] train-error:0.123249
## [73] train-error:0.126050
## [74] train-error:0.123249
## [75] train-error:0.117647
## [76] train-error:0.120448
## [77] train-error:0.117647
## [78] train-error:0.112045
## [79] train-error:0.112045
## [80] train-error:0.112045
## [81] train-error:0.112045
## [82] train-error:0.106443
## [83] train-error:0.106443
## [84] train-error:0.103641
## [85] train-error:0.106443
## [86] train-error:0.103641
## [87] train-error:0.109244
## [88] train-error:0.106443
## [89] train-error:0.109244
## [90] train-error:0.109244
## [91] train-error:0.106443
## [92] train-error:0.100840
## [93] train-error:0.100840
## [94] train-error:0.100840
## [95] train-error:0.100840
## [96] train-error:0.100840
## [97] train-error:0.100840
## [98] train-error:0.100840
## [99] train-error:0.103641
## [100]    train-error:0.106443
## [101]    train-error:0.106443
## [102]    train-error:0.106443
## [103]    train-error:0.103641
## [104]    train-error:0.103641
## [105]    train-error:0.098039
## [106]    train-error:0.103641
## [107]    train-error:0.095238
## [108]    train-error:0.103641
## [109]    train-error:0.098039
## [110]    train-error:0.103641
## [111]    train-error:0.100840
## [112]    train-error:0.103641
## [113]    train-error:0.100840
## [114]    train-error:0.098039
## [115]    train-error:0.103641
## [116]    train-error:0.103641
## [117]    train-error:0.103641
## [118]    train-error:0.100840
## [119]    train-error:0.106443
## [120]    train-error:0.106443
## [121]    train-error:0.106443
## [122]    train-error:0.103641
## [123]    train-error:0.100840
## [124]    train-error:0.098039
## [125]    train-error:0.095238
## [126]    train-error:0.095238
## [127]    train-error:0.092437
## [128]    train-error:0.098039
## [129]    train-error:0.100840
## [130]    train-error:0.098039
## [131]    train-error:0.103641
## [132]    train-error:0.100840
## [133]    train-error:0.103641
## [134]    train-error:0.100840
## [135]    train-error:0.100840
## [136]    train-error:0.100840
## [137]    train-error:0.100840
## [138]    train-error:0.103641
## [139]    train-error:0.103641
## [140]    train-error:0.100840
## [141]    train-error:0.095238
## [142]    train-error:0.095238
## [143]    train-error:0.095238
## [144]    train-error:0.098039
## [145]    train-error:0.098039
## [146]    train-error:0.098039
## [147]    train-error:0.098039
## [148]    train-error:0.095238
## [149]    train-error:0.092437
## [150]    train-error:0.089636
## [151]    train-error:0.098039
## [152]    train-error:0.098039
## [153]    train-error:0.095238
## [154]    train-error:0.095238
## [155]    train-error:0.098039
## [156]    train-error:0.095238
## [157]    train-error:0.092437
## [158]    train-error:0.095238
## [159]    train-error:0.098039
## [160]    train-error:0.098039
## [161]    train-error:0.098039
## [162]    train-error:0.098039
## [163]    train-error:0.095238
## [164]    train-error:0.095238
## [165]    train-error:0.092437
## [166]    train-error:0.098039
## [167]    train-error:0.100840
## [168]    train-error:0.098039
## [169]    train-error:0.095238
## [170]    train-error:0.095238
## [171]    train-error:0.098039
## [172]    train-error:0.098039
## [173]    train-error:0.098039
## [174]    train-error:0.098039
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.092437
## [178]    train-error:0.098039
## [179]    train-error:0.095238
## [180]    train-error:0.095238
## [181]    train-error:0.095238
## [182]    train-error:0.098039
## [183]    train-error:0.095238
## [184]    train-error:0.092437
## [185]    train-error:0.095238
## [186]    train-error:0.095238
## [187]    train-error:0.095238
## [188]    train-error:0.092437
## [189]    train-error:0.092437
## [190]    train-error:0.089636
## [191]    train-error:0.092437
## [192]    train-error:0.089636
## [193]    train-error:0.086835
## [194]    train-error:0.089636
## [195]    train-error:0.086835
## [196]    train-error:0.084034
## [197]    train-error:0.086835
## [198]    train-error:0.086835
## [199]    train-error:0.084034
## [200]    train-error:0.086835
## [201]    train-error:0.089636
## [202]    train-error:0.098039
## [203]    train-error:0.095238
## [204]    train-error:0.089636
## [205]    train-error:0.098039
## [206]    train-error:0.098039
## [207]    train-error:0.095238
## [208]    train-error:0.092437
## [209]    train-error:0.089636
## [210]    train-error:0.092437
## [211]    train-error:0.095238
## [212]    train-error:0.098039
## [213]    train-error:0.095238
## [214]    train-error:0.095238
## [215]    train-error:0.095238
## [216]    train-error:0.095238
## [217]    train-error:0.092437
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.092437
## [221]    train-error:0.092437
## [222]    train-error:0.089636
## [223]    train-error:0.089636
## [224]    train-error:0.095238
## [225]    train-error:0.092437
## [226]    train-error:0.089636
## [227]    train-error:0.089636
## [228]    train-error:0.086835
## [229]    train-error:0.084034
## [230]    train-error:0.086835
## [231]    train-error:0.086835
## [232]    train-error:0.086835
## [233]    train-error:0.086835
## [234]    train-error:0.089636
## [235]    train-error:0.084034
## [236]    train-error:0.084034
## [237]    train-error:0.089636
## [238]    train-error:0.081232
## [239]    train-error:0.086835
## [240]    train-error:0.092437
## [241]    train-error:0.081232
## [242]    train-error:0.078431
## [243]    train-error:0.084034
## [244]    train-error:0.084034
## [245]    train-error:0.084034
## [246]    train-error:0.089636
## [247]    train-error:0.081232
## [248]    train-error:0.078431
## [249]    train-error:0.084034
## [250]    train-error:0.084034
## [251]    train-error:0.084034
## [252]    train-error:0.081232
## [253]    train-error:0.084034
## [254]    train-error:0.084034
## [255]    train-error:0.084034
## [256]    train-error:0.084034
## [257]    train-error:0.084034
## [258]    train-error:0.089636
## [259]    train-error:0.086835
## [260]    train-error:0.086835
## [261]    train-error:0.086835
## [262]    train-error:0.086835
## [263]    train-error:0.089636
## [264]    train-error:0.089636
## [265]    train-error:0.095238
## [266]    train-error:0.092437
## [267]    train-error:0.089636
## [268]    train-error:0.086835
## [269]    train-error:0.089636
## [270]    train-error:0.086835
## [271]    train-error:0.086835
## [272]    train-error:0.086835
## [273]    train-error:0.081232
## [274]    train-error:0.092437
## [275]    train-error:0.089636
## [276]    train-error:0.086835
## [277]    train-error:0.084034
## [278]    train-error:0.086835
## [279]    train-error:0.086835
## [280]    train-error:0.086835
## [281]    train-error:0.086835
## [282]    train-error:0.084034
## [283]    train-error:0.084034
## [284]    train-error:0.084034
## [285]    train-error:0.084034
## [286]    train-error:0.086835
## [287]    train-error:0.086835
## [288]    train-error:0.081232
## [289]    train-error:0.081232
## [290]    train-error:0.086835
## [291]    train-error:0.092437
## [292]    train-error:0.086835
## [293]    train-error:0.089636
## [294]    train-error:0.084034
## [295]    train-error:0.089636
## [296]    train-error:0.086835
## [297]    train-error:0.084034
## [298]    train-error:0.092437
## [299]    train-error:0.092437
## [300]    train-error:0.095238
## [301]    train-error:0.095238
## [302]    train-error:0.086835
## [303]    train-error:0.089636
## [304]    train-error:0.089636
## [305]    train-error:0.084034
## [306]    train-error:0.086835
## [307]    train-error:0.081232
## [308]    train-error:0.084034
## [309]    train-error:0.084034
## [310]    train-error:0.086835
## [311]    train-error:0.084034
## [312]    train-error:0.089636
## [313]    train-error:0.084034
## [314]    train-error:0.084034
## [315]    train-error:0.084034
## [316]    train-error:0.081232
## [317]    train-error:0.081232
## [318]    train-error:0.081232
## [319]    train-error:0.081232
## [320]    train-error:0.081232
## [321]    train-error:0.081232
## [322]    train-error:0.084034
## [323]    train-error:0.084034
## [324]    train-error:0.081232
## [325]    train-error:0.086835
## [326]    train-error:0.084034
## [327]    train-error:0.086835
## [328]    train-error:0.086835
## [329]    train-error:0.081232
## [330]    train-error:0.078431
## [331]    train-error:0.081232
## [332]    train-error:0.081232
## [333]    train-error:0.078431
## [334]    train-error:0.075630
## [335]    train-error:0.081232
## [336]    train-error:0.081232
## [337]    train-error:0.084034
## [338]    train-error:0.086835
## [339]    train-error:0.081232
## [340]    train-error:0.089636
## [341]    train-error:0.084034
## [342]    train-error:0.081232
## [343]    train-error:0.086835
## [344]    train-error:0.086835
## [345]    train-error:0.081232
## [346]    train-error:0.081232
## [347]    train-error:0.081232
## [348]    train-error:0.075630
## [349]    train-error:0.075630
## [350]    train-error:0.072829
## [351]    train-error:0.072829
## [352]    train-error:0.072829
## [353]    train-error:0.075630
## [354]    train-error:0.072829
## [355]    train-error:0.072829
## [356]    train-error:0.070028
## [357]    train-error:0.070028
## [358]    train-error:0.070028
## [359]    train-error:0.070028
## [360]    train-error:0.072829
## [361]    train-error:0.070028
## [362]    train-error:0.072829
## [363]    train-error:0.072829
## [364]    train-error:0.075630
## [365]    train-error:0.072829
## [366]    train-error:0.072829
## [367]    train-error:0.075630
## [368]    train-error:0.078431
## [369]    train-error:0.081232
## [370]    train-error:0.078431
## [371]    train-error:0.081232
## [372]    train-error:0.084034
## [373]    train-error:0.075630
## [374]    train-error:0.081232
## [375]    train-error:0.081232
## [376]    train-error:0.084034
## [377]    train-error:0.081232
## [378]    train-error:0.081232
## [379]    train-error:0.081232
## [380]    train-error:0.081232
## [381]    train-error:0.081232
## [382]    train-error:0.081232
## [383]    train-error:0.075630
## [384]    train-error:0.078431
## [385]    train-error:0.075630
## [386]    train-error:0.072829
## [387]    train-error:0.075630
## [388]    train-error:0.072829
## [389]    train-error:0.078431
## [390]    train-error:0.084034
## [391]    train-error:0.084034
## [392]    train-error:0.081232
## [393]    train-error:0.078431
## [394]    train-error:0.078431
## [395]    train-error:0.081232
## [396]    train-error:0.075630
## [397]    train-error:0.070028
## [398]    train-error:0.072829
## [399]    train-error:0.075630
## [400]    train-error:0.072829
## [401]    train-error:0.078431
## [402]    train-error:0.075630
## [403]    train-error:0.075630
## [404]    train-error:0.075630
## [405]    train-error:0.075630
## [406]    train-error:0.075630
## [407]    train-error:0.075630
## [408]    train-error:0.075630
## [409]    train-error:0.075630
## [410]    train-error:0.072829
## [411]    train-error:0.075630
## [412]    train-error:0.075630
## [413]    train-error:0.075630
## [414]    train-error:0.078431
## [415]    train-error:0.075630
## [416]    train-error:0.078431
## [417]    train-error:0.075630
## [418]    train-error:0.078431
## [419]    train-error:0.078431
## [420]    train-error:0.075630
## [421]    train-error:0.075630
## [422]    train-error:0.072829
## [423]    train-error:0.075630
## [424]    train-error:0.075630
## [425]    train-error:0.072829
## [426]    train-error:0.075630
## [427]    train-error:0.072829
## [428]    train-error:0.075630
## [429]    train-error:0.075630
## [430]    train-error:0.075630
## [431]    train-error:0.075630
## [432]    train-error:0.072829
## [433]    train-error:0.072829
## [434]    train-error:0.075630
## [435]    train-error:0.070028
## [436]    train-error:0.070028
## [437]    train-error:0.067227
## [438]    train-error:0.067227
## [439]    train-error:0.070028
## [440]    train-error:0.070028
## [441]    train-error:0.064426
## [442]    train-error:0.067227
## [443]    train-error:0.067227
## [444]    train-error:0.067227
## [445]    train-error:0.067227
## [446]    train-error:0.070028
## [447]    train-error:0.064426
## [448]    train-error:0.064426
## [449]    train-error:0.070028
## [450]    train-error:0.070028
## [451]    train-error:0.067227
## [452]    train-error:0.067227
## [453]    train-error:0.067227
## [454]    train-error:0.067227
## [455]    train-error:0.064426
## [456]    train-error:0.067227
## [457]    train-error:0.064426
## [458]    train-error:0.067227
## [459]    train-error:0.067227
## [460]    train-error:0.067227
## [461]    train-error:0.064426
## [462]    train-error:0.064426
## [463]    train-error:0.064426
## [464]    train-error:0.064426
## [465]    train-error:0.064426
## [466]    train-error:0.064426
## [467]    train-error:0.064426
## [468]    train-error:0.064426
## [469]    train-error:0.064426
## [470]    train-error:0.064426
## [471]    train-error:0.067227
## [472]    train-error:0.067227
## [473]    train-error:0.064426
## [474]    train-error:0.064426
## [475]    train-error:0.067227
## [476]    train-error:0.067227
## [477]    train-error:0.070028
## [478]    train-error:0.067227
## [479]    train-error:0.067227
## [480]    train-error:0.067227
## [481]    train-error:0.070028
## [482]    train-error:0.067227
## [483]    train-error:0.070028
## [484]    train-error:0.072829
## [485]    train-error:0.072829
## [486]    train-error:0.072829
## [487]    train-error:0.072829
## [488]    train-error:0.072829
## [489]    train-error:0.070028
## [490]    train-error:0.064426
## [491]    train-error:0.067227
## [492]    train-error:0.067227
## [493]    train-error:0.067227
## [494]    train-error:0.067227
## [495]    train-error:0.067227
## [496]    train-error:0.067227
## [497]    train-error:0.067227
## [498]    train-error:0.070028
## [499]    train-error:0.067227
## [500]    train-error:0.064426
## [501]    train-error:0.064426
## [502]    train-error:0.064426
## [503]    train-error:0.064426
## [504]    train-error:0.064426
## [505]    train-error:0.072829
## [506]    train-error:0.072829
## [507]    train-error:0.078431
## [508]    train-error:0.075630
## [509]    train-error:0.078431
## [510]    train-error:0.075630
## [511]    train-error:0.072829
## [512]    train-error:0.078431
## [513]    train-error:0.072829
## [514]    train-error:0.070028
## [515]    train-error:0.070028
## [516]    train-error:0.072829
## [517]    train-error:0.070028
## [518]    train-error:0.070028
## [519]    train-error:0.070028
## [520]    train-error:0.070028
## [521]    train-error:0.070028
## [522]    train-error:0.070028
## [523]    train-error:0.075630
## [524]    train-error:0.078431
## [525]    train-error:0.081232
## [526]    train-error:0.078431
## [527]    train-error:0.081232
## [528]    train-error:0.081232
## [529]    train-error:0.078431
## [530]    train-error:0.084034
## [531]    train-error:0.081232
## [532]    train-error:0.075630
## [533]    train-error:0.078431
## [534]    train-error:0.078431
## [535]    train-error:0.078431
## [536]    train-error:0.075630
## [537]    train-error:0.078431
## [538]    train-error:0.078431
## [539]    train-error:0.078431
## [540]    train-error:0.078431
## [541]    train-error:0.078431
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.217877
## [3]  train-error:0.217877
## [4]  train-error:0.220670
## [5]  train-error:0.240223
## [6]  train-error:0.279330
## [7]  train-error:0.282123
## [8]  train-error:0.248603
## [9]  train-error:0.220670
## [10] train-error:0.217877
## [11] train-error:0.217877
## [12] train-error:0.217877
## [13] train-error:0.217877
## [14] train-error:0.217877
## [15] train-error:0.220670
## [16] train-error:0.220670
## [17] train-error:0.217877
## [18] train-error:0.217877
## [19] train-error:0.223464
## [20] train-error:0.223464
## [21] train-error:0.223464
## [22] train-error:0.212290
## [23] train-error:0.223464
## [24] train-error:0.223464
## [25] train-error:0.212290
## [26] train-error:0.212290
## [27] train-error:0.212290
## [28] train-error:0.212290
## [29] train-error:0.212290
## [30] train-error:0.212290
## [31] train-error:0.212290
## [32] train-error:0.212290
## [33] train-error:0.212290
## [34] train-error:0.212290
## [35] train-error:0.206704
## [36] train-error:0.206704
## [37] train-error:0.206704
## [38] train-error:0.206704
## [39] train-error:0.212290
## [40] train-error:0.212290
## [41] train-error:0.212290
## [42] train-error:0.212290
## [43] train-error:0.212290
## [44] train-error:0.212290
## [45] train-error:0.206704
## [46] train-error:0.212290
## [47] train-error:0.212290
## [48] train-error:0.212290
## [49] train-error:0.212290
## [50] train-error:0.212290
## [51] train-error:0.212290
## [52] train-error:0.212290
## [53] train-error:0.212290
## [54] train-error:0.212290
## [55] train-error:0.212290
## [56] train-error:0.212290
## [57] train-error:0.212290
## [58] train-error:0.212290
## [59] train-error:0.209497
## [60] train-error:0.212290
## [61] train-error:0.212290
## [62] train-error:0.212290
## [63] train-error:0.212290
## [64] train-error:0.212290
## [65] train-error:0.212290
## [66] train-error:0.212290
## [67] train-error:0.212290
## [68] train-error:0.212290
## [69] train-error:0.212290
## [70] train-error:0.212290
## [71] train-error:0.212290
## [72] train-error:0.212290
## [73] train-error:0.212290
## [74] train-error:0.212290
## [75] train-error:0.212290
## [76] train-error:0.212290
## [77] train-error:0.212290
## [78] train-error:0.212290
## [79] train-error:0.212290
## [80] train-error:0.212290
## [81] train-error:0.212290
## [82] train-error:0.212290
## [83] train-error:0.212290
## [84] train-error:0.212290
## [85] train-error:0.212290
## [86] train-error:0.212290
## [87] train-error:0.212290
## [88] train-error:0.212290
## [89] train-error:0.212290
## [90] train-error:0.212290
## [91] train-error:0.212290
## [92] train-error:0.212290
## [93] train-error:0.212290
## [94] train-error:0.212290
## [95] train-error:0.212290
## [96] train-error:0.212290
## [97] train-error:0.212290
## [98] train-error:0.212290
## [99] train-error:0.212290
## [100]    train-error:0.212290
## [101]    train-error:0.212290
## [102]    train-error:0.212290
## [103]    train-error:0.212290
## [104]    train-error:0.212290
## [105]    train-error:0.212290
## [106]    train-error:0.212290
## [107]    train-error:0.212290
## [108]    train-error:0.212290
## [109]    train-error:0.212290
## [110]    train-error:0.212290
## [111]    train-error:0.212290
## [112]    train-error:0.212290
## [113]    train-error:0.212290
## [114]    train-error:0.212290
## [115]    train-error:0.212290
## [116]    train-error:0.212290
## [117]    train-error:0.212290
## [118]    train-error:0.212290
## [119]    train-error:0.212290
## [120]    train-error:0.212290
## [121]    train-error:0.212290
## [122]    train-error:0.212290
## [123]    train-error:0.212290
## [124]    train-error:0.212290
## [125]    train-error:0.212290
## [126]    train-error:0.212290
## [127]    train-error:0.212290
## [128]    train-error:0.212290
## [129]    train-error:0.212290
## [130]    train-error:0.212290
## [131]    train-error:0.212290
## [132]    train-error:0.212290
## [133]    train-error:0.212290
## [134]    train-error:0.212290
## [135]    train-error:0.212290
## [136]    train-error:0.212290
## [137]    train-error:0.212290
## [138]    train-error:0.212290
## [139]    train-error:0.212290
## [140]    train-error:0.212290
## [141]    train-error:0.212290
## [142]    train-error:0.212290
## [143]    train-error:0.212290
## [144]    train-error:0.212290
## [145]    train-error:0.212290
## [146]    train-error:0.212290
## [147]    train-error:0.212290
## [148]    train-error:0.212290
## [149]    train-error:0.212290
## [150]    train-error:0.212290
## [151]    train-error:0.212290
## [152]    train-error:0.212290
## [153]    train-error:0.212290
## [154]    train-error:0.212290
## [155]    train-error:0.212290
## [156]    train-error:0.212290
## [157]    train-error:0.212290
## [158]    train-error:0.212290
## [159]    train-error:0.212290
## [160]    train-error:0.212290
## [161]    train-error:0.212290
## [162]    train-error:0.212290
## [163]    train-error:0.212290
## [164]    train-error:0.212290
## [165]    train-error:0.212290
## [166]    train-error:0.212290
## [167]    train-error:0.212290
## [168]    train-error:0.212290
## [169]    train-error:0.212290
## [170]    train-error:0.212290
## [171]    train-error:0.217877
## [172]    train-error:0.217877
## [173]    train-error:0.217877
## [174]    train-error:0.217877
## [175]    train-error:0.217877
## [176]    train-error:0.212290
## [177]    train-error:0.212290
## [178]    train-error:0.217877
## [179]    train-error:0.212290
## [180]    train-error:0.212290
## [181]    train-error:0.212290
## [182]    train-error:0.212290
## [183]    train-error:0.215084
## [184]    train-error:0.212290
## [185]    train-error:0.212290
## [186]    train-error:0.215084
## [187]    train-error:0.215084
## [188]    train-error:0.212290
## [189]    train-error:0.215084
## [190]    train-error:0.215084
## [191]    train-error:0.215084
## [192]    train-error:0.215084
## [193]    train-error:0.215084
## [194]    train-error:0.215084
## [195]    train-error:0.215084
## [196]    train-error:0.215084
## [197]    train-error:0.215084
## [198]    train-error:0.215084
## [199]    train-error:0.215084
## [200]    train-error:0.215084
## [201]    train-error:0.215084
## [202]    train-error:0.215084
## [203]    train-error:0.215084
## [204]    train-error:0.215084
## [205]    train-error:0.215084
## [206]    train-error:0.215084
## [207]    train-error:0.215084
## [208]    train-error:0.215084
## [209]    train-error:0.215084
## [210]    train-error:0.215084
## [211]    train-error:0.215084
## [212]    train-error:0.215084
## [213]    train-error:0.215084
## [214]    train-error:0.215084
## [215]    train-error:0.215084
## [216]    train-error:0.215084
## [217]    train-error:0.215084
## [218]    train-error:0.215084
## [219]    train-error:0.206704
## [220]    train-error:0.209497
## [221]    train-error:0.209497
## [222]    train-error:0.206704
## [223]    train-error:0.209497
## [224]    train-error:0.209497
## [225]    train-error:0.209497
## [226]    train-error:0.206704
## [227]    train-error:0.206704
## [228]    train-error:0.209497
## [229]    train-error:0.206704
## [230]    train-error:0.206704
## [231]    train-error:0.206704
## [232]    train-error:0.209497
## [233]    train-error:0.206704
## [234]    train-error:0.206704
## [235]    train-error:0.206704
## [236]    train-error:0.212290
## [237]    train-error:0.209497
## [238]    train-error:0.209497
## [239]    train-error:0.206704
## [240]    train-error:0.206704
## [241]    train-error:0.206704
## [242]    train-error:0.212290
## [243]    train-error:0.209497
## [244]    train-error:0.206704
## [245]    train-error:0.206704
## [246]    train-error:0.206704
## [247]    train-error:0.206704
## [248]    train-error:0.206704
## [249]    train-error:0.206704
## [250]    train-error:0.209497
## [251]    train-error:0.206704
## [252]    train-error:0.203911
## [253]    train-error:0.203911
## [254]    train-error:0.203911
## [255]    train-error:0.203911
## [256]    train-error:0.206704
## [257]    train-error:0.206704
## [258]    train-error:0.209497
## [259]    train-error:0.209497
## [260]    train-error:0.209497
## [261]    train-error:0.209497
## [262]    train-error:0.209497
## [263]    train-error:0.212290
## [264]    train-error:0.209497
## [265]    train-error:0.209497
## [266]    train-error:0.206704
## [267]    train-error:0.206704
## [268]    train-error:0.206704
## [269]    train-error:0.209497
## [270]    train-error:0.209497
## [271]    train-error:0.209497
## [272]    train-error:0.209497
## [273]    train-error:0.206704
## [274]    train-error:0.209497
## [275]    train-error:0.212290
## [276]    train-error:0.206704
## [0]  train-error:0.378151
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.187675
## [7]  train-error:0.207283
## [8]  train-error:0.207283
## [9]  train-error:0.201681
## [10] train-error:0.193277
## [11] train-error:0.193277
## [12] train-error:0.187675
## [13] train-error:0.176471
## [14] train-error:0.176471
## [15] train-error:0.187675
## [16] train-error:0.179272
## [17] train-error:0.179272
## [18] train-error:0.182073
## [19] train-error:0.179272
## [20] train-error:0.173669
## [21] train-error:0.182073
## [22] train-error:0.182073
## [23] train-error:0.182073
## [24] train-error:0.182073
## [25] train-error:0.182073
## [26] train-error:0.182073
## [27] train-error:0.182073
## [28] train-error:0.182073
## [29] train-error:0.179272
## [30] train-error:0.179272
## [31] train-error:0.179272
## [32] train-error:0.179272
## [33] train-error:0.182073
## [34] train-error:0.179272
## [35] train-error:0.179272
## [36] train-error:0.173669
## [37] train-error:0.182073
## [38] train-error:0.179272
## [39] train-error:0.182073
## [40] train-error:0.182073
## [41] train-error:0.179272
## [42] train-error:0.182073
## [43] train-error:0.182073
## [44] train-error:0.182073
## [45] train-error:0.182073
## [46] train-error:0.182073
## [47] train-error:0.182073
## [48] train-error:0.182073
## [49] train-error:0.184874
## [50] train-error:0.184874
## [51] train-error:0.190476
## [52] train-error:0.184874
## [53] train-error:0.184874
## [54] train-error:0.184874
## [55] train-error:0.182073
## [56] train-error:0.184874
## [57] train-error:0.184874
## [58] train-error:0.182073
## [59] train-error:0.182073
## [60] train-error:0.182073
## [61] train-error:0.182073
## [62] train-error:0.182073
## [63] train-error:0.182073
## [64] train-error:0.182073
## [65] train-error:0.182073
## [66] train-error:0.182073
## [67] train-error:0.182073
## [68] train-error:0.182073
## [69] train-error:0.182073
## [70] train-error:0.182073
## [71] train-error:0.182073
## [72] train-error:0.182073
## [73] train-error:0.190476
## [74] train-error:0.184874
## [75] train-error:0.184874
## [76] train-error:0.184874
## [77] train-error:0.184874
## [78] train-error:0.182073
## [79] train-error:0.182073
## [80] train-error:0.182073
## [81] train-error:0.179272
## [82] train-error:0.179272
## [83] train-error:0.184874
## [84] train-error:0.182073
## [85] train-error:0.182073
## [86] train-error:0.182073
## [87] train-error:0.182073
## [88] train-error:0.182073
## [89] train-error:0.182073
## [90] train-error:0.182073
## [91] train-error:0.182073
## [92] train-error:0.179272
## [93] train-error:0.170868
## [94] train-error:0.173669
## [95] train-error:0.173669
## [96] train-error:0.173669
## [97] train-error:0.176471
## [98] train-error:0.170868
## [99] train-error:0.179272
## [100]    train-error:0.179272
## [101]    train-error:0.170868
## [102]    train-error:0.170868
## [103]    train-error:0.179272
## [104]    train-error:0.176471
## [105]    train-error:0.176471
## [106]    train-error:0.176471
## [107]    train-error:0.168067
## [108]    train-error:0.184874
## [109]    train-error:0.184874
## [110]    train-error:0.173669
## [111]    train-error:0.168067
## [112]    train-error:0.170868
## [113]    train-error:0.184874
## [114]    train-error:0.170868
## [115]    train-error:0.173669
## [116]    train-error:0.168067
## [117]    train-error:0.168067
## [118]    train-error:0.165266
## [119]    train-error:0.168067
## [120]    train-error:0.173669
## [121]    train-error:0.168067
## [122]    train-error:0.173669
## [123]    train-error:0.182073
## [124]    train-error:0.182073
## [125]    train-error:0.182073
## [126]    train-error:0.182073
## [127]    train-error:0.179272
## [128]    train-error:0.182073
## [129]    train-error:0.173669
## [130]    train-error:0.173669
## [131]    train-error:0.173669
## [132]    train-error:0.173669
## [133]    train-error:0.173669
## [134]    train-error:0.182073
## [135]    train-error:0.182073
## [136]    train-error:0.182073
## [137]    train-error:0.173669
## [138]    train-error:0.173669
## [139]    train-error:0.173669
## [140]    train-error:0.176471
## [141]    train-error:0.173669
## [142]    train-error:0.162465
## [143]    train-error:0.168067
## [144]    train-error:0.173669
## [145]    train-error:0.165266
## [146]    train-error:0.165266
## [147]    train-error:0.165266
## [148]    train-error:0.168067
## [149]    train-error:0.170868
## [150]    train-error:0.173669
## [151]    train-error:0.173669
## [152]    train-error:0.170868
## [153]    train-error:0.176471
## [154]    train-error:0.170868
## [155]    train-error:0.162465
## [156]    train-error:0.170868
## [157]    train-error:0.173669
## [158]    train-error:0.173669
## [159]    train-error:0.173669
## [160]    train-error:0.176471
## [161]    train-error:0.162465
## [162]    train-error:0.170868
## [163]    train-error:0.168067
## [164]    train-error:0.168067
## [165]    train-error:0.170868
## [166]    train-error:0.168067
## [167]    train-error:0.168067
## [168]    train-error:0.168067
## [169]    train-error:0.168067
## [170]    train-error:0.182073
## [171]    train-error:0.184874
## [172]    train-error:0.182073
## [173]    train-error:0.170868
## [174]    train-error:0.170868
## [175]    train-error:0.170868
## [176]    train-error:0.165266
## [177]    train-error:0.162465
## [178]    train-error:0.168067
## [179]    train-error:0.182073
## [180]    train-error:0.179272
## [181]    train-error:0.176471
## [182]    train-error:0.176471
## [183]    train-error:0.176471
## [184]    train-error:0.173669
## [185]    train-error:0.168067
## [186]    train-error:0.168067
## [187]    train-error:0.173669
## [188]    train-error:0.176471
## [189]    train-error:0.176471
## [190]    train-error:0.170868
## [191]    train-error:0.170868
## [192]    train-error:0.168067
## [193]    train-error:0.168067
## [194]    train-error:0.170868
## [195]    train-error:0.176471
## [196]    train-error:0.182073
## [197]    train-error:0.168067
## [198]    train-error:0.176471
## [199]    train-error:0.182073
## [200]    train-error:0.176471
## [201]    train-error:0.176471
## [202]    train-error:0.182073
## [203]    train-error:0.182073
## [204]    train-error:0.182073
## [205]    train-error:0.182073
## [206]    train-error:0.182073
## [207]    train-error:0.182073
## [208]    train-error:0.182073
## [209]    train-error:0.176471
## [210]    train-error:0.176471
## [211]    train-error:0.176471
## [212]    train-error:0.176471
## [213]    train-error:0.176471
## [214]    train-error:0.179272
## [215]    train-error:0.173669
## [216]    train-error:0.173669
## [217]    train-error:0.173669
## [218]    train-error:0.176471
## [219]    train-error:0.176471
## [220]    train-error:0.168067
## [221]    train-error:0.173669
## [222]    train-error:0.168067
## [223]    train-error:0.168067
## [224]    train-error:0.168067
## [225]    train-error:0.173669
## [226]    train-error:0.184874
## [227]    train-error:0.184874
## [228]    train-error:0.182073
## [229]    train-error:0.182073
## [230]    train-error:0.184874
## [231]    train-error:0.184874
## [232]    train-error:0.176471
## [233]    train-error:0.173669
## [234]    train-error:0.173669
## [235]    train-error:0.179272
## [236]    train-error:0.184874
## [237]    train-error:0.182073
## [238]    train-error:0.173669
## [239]    train-error:0.179272
## [240]    train-error:0.179272
## [241]    train-error:0.184874
## [242]    train-error:0.184874
## [243]    train-error:0.176471
## [244]    train-error:0.184874
## [245]    train-error:0.173669
## [246]    train-error:0.179272
## [247]    train-error:0.173669
## [248]    train-error:0.173669
## [249]    train-error:0.179272
## [250]    train-error:0.179272
## [251]    train-error:0.182073
## [252]    train-error:0.184874
## [253]    train-error:0.184874
## [254]    train-error:0.176471
## [255]    train-error:0.176471
## [256]    train-error:0.179272
## [257]    train-error:0.184874
## [258]    train-error:0.182073
## [259]    train-error:0.182073
## [260]    train-error:0.184874
## [261]    train-error:0.176471
## [262]    train-error:0.176471
## [263]    train-error:0.179272
## [264]    train-error:0.176471
## [265]    train-error:0.170868
## [266]    train-error:0.170868
## [267]    train-error:0.176471
## [268]    train-error:0.176471
## [269]    train-error:0.176471
## [270]    train-error:0.176471
## [271]    train-error:0.176471
## [272]    train-error:0.176471
## [273]    train-error:0.173669
## [274]    train-error:0.179272
## [275]    train-error:0.170868
## [276]    train-error:0.176471
## [0]  train-error:0.330532
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.212885
## [6]  train-error:0.218487
## [7]  train-error:0.212885
## [8]  train-error:0.212885
## [9]  train-error:0.218487
## [10] train-error:0.212885
## [11] train-error:0.212885
## [12] train-error:0.212885
## [13] train-error:0.215686
## [14] train-error:0.215686
## [15] train-error:0.218487
## [16] train-error:0.218487
## [17] train-error:0.218487
## [18] train-error:0.218487
## [19] train-error:0.218487
## [20] train-error:0.212885
## [21] train-error:0.212885
## [22] train-error:0.212885
## [23] train-error:0.218487
## [24] train-error:0.218487
## [25] train-error:0.215686
## [26] train-error:0.210084
## [27] train-error:0.210084
## [28] train-error:0.210084
## [29] train-error:0.210084
## [30] train-error:0.221289
## [31] train-error:0.207283
## [32] train-error:0.215686
## [33] train-error:0.204482
## [34] train-error:0.221289
## [35] train-error:0.215686
## [36] train-error:0.221289
## [37] train-error:0.210084
## [38] train-error:0.204482
## [39] train-error:0.204482
## [40] train-error:0.212885
## [41] train-error:0.201681
## [42] train-error:0.210084
## [43] train-error:0.212885
## [44] train-error:0.210084
## [45] train-error:0.201681
## [46] train-error:0.210084
## [47] train-error:0.201681
## [48] train-error:0.196078
## [49] train-error:0.201681
## [50] train-error:0.196078
## [51] train-error:0.207283
## [52] train-error:0.215686
## [53] train-error:0.207283
## [54] train-error:0.207283
## [55] train-error:0.207283
## [56] train-error:0.221289
## [57] train-error:0.212885
## [58] train-error:0.215686
## [59] train-error:0.215686
## [60] train-error:0.215686
## [61] train-error:0.212885
## [62] train-error:0.207283
## [63] train-error:0.207283
## [64] train-error:0.204482
## [65] train-error:0.204482
## [66] train-error:0.210084
## [67] train-error:0.207283
## [68] train-error:0.215686
## [69] train-error:0.215686
## [70] train-error:0.212885
## [71] train-error:0.215686
## [72] train-error:0.212885
## [73] train-error:0.215686
## [74] train-error:0.215686
## [75] train-error:0.207283
## [76] train-error:0.210084
## [77] train-error:0.207283
## [78] train-error:0.210084
## [79] train-error:0.201681
## [80] train-error:0.201681
## [81] train-error:0.201681
## [82] train-error:0.201681
## [83] train-error:0.204482
## [84] train-error:0.204482
## [85] train-error:0.207283
## [86] train-error:0.207283
## [87] train-error:0.201681
## [88] train-error:0.201681
## [89] train-error:0.201681
## [90] train-error:0.207283
## [91] train-error:0.207283
## [92] train-error:0.196078
## [93] train-error:0.196078
## [94] train-error:0.207283
## [95] train-error:0.210084
## [96] train-error:0.221289
## [97] train-error:0.215686
## [98] train-error:0.210084
## [99] train-error:0.221289
## [100]    train-error:0.210084
## [101]    train-error:0.218487
## [102]    train-error:0.210084
## [103]    train-error:0.210084
## [104]    train-error:0.218487
## [105]    train-error:0.218487
## [106]    train-error:0.210084
## [107]    train-error:0.221289
## [108]    train-error:0.218487
## [109]    train-error:0.210084
## [110]    train-error:0.207283
## [111]    train-error:0.196078
## [112]    train-error:0.193277
## [113]    train-error:0.198880
## [114]    train-error:0.201681
## [115]    train-error:0.198880
## [116]    train-error:0.198880
## [117]    train-error:0.198880
## [118]    train-error:0.198880
## [119]    train-error:0.198880
## [120]    train-error:0.198880
## [121]    train-error:0.196078
## [122]    train-error:0.198880
## [123]    train-error:0.204482
## [124]    train-error:0.201681
## [125]    train-error:0.201681
## [126]    train-error:0.204482
## [127]    train-error:0.204482
## [128]    train-error:0.204482
## [129]    train-error:0.201681
## [130]    train-error:0.198880
## [131]    train-error:0.198880
## [132]    train-error:0.201681
## [133]    train-error:0.198880
## [134]    train-error:0.201681
## [135]    train-error:0.204482
## [136]    train-error:0.204482
## [137]    train-error:0.204482
## [138]    train-error:0.201681
## [139]    train-error:0.204482
## [140]    train-error:0.198880
## [141]    train-error:0.196078
## [142]    train-error:0.198880
## [143]    train-error:0.196078
## [144]    train-error:0.198880
## [145]    train-error:0.198880
## [146]    train-error:0.201681
## [147]    train-error:0.201681
## [148]    train-error:0.198880
## [149]    train-error:0.198880
## [150]    train-error:0.196078
## [151]    train-error:0.201681
## [152]    train-error:0.198880
## [153]    train-error:0.198880
## [154]    train-error:0.201681
## [155]    train-error:0.196078
## [156]    train-error:0.198880
## [157]    train-error:0.198880
## [158]    train-error:0.201681
## [159]    train-error:0.210084
## [160]    train-error:0.210084
## [161]    train-error:0.198880
## [162]    train-error:0.198880
## [163]    train-error:0.198880
## [164]    train-error:0.198880
## [165]    train-error:0.196078
## [166]    train-error:0.198880
## [167]    train-error:0.198880
## [168]    train-error:0.198880
## [169]    train-error:0.201681
## [170]    train-error:0.201681
## [171]    train-error:0.215686
## [172]    train-error:0.215686
## [173]    train-error:0.198880
## [174]    train-error:0.215686
## [175]    train-error:0.212885
## [176]    train-error:0.212885
## [177]    train-error:0.212885
## [178]    train-error:0.215686
## [179]    train-error:0.201681
## [180]    train-error:0.201681
## [181]    train-error:0.212885
## [182]    train-error:0.201681
## [183]    train-error:0.201681
## [184]    train-error:0.212885
## [185]    train-error:0.201681
## [186]    train-error:0.212885
## [187]    train-error:0.215686
## [188]    train-error:0.201681
## [189]    train-error:0.215686
## [190]    train-error:0.201681
## [191]    train-error:0.212885
## [192]    train-error:0.212885
## [193]    train-error:0.201681
## [194]    train-error:0.212885
## [195]    train-error:0.212885
## [196]    train-error:0.212885
## [197]    train-error:0.212885
## [198]    train-error:0.215686
## [199]    train-error:0.201681
## [200]    train-error:0.201681
## [201]    train-error:0.201681
## [202]    train-error:0.212885
## [203]    train-error:0.215686
## [204]    train-error:0.212885
## [205]    train-error:0.201681
## [206]    train-error:0.215686
## [207]    train-error:0.215686
## [208]    train-error:0.215686
## [209]    train-error:0.215686
## [210]    train-error:0.212885
## [211]    train-error:0.215686
## [212]    train-error:0.201681
## [213]    train-error:0.212885
## [214]    train-error:0.212885
## [215]    train-error:0.212885
## [216]    train-error:0.201681
## [217]    train-error:0.193277
## [218]    train-error:0.201681
## [219]    train-error:0.201681
## [220]    train-error:0.201681
## [221]    train-error:0.201681
## [222]    train-error:0.201681
## [223]    train-error:0.201681
## [224]    train-error:0.201681
## [225]    train-error:0.207283
## [226]    train-error:0.201681
## [227]    train-error:0.207283
## [228]    train-error:0.201681
## [229]    train-error:0.207283
## [230]    train-error:0.196078
## [231]    train-error:0.201681
## [232]    train-error:0.207283
## [233]    train-error:0.201681
## [234]    train-error:0.201681
## [235]    train-error:0.198880
## [236]    train-error:0.198880
## [237]    train-error:0.201681
## [238]    train-error:0.201681
## [239]    train-error:0.198880
## [240]    train-error:0.201681
## [241]    train-error:0.204482
## [242]    train-error:0.201681
## [243]    train-error:0.204482
## [244]    train-error:0.204482
## [245]    train-error:0.198880
## [246]    train-error:0.201681
## [247]    train-error:0.198880
## [248]    train-error:0.201681
## [249]    train-error:0.201681
## [250]    train-error:0.198880
## [251]    train-error:0.198880
## [252]    train-error:0.204482
## [253]    train-error:0.204482
## [254]    train-error:0.204482
## [255]    train-error:0.198880
## [256]    train-error:0.198880
## [257]    train-error:0.201681
## [258]    train-error:0.201681
## [259]    train-error:0.198880
## [260]    train-error:0.201681
## [261]    train-error:0.201681
## [262]    train-error:0.204482
## [263]    train-error:0.204482
## [264]    train-error:0.190476
## [265]    train-error:0.187675
## [266]    train-error:0.193277
## [267]    train-error:0.193277
## [268]    train-error:0.190476
## [269]    train-error:0.193277
## [270]    train-error:0.193277
## [271]    train-error:0.193277
## [272]    train-error:0.193277
## [273]    train-error:0.193277
## [274]    train-error:0.193277
## [275]    train-error:0.196078
## [276]    train-error:0.196078
## [0]  train-error:0.212290
## [1]  train-error:0.195531
## [2]  train-error:0.206704
## [3]  train-error:0.220670
## [4]  train-error:0.209497
## [5]  train-error:0.187151
## [6]  train-error:0.195531
## [7]  train-error:0.195531
## [8]  train-error:0.187151
## [9]  train-error:0.175978
## [10] train-error:0.173184
## [11] train-error:0.167598
## [12] train-error:0.170391
## [13] train-error:0.170391
## [14] train-error:0.173184
## [15] train-error:0.173184
## [16] train-error:0.170391
## [17] train-error:0.178771
## [18] train-error:0.173184
## [19] train-error:0.175978
## [20] train-error:0.173184
## [21] train-error:0.173184
## [22] train-error:0.167598
## [23] train-error:0.164804
## [24] train-error:0.164804
## [25] train-error:0.159218
## [26] train-error:0.175978
## [27] train-error:0.162011
## [28] train-error:0.167598
## [29] train-error:0.167598
## [30] train-error:0.159218
## [31] train-error:0.156425
## [32] train-error:0.153631
## [33] train-error:0.153631
## [34] train-error:0.153631
## [35] train-error:0.153631
## [36] train-error:0.159218
## [37] train-error:0.162011
## [38] train-error:0.142458
## [39] train-error:0.145251
## [40] train-error:0.145251
## [41] train-error:0.153631
## [42] train-error:0.164804
## [43] train-error:0.159218
## [44] train-error:0.156425
## [45] train-error:0.164804
## [46] train-error:0.159218
## [47] train-error:0.156425
## [48] train-error:0.150838
## [49] train-error:0.150838
## [50] train-error:0.139665
## [51] train-error:0.153631
## [52] train-error:0.170391
## [53] train-error:0.170391
## [54] train-error:0.164804
## [55] train-error:0.162011
## [56] train-error:0.159218
## [57] train-error:0.150838
## [58] train-error:0.145251
## [59] train-error:0.139665
## [60] train-error:0.150838
## [61] train-error:0.142458
## [62] train-error:0.142458
## [63] train-error:0.148045
## [64] train-error:0.136872
## [65] train-error:0.159218
## [66] train-error:0.153631
## [67] train-error:0.150838
## [68] train-error:0.162011
## [69] train-error:0.150838
## [70] train-error:0.159218
## [71] train-error:0.159218
## [72] train-error:0.150838
## [73] train-error:0.153631
## [74] train-error:0.142458
## [75] train-error:0.145251
## [76] train-error:0.136872
## [77] train-error:0.128492
## [78] train-error:0.139665
## [79] train-error:0.145251
## [80] train-error:0.148045
## [81] train-error:0.139665
## [82] train-error:0.134078
## [83] train-error:0.150838
## [84] train-error:0.139665
## [85] train-error:0.139665
## [86] train-error:0.145251
## [87] train-error:0.148045
## [88] train-error:0.145251
## [89] train-error:0.150838
## [90] train-error:0.148045
## [91] train-error:0.148045
## [92] train-error:0.150838
## [93] train-error:0.156425
## [94] train-error:0.153631
## [95] train-error:0.150838
## [96] train-error:0.150838
## [97] train-error:0.134078
## [98] train-error:0.136872
## [99] train-error:0.148045
## [100]    train-error:0.131285
## [101]    train-error:0.128492
## [102]    train-error:0.128492
## [103]    train-error:0.134078
## [104]    train-error:0.131285
## [105]    train-error:0.148045
## [106]    train-error:0.148045
## [107]    train-error:0.145251
## [108]    train-error:0.142458
## [109]    train-error:0.134078
## [110]    train-error:0.139665
## [111]    train-error:0.136872
## [112]    train-error:0.142458
## [113]    train-error:0.145251
## [114]    train-error:0.153631
## [115]    train-error:0.150838
## [116]    train-error:0.139665
## [117]    train-error:0.139665
## [118]    train-error:0.142458
## [119]    train-error:0.139665
## [120]    train-error:0.142458
## [121]    train-error:0.139665
## [122]    train-error:0.134078
## [123]    train-error:0.136872
## [124]    train-error:0.136872
## [125]    train-error:0.142458
## [126]    train-error:0.134078
## [127]    train-error:0.139665
## [128]    train-error:0.142458
## [129]    train-error:0.150838
## [130]    train-error:0.142458
## [131]    train-error:0.136872
## [132]    train-error:0.139665
## [133]    train-error:0.139665
## [134]    train-error:0.139665
## [135]    train-error:0.139665
## [136]    train-error:0.142458
## [137]    train-error:0.142458
## [138]    train-error:0.148045
## [139]    train-error:0.142458
## [140]    train-error:0.134078
## [141]    train-error:0.136872
## [142]    train-error:0.139665
## [143]    train-error:0.134078
## [144]    train-error:0.131285
## [145]    train-error:0.131285
## [146]    train-error:0.131285
## [147]    train-error:0.134078
## [148]    train-error:0.131285
## [149]    train-error:0.139665
## [150]    train-error:0.142458
## [151]    train-error:0.136872
## [152]    train-error:0.136872
## [153]    train-error:0.142458
## [154]    train-error:0.139665
## [155]    train-error:0.134078
## [156]    train-error:0.145251
## [157]    train-error:0.145251
## [158]    train-error:0.148045
## [159]    train-error:0.136872
## [160]    train-error:0.139665
## [161]    train-error:0.139665
## [162]    train-error:0.145251
## [163]    train-error:0.156425
## [164]    train-error:0.148045
## [165]    train-error:0.156425
## [166]    train-error:0.153631
## [167]    train-error:0.145251
## [168]    train-error:0.142458
## [169]    train-error:0.136872
## [170]    train-error:0.139665
## [171]    train-error:0.142458
## [172]    train-error:0.136872
## [173]    train-error:0.134078
## [174]    train-error:0.148045
## [175]    train-error:0.145251
## [176]    train-error:0.148045
## [177]    train-error:0.136872
## [178]    train-error:0.136872
## [179]    train-error:0.136872
## [180]    train-error:0.136872
## [181]    train-error:0.148045
## [182]    train-error:0.131285
## [183]    train-error:0.125698
## [184]    train-error:0.136872
## [185]    train-error:0.131285
## [186]    train-error:0.142458
## [187]    train-error:0.128492
## [188]    train-error:0.128492
## [189]    train-error:0.136872
## [190]    train-error:0.134078
## [191]    train-error:0.134078
## [192]    train-error:0.139665
## [193]    train-error:0.131285
## [194]    train-error:0.142458
## [195]    train-error:0.148045
## [196]    train-error:0.139665
## [197]    train-error:0.136872
## [198]    train-error:0.142458
## [199]    train-error:0.136872
## [200]    train-error:0.142458
## [201]    train-error:0.142458
## [202]    train-error:0.134078
## [203]    train-error:0.128492
## [204]    train-error:0.136872
## [205]    train-error:0.128492
## [206]    train-error:0.131285
## [207]    train-error:0.139665
## [208]    train-error:0.148045
## [209]    train-error:0.131285
## [210]    train-error:0.134078
## [211]    train-error:0.131285
## [212]    train-error:0.136872
## [213]    train-error:0.134078
## [214]    train-error:0.136872
## [215]    train-error:0.139665
## [216]    train-error:0.145251
## [217]    train-error:0.136872
## [218]    train-error:0.136872
## [219]    train-error:0.131285
## [220]    train-error:0.136872
## [221]    train-error:0.136872
## [222]    train-error:0.122905
## [223]    train-error:0.139665
## [224]    train-error:0.139665
## [225]    train-error:0.134078
## [226]    train-error:0.131285
## [227]    train-error:0.139665
## [228]    train-error:0.134078
## [229]    train-error:0.131285
## [230]    train-error:0.134078
## [231]    train-error:0.139665
## [232]    train-error:0.136872
## [233]    train-error:0.131285
## [234]    train-error:0.131285
## [235]    train-error:0.136872
## [236]    train-error:0.148045
## [237]    train-error:0.134078
## [238]    train-error:0.139665
## [239]    train-error:0.136872
## [240]    train-error:0.142458
## [241]    train-error:0.139665
## [242]    train-error:0.128492
## [243]    train-error:0.128492
## [244]    train-error:0.125698
## [245]    train-error:0.131285
## [246]    train-error:0.131285
## [247]    train-error:0.136872
## [248]    train-error:0.136872
## [249]    train-error:0.125698
## [250]    train-error:0.128492
## [251]    train-error:0.131285
## [252]    train-error:0.131285
## [253]    train-error:0.139665
## [254]    train-error:0.134078
## [255]    train-error:0.131285
## [256]    train-error:0.134078
## [257]    train-error:0.128492
## [258]    train-error:0.139665
## [259]    train-error:0.134078
## [260]    train-error:0.120112
## [261]    train-error:0.125698
## [262]    train-error:0.131285
## [263]    train-error:0.125698
## [264]    train-error:0.139665
## [265]    train-error:0.128492
## [266]    train-error:0.134078
## [267]    train-error:0.125698
## [268]    train-error:0.122905
## [269]    train-error:0.120112
## [270]    train-error:0.134078
## [271]    train-error:0.128492
## [272]    train-error:0.122905
## [273]    train-error:0.117318
## [274]    train-error:0.134078
## [275]    train-error:0.131285
## [276]    train-error:0.131285
## [277]    train-error:0.125698
## [278]    train-error:0.125698
## [279]    train-error:0.128492
## [280]    train-error:0.131285
## [281]    train-error:0.128492
## [282]    train-error:0.131285
## [283]    train-error:0.128492
## [284]    train-error:0.125698
## [285]    train-error:0.108939
## [286]    train-error:0.128492
## [287]    train-error:0.114525
## [288]    train-error:0.120112
## [289]    train-error:0.125698
## [290]    train-error:0.122905
## [291]    train-error:0.125698
## [292]    train-error:0.128492
## [293]    train-error:0.125698
## [294]    train-error:0.120112
## [295]    train-error:0.122905
## [296]    train-error:0.125698
## [297]    train-error:0.122905
## [298]    train-error:0.134078
## [299]    train-error:0.131285
## [300]    train-error:0.136872
## [301]    train-error:0.131285
## [302]    train-error:0.122905
## [303]    train-error:0.128492
## [304]    train-error:0.125698
## [305]    train-error:0.134078
## [306]    train-error:0.120112
## [307]    train-error:0.125698
## [308]    train-error:0.122905
## [309]    train-error:0.122905
## [310]    train-error:0.122905
## [311]    train-error:0.128492
## [312]    train-error:0.128492
## [313]    train-error:0.122905
## [314]    train-error:0.131285
## [315]    train-error:0.131285
## [316]    train-error:0.128492
## [317]    train-error:0.120112
## [318]    train-error:0.117318
## [319]    train-error:0.114525
## [320]    train-error:0.114525
## [321]    train-error:0.122905
## [322]    train-error:0.134078
## [323]    train-error:0.122905
## [324]    train-error:0.134078
## [325]    train-error:0.131285
## [326]    train-error:0.128492
## [327]    train-error:0.131285
## [328]    train-error:0.122905
## [329]    train-error:0.131285
## [330]    train-error:0.122905
## [331]    train-error:0.125698
## [332]    train-error:0.136872
## [333]    train-error:0.128492
## [334]    train-error:0.134078
## [335]    train-error:0.131285
## [336]    train-error:0.131285
## [337]    train-error:0.131285
## [338]    train-error:0.128492
## [339]    train-error:0.128492
## [340]    train-error:0.134078
## [341]    train-error:0.134078
## [342]    train-error:0.128492
## [343]    train-error:0.128492
## [344]    train-error:0.136872
## [345]    train-error:0.128492
## [346]    train-error:0.128492
## [347]    train-error:0.134078
## [348]    train-error:0.136872
## [349]    train-error:0.134078
## [350]    train-error:0.139665
## [351]    train-error:0.125698
## [352]    train-error:0.128492
## [353]    train-error:0.120112
## [354]    train-error:0.120112
## [355]    train-error:0.128492
## [356]    train-error:0.122905
## [357]    train-error:0.120112
## [358]    train-error:0.128492
## [359]    train-error:0.122905
## [360]    train-error:0.122905
## [361]    train-error:0.125698
## [362]    train-error:0.131285
## [363]    train-error:0.128492
## [364]    train-error:0.122905
## [365]    train-error:0.122905
## [366]    train-error:0.120112
## [367]    train-error:0.117318
## [368]    train-error:0.128492
## [369]    train-error:0.120112
## [370]    train-error:0.111732
## [371]    train-error:0.131285
## [372]    train-error:0.125698
## [373]    train-error:0.134078
## [374]    train-error:0.136872
## [375]    train-error:0.148045
## [376]    train-error:0.122905
## [377]    train-error:0.131285
## [378]    train-error:0.131285
## [379]    train-error:0.131285
## [380]    train-error:0.128492
## [381]    train-error:0.136872
## [0]  train-error:0.299720
## [1]  train-error:0.282913
## [2]  train-error:0.179272
## [3]  train-error:0.156863
## [4]  train-error:0.159664
## [5]  train-error:0.173669
## [6]  train-error:0.173669
## [7]  train-error:0.173669
## [8]  train-error:0.162465
## [9]  train-error:0.165266
## [10] train-error:0.154062
## [11] train-error:0.156863
## [12] train-error:0.156863
## [13] train-error:0.154062
## [14] train-error:0.151261
## [15] train-error:0.148459
## [16] train-error:0.145658
## [17] train-error:0.142857
## [18] train-error:0.151261
## [19] train-error:0.156863
## [20] train-error:0.151261
## [21] train-error:0.142857
## [22] train-error:0.154062
## [23] train-error:0.154062
## [24] train-error:0.156863
## [25] train-error:0.154062
## [26] train-error:0.140056
## [27] train-error:0.148459
## [28] train-error:0.145658
## [29] train-error:0.145658
## [30] train-error:0.134454
## [31] train-error:0.156863
## [32] train-error:0.151261
## [33] train-error:0.140056
## [34] train-error:0.151261
## [35] train-error:0.154062
## [36] train-error:0.145658
## [37] train-error:0.145658
## [38] train-error:0.154062
## [39] train-error:0.140056
## [40] train-error:0.137255
## [41] train-error:0.148459
## [42] train-error:0.148459
## [43] train-error:0.145658
## [44] train-error:0.145658
## [45] train-error:0.145658
## [46] train-error:0.140056
## [47] train-error:0.148459
## [48] train-error:0.131653
## [49] train-error:0.140056
## [50] train-error:0.137255
## [51] train-error:0.137255
## [52] train-error:0.128852
## [53] train-error:0.128852
## [54] train-error:0.126050
## [55] train-error:0.134454
## [56] train-error:0.128852
## [57] train-error:0.137255
## [58] train-error:0.148459
## [59] train-error:0.131653
## [60] train-error:0.134454
## [61] train-error:0.137255
## [62] train-error:0.131653
## [63] train-error:0.134454
## [64] train-error:0.131653
## [65] train-error:0.123249
## [66] train-error:0.117647
## [67] train-error:0.123249
## [68] train-error:0.126050
## [69] train-error:0.134454
## [70] train-error:0.137255
## [71] train-error:0.137255
## [72] train-error:0.140056
## [73] train-error:0.137255
## [74] train-error:0.134454
## [75] train-error:0.140056
## [76] train-error:0.120448
## [77] train-error:0.137255
## [78] train-error:0.137255
## [79] train-error:0.137255
## [80] train-error:0.131653
## [81] train-error:0.128852
## [82] train-error:0.117647
## [83] train-error:0.112045
## [84] train-error:0.120448
## [85] train-error:0.120448
## [86] train-error:0.117647
## [87] train-error:0.114846
## [88] train-error:0.117647
## [89] train-error:0.112045
## [90] train-error:0.109244
## [91] train-error:0.100840
## [92] train-error:0.114846
## [93] train-error:0.112045
## [94] train-error:0.117647
## [95] train-error:0.109244
## [96] train-error:0.106443
## [97] train-error:0.109244
## [98] train-error:0.100840
## [99] train-error:0.106443
## [100]    train-error:0.123249
## [101]    train-error:0.114846
## [102]    train-error:0.114846
## [103]    train-error:0.114846
## [104]    train-error:0.114846
## [105]    train-error:0.109244
## [106]    train-error:0.100840
## [107]    train-error:0.103641
## [108]    train-error:0.106443
## [109]    train-error:0.103641
## [110]    train-error:0.112045
## [111]    train-error:0.114846
## [112]    train-error:0.109244
## [113]    train-error:0.112045
## [114]    train-error:0.112045
## [115]    train-error:0.112045
## [116]    train-error:0.109244
## [117]    train-error:0.106443
## [118]    train-error:0.114846
## [119]    train-error:0.114846
## [120]    train-error:0.114846
## [121]    train-error:0.120448
## [122]    train-error:0.120448
## [123]    train-error:0.106443
## [124]    train-error:0.106443
## [125]    train-error:0.103641
## [126]    train-error:0.120448
## [127]    train-error:0.117647
## [128]    train-error:0.109244
## [129]    train-error:0.114846
## [130]    train-error:0.106443
## [131]    train-error:0.103641
## [132]    train-error:0.100840
## [133]    train-error:0.103641
## [134]    train-error:0.100840
## [135]    train-error:0.100840
## [136]    train-error:0.095238
## [137]    train-error:0.106443
## [138]    train-error:0.103641
## [139]    train-error:0.106443
## [140]    train-error:0.098039
## [141]    train-error:0.112045
## [142]    train-error:0.112045
## [143]    train-error:0.109244
## [144]    train-error:0.106443
## [145]    train-error:0.112045
## [146]    train-error:0.112045
## [147]    train-error:0.117647
## [148]    train-error:0.106443
## [149]    train-error:0.106443
## [150]    train-error:0.109244
## [151]    train-error:0.098039
## [152]    train-error:0.106443
## [153]    train-error:0.106443
## [154]    train-error:0.103641
## [155]    train-error:0.098039
## [156]    train-error:0.106443
## [157]    train-error:0.106443
## [158]    train-error:0.103641
## [159]    train-error:0.103641
## [160]    train-error:0.103641
## [161]    train-error:0.117647
## [162]    train-error:0.114846
## [163]    train-error:0.106443
## [164]    train-error:0.106443
## [165]    train-error:0.106443
## [166]    train-error:0.109244
## [167]    train-error:0.095238
## [168]    train-error:0.098039
## [169]    train-error:0.103641
## [170]    train-error:0.098039
## [171]    train-error:0.098039
## [172]    train-error:0.098039
## [173]    train-error:0.103641
## [174]    train-error:0.092437
## [175]    train-error:0.100840
## [176]    train-error:0.106443
## [177]    train-error:0.095238
## [178]    train-error:0.092437
## [179]    train-error:0.098039
## [180]    train-error:0.100840
## [181]    train-error:0.092437
## [182]    train-error:0.098039
## [183]    train-error:0.098039
## [184]    train-error:0.100840
## [185]    train-error:0.112045
## [186]    train-error:0.106443
## [187]    train-error:0.112045
## [188]    train-error:0.106443
## [189]    train-error:0.095238
## [190]    train-error:0.100840
## [191]    train-error:0.100840
## [192]    train-error:0.100840
## [193]    train-error:0.100840
## [194]    train-error:0.112045
## [195]    train-error:0.100840
## [196]    train-error:0.095238
## [197]    train-error:0.106443
## [198]    train-error:0.106443
## [199]    train-error:0.103641
## [200]    train-error:0.098039
## [201]    train-error:0.100840
## [202]    train-error:0.095238
## [203]    train-error:0.098039
## [204]    train-error:0.098039
## [205]    train-error:0.098039
## [206]    train-error:0.095238
## [207]    train-error:0.098039
## [208]    train-error:0.098039
## [209]    train-error:0.095238
## [210]    train-error:0.092437
## [211]    train-error:0.098039
## [212]    train-error:0.098039
## [213]    train-error:0.100840
## [214]    train-error:0.100840
## [215]    train-error:0.100840
## [216]    train-error:0.098039
## [217]    train-error:0.103641
## [218]    train-error:0.100840
## [219]    train-error:0.100840
## [220]    train-error:0.103641
## [221]    train-error:0.100840
## [222]    train-error:0.100840
## [223]    train-error:0.098039
## [224]    train-error:0.100840
## [225]    train-error:0.100840
## [226]    train-error:0.109244
## [227]    train-error:0.103641
## [228]    train-error:0.106443
## [229]    train-error:0.106443
## [230]    train-error:0.106443
## [231]    train-error:0.112045
## [232]    train-error:0.100840
## [233]    train-error:0.106443
## [234]    train-error:0.109244
## [235]    train-error:0.100840
## [236]    train-error:0.106443
## [237]    train-error:0.106443
## [238]    train-error:0.103641
## [239]    train-error:0.114846
## [240]    train-error:0.114846
## [241]    train-error:0.114846
## [242]    train-error:0.120448
## [243]    train-error:0.114846
## [244]    train-error:0.114846
## [245]    train-error:0.112045
## [246]    train-error:0.109244
## [247]    train-error:0.100840
## [248]    train-error:0.106443
## [249]    train-error:0.100840
## [250]    train-error:0.109244
## [251]    train-error:0.106443
## [252]    train-error:0.100840
## [253]    train-error:0.098039
## [254]    train-error:0.103641
## [255]    train-error:0.103641
## [256]    train-error:0.098039
## [257]    train-error:0.103641
## [258]    train-error:0.098039
## [259]    train-error:0.106443
## [260]    train-error:0.098039
## [261]    train-error:0.103641
## [262]    train-error:0.103641
## [263]    train-error:0.098039
## [264]    train-error:0.095238
## [265]    train-error:0.100840
## [266]    train-error:0.095238
## [267]    train-error:0.095238
## [268]    train-error:0.086835
## [269]    train-error:0.084034
## [270]    train-error:0.095238
## [271]    train-error:0.092437
## [272]    train-error:0.112045
## [273]    train-error:0.103641
## [274]    train-error:0.095238
## [275]    train-error:0.100840
## [276]    train-error:0.098039
## [277]    train-error:0.100840
## [278]    train-error:0.100840
## [279]    train-error:0.100840
## [280]    train-error:0.103641
## [281]    train-error:0.098039
## [282]    train-error:0.103641
## [283]    train-error:0.100840
## [284]    train-error:0.095238
## [285]    train-error:0.100840
## [286]    train-error:0.092437
## [287]    train-error:0.106443
## [288]    train-error:0.106443
## [289]    train-error:0.103641
## [290]    train-error:0.100840
## [291]    train-error:0.103641
## [292]    train-error:0.100840
## [293]    train-error:0.103641
## [294]    train-error:0.103641
## [295]    train-error:0.100840
## [296]    train-error:0.103641
## [297]    train-error:0.103641
## [298]    train-error:0.100840
## [299]    train-error:0.092437
## [300]    train-error:0.092437
## [301]    train-error:0.095238
## [302]    train-error:0.092437
## [303]    train-error:0.095238
## [304]    train-error:0.095238
## [305]    train-error:0.100840
## [306]    train-error:0.100840
## [307]    train-error:0.095238
## [308]    train-error:0.098039
## [309]    train-error:0.103641
## [310]    train-error:0.103641
## [311]    train-error:0.095238
## [312]    train-error:0.092437
## [313]    train-error:0.098039
## [314]    train-error:0.098039
## [315]    train-error:0.100840
## [316]    train-error:0.095238
## [317]    train-error:0.098039
## [318]    train-error:0.098039
## [319]    train-error:0.092437
## [320]    train-error:0.086835
## [321]    train-error:0.089636
## [322]    train-error:0.092437
## [323]    train-error:0.092437
## [324]    train-error:0.095238
## [325]    train-error:0.098039
## [326]    train-error:0.092437
## [327]    train-error:0.095238
## [328]    train-error:0.092437
## [329]    train-error:0.092437
## [330]    train-error:0.095238
## [331]    train-error:0.095238
## [332]    train-error:0.095238
## [333]    train-error:0.092437
## [334]    train-error:0.092437
## [335]    train-error:0.092437
## [336]    train-error:0.092437
## [337]    train-error:0.092437
## [338]    train-error:0.098039
## [339]    train-error:0.095238
## [340]    train-error:0.103641
## [341]    train-error:0.098039
## [342]    train-error:0.100840
## [343]    train-error:0.100840
## [344]    train-error:0.095238
## [345]    train-error:0.095238
## [346]    train-error:0.098039
## [347]    train-error:0.098039
## [348]    train-error:0.095238
## [349]    train-error:0.098039
## [350]    train-error:0.095238
## [351]    train-error:0.103641
## [352]    train-error:0.106443
## [353]    train-error:0.089636
## [354]    train-error:0.106443
## [355]    train-error:0.100840
## [356]    train-error:0.103641
## [357]    train-error:0.103641
## [358]    train-error:0.098039
## [359]    train-error:0.100840
## [360]    train-error:0.098039
## [361]    train-error:0.100840
## [362]    train-error:0.095238
## [363]    train-error:0.092437
## [364]    train-error:0.092437
## [365]    train-error:0.092437
## [366]    train-error:0.098039
## [367]    train-error:0.095238
## [368]    train-error:0.098039
## [369]    train-error:0.098039
## [370]    train-error:0.100840
## [371]    train-error:0.098039
## [372]    train-error:0.095238
## [373]    train-error:0.086835
## [374]    train-error:0.089636
## [375]    train-error:0.098039
## [376]    train-error:0.098039
## [377]    train-error:0.100840
## [378]    train-error:0.100840
## [379]    train-error:0.089636
## [380]    train-error:0.095238
## [381]    train-error:0.092437
## [0]  train-error:0.218487
## [1]  train-error:0.221289
## [2]  train-error:0.238095
## [3]  train-error:0.196078
## [4]  train-error:0.193277
## [5]  train-error:0.184874
## [6]  train-error:0.173669
## [7]  train-error:0.182073
## [8]  train-error:0.184874
## [9]  train-error:0.176471
## [10] train-error:0.184874
## [11] train-error:0.145658
## [12] train-error:0.162465
## [13] train-error:0.159664
## [14] train-error:0.168067
## [15] train-error:0.173669
## [16] train-error:0.156863
## [17] train-error:0.168067
## [18] train-error:0.170868
## [19] train-error:0.154062
## [20] train-error:0.159664
## [21] train-error:0.154062
## [22] train-error:0.154062
## [23] train-error:0.159664
## [24] train-error:0.145658
## [25] train-error:0.142857
## [26] train-error:0.137255
## [27] train-error:0.142857
## [28] train-error:0.142857
## [29] train-error:0.140056
## [30] train-error:0.134454
## [31] train-error:0.140056
## [32] train-error:0.145658
## [33] train-error:0.142857
## [34] train-error:0.140056
## [35] train-error:0.159664
## [36] train-error:0.142857
## [37] train-error:0.142857
## [38] train-error:0.148459
## [39] train-error:0.145658
## [40] train-error:0.142857
## [41] train-error:0.145658
## [42] train-error:0.134454
## [43] train-error:0.142857
## [44] train-error:0.145658
## [45] train-error:0.148459
## [46] train-error:0.142857
## [47] train-error:0.151261
## [48] train-error:0.142857
## [49] train-error:0.134454
## [50] train-error:0.137255
## [51] train-error:0.137255
## [52] train-error:0.131653
## [53] train-error:0.128852
## [54] train-error:0.123249
## [55] train-error:0.120448
## [56] train-error:0.131653
## [57] train-error:0.128852
## [58] train-error:0.137255
## [59] train-error:0.145658
## [60] train-error:0.140056
## [61] train-error:0.142857
## [62] train-error:0.134454
## [63] train-error:0.142857
## [64] train-error:0.142857
## [65] train-error:0.145658
## [66] train-error:0.131653
## [67] train-error:0.128852
## [68] train-error:0.134454
## [69] train-error:0.126050
## [70] train-error:0.126050
## [71] train-error:0.117647
## [72] train-error:0.140056
## [73] train-error:0.131653
## [74] train-error:0.134454
## [75] train-error:0.134454
## [76] train-error:0.128852
## [77] train-error:0.120448
## [78] train-error:0.128852
## [79] train-error:0.145658
## [80] train-error:0.140056
## [81] train-error:0.137255
## [82] train-error:0.137255
## [83] train-error:0.126050
## [84] train-error:0.120448
## [85] train-error:0.120448
## [86] train-error:0.123249
## [87] train-error:0.126050
## [88] train-error:0.123249
## [89] train-error:0.114846
## [90] train-error:0.123249
## [91] train-error:0.120448
## [92] train-error:0.120448
## [93] train-error:0.126050
## [94] train-error:0.123249
## [95] train-error:0.123249
## [96] train-error:0.131653
## [97] train-error:0.140056
## [98] train-error:0.128852
## [99] train-error:0.126050
## [100]    train-error:0.131653
## [101]    train-error:0.126050
## [102]    train-error:0.128852
## [103]    train-error:0.120448
## [104]    train-error:0.123249
## [105]    train-error:0.117647
## [106]    train-error:0.117647
## [107]    train-error:0.117647
## [108]    train-error:0.120448
## [109]    train-error:0.123249
## [110]    train-error:0.131653
## [111]    train-error:0.123249
## [112]    train-error:0.123249
## [113]    train-error:0.128852
## [114]    train-error:0.126050
## [115]    train-error:0.112045
## [116]    train-error:0.114846
## [117]    train-error:0.114846
## [118]    train-error:0.114846
## [119]    train-error:0.100840
## [120]    train-error:0.103641
## [121]    train-error:0.100840
## [122]    train-error:0.103641
## [123]    train-error:0.100840
## [124]    train-error:0.106443
## [125]    train-error:0.106443
## [126]    train-error:0.109244
## [127]    train-error:0.117647
## [128]    train-error:0.120448
## [129]    train-error:0.128852
## [130]    train-error:0.123249
## [131]    train-error:0.114846
## [132]    train-error:0.123249
## [133]    train-error:0.120448
## [134]    train-error:0.109244
## [135]    train-error:0.117647
## [136]    train-error:0.114846
## [137]    train-error:0.103641
## [138]    train-error:0.103641
## [139]    train-error:0.109244
## [140]    train-error:0.106443
## [141]    train-error:0.114846
## [142]    train-error:0.114846
## [143]    train-error:0.123249
## [144]    train-error:0.112045
## [145]    train-error:0.109244
## [146]    train-error:0.114846
## [147]    train-error:0.112045
## [148]    train-error:0.114846
## [149]    train-error:0.112045
## [150]    train-error:0.117647
## [151]    train-error:0.112045
## [152]    train-error:0.112045
## [153]    train-error:0.112045
## [154]    train-error:0.109244
## [155]    train-error:0.114846
## [156]    train-error:0.106443
## [157]    train-error:0.112045
## [158]    train-error:0.112045
## [159]    train-error:0.109244
## [160]    train-error:0.103641
## [161]    train-error:0.112045
## [162]    train-error:0.128852
## [163]    train-error:0.120448
## [164]    train-error:0.123249
## [165]    train-error:0.117647
## [166]    train-error:0.128852
## [167]    train-error:0.128852
## [168]    train-error:0.123249
## [169]    train-error:0.120448
## [170]    train-error:0.123249
## [171]    train-error:0.128852
## [172]    train-error:0.128852
## [173]    train-error:0.128852
## [174]    train-error:0.114846
## [175]    train-error:0.106443
## [176]    train-error:0.123249
## [177]    train-error:0.112045
## [178]    train-error:0.117647
## [179]    train-error:0.106443
## [180]    train-error:0.095238
## [181]    train-error:0.100840
## [182]    train-error:0.100840
## [183]    train-error:0.103641
## [184]    train-error:0.106443
## [185]    train-error:0.103641
## [186]    train-error:0.112045
## [187]    train-error:0.100840
## [188]    train-error:0.100840
## [189]    train-error:0.106443
## [190]    train-error:0.106443
## [191]    train-error:0.128852
## [192]    train-error:0.120448
## [193]    train-error:0.120448
## [194]    train-error:0.112045
## [195]    train-error:0.117647
## [196]    train-error:0.128852
## [197]    train-error:0.128852
## [198]    train-error:0.123249
## [199]    train-error:0.114846
## [200]    train-error:0.100840
## [201]    train-error:0.106443
## [202]    train-error:0.112045
## [203]    train-error:0.117647
## [204]    train-error:0.098039
## [205]    train-error:0.100840
## [206]    train-error:0.095238
## [207]    train-error:0.092437
## [208]    train-error:0.112045
## [209]    train-error:0.112045
## [210]    train-error:0.114846
## [211]    train-error:0.114846
## [212]    train-error:0.117647
## [213]    train-error:0.109244
## [214]    train-error:0.106443
## [215]    train-error:0.098039
## [216]    train-error:0.092437
## [217]    train-error:0.095238
## [218]    train-error:0.100840
## [219]    train-error:0.103641
## [220]    train-error:0.109244
## [221]    train-error:0.109244
## [222]    train-error:0.114846
## [223]    train-error:0.114846
## [224]    train-error:0.117647
## [225]    train-error:0.117647
## [226]    train-error:0.126050
## [227]    train-error:0.126050
## [228]    train-error:0.126050
## [229]    train-error:0.126050
## [230]    train-error:0.123249
## [231]    train-error:0.123249
## [232]    train-error:0.120448
## [233]    train-error:0.112045
## [234]    train-error:0.123249
## [235]    train-error:0.106443
## [236]    train-error:0.114846
## [237]    train-error:0.106443
## [238]    train-error:0.106443
## [239]    train-error:0.106443
## [240]    train-error:0.112045
## [241]    train-error:0.117647
## [242]    train-error:0.123249
## [243]    train-error:0.120448
## [244]    train-error:0.112045
## [245]    train-error:0.114846
## [246]    train-error:0.114846
## [247]    train-error:0.117647
## [248]    train-error:0.117647
## [249]    train-error:0.112045
## [250]    train-error:0.112045
## [251]    train-error:0.106443
## [252]    train-error:0.128852
## [253]    train-error:0.117647
## [254]    train-error:0.103641
## [255]    train-error:0.106443
## [256]    train-error:0.109244
## [257]    train-error:0.109244
## [258]    train-error:0.103641
## [259]    train-error:0.109244
## [260]    train-error:0.109244
## [261]    train-error:0.103641
## [262]    train-error:0.114846
## [263]    train-error:0.112045
## [264]    train-error:0.109244
## [265]    train-error:0.106443
## [266]    train-error:0.106443
## [267]    train-error:0.112045
## [268]    train-error:0.114846
## [269]    train-error:0.123249
## [270]    train-error:0.120448
## [271]    train-error:0.123249
## [272]    train-error:0.117647
## [273]    train-error:0.123249
## [274]    train-error:0.117647
## [275]    train-error:0.128852
## [276]    train-error:0.114846
## [277]    train-error:0.112045
## [278]    train-error:0.106443
## [279]    train-error:0.112045
## [280]    train-error:0.100840
## [281]    train-error:0.103641
## [282]    train-error:0.092437
## [283]    train-error:0.103641
## [284]    train-error:0.092437
## [285]    train-error:0.103641
## [286]    train-error:0.103641
## [287]    train-error:0.114846
## [288]    train-error:0.103641
## [289]    train-error:0.103641
## [290]    train-error:0.106443
## [291]    train-error:0.103641
## [292]    train-error:0.098039
## [293]    train-error:0.098039
## [294]    train-error:0.103641
## [295]    train-error:0.095238
## [296]    train-error:0.112045
## [297]    train-error:0.123249
## [298]    train-error:0.103641
## [299]    train-error:0.114846
## [300]    train-error:0.117647
## [301]    train-error:0.100840
## [302]    train-error:0.095238
## [303]    train-error:0.098039
## [304]    train-error:0.106443
## [305]    train-error:0.109244
## [306]    train-error:0.106443
## [307]    train-error:0.112045
## [308]    train-error:0.109244
## [309]    train-error:0.114846
## [310]    train-error:0.095238
## [311]    train-error:0.095238
## [312]    train-error:0.092437
## [313]    train-error:0.089636
## [314]    train-error:0.095238
## [315]    train-error:0.095238
## [316]    train-error:0.092437
## [317]    train-error:0.089636
## [318]    train-error:0.095238
## [319]    train-error:0.095238
## [320]    train-error:0.095238
## [321]    train-error:0.098039
## [322]    train-error:0.103641
## [323]    train-error:0.103641
## [324]    train-error:0.109244
## [325]    train-error:0.103641
## [326]    train-error:0.095238
## [327]    train-error:0.103641
## [328]    train-error:0.103641
## [329]    train-error:0.089636
## [330]    train-error:0.092437
## [331]    train-error:0.086835
## [332]    train-error:0.095238
## [333]    train-error:0.095238
## [334]    train-error:0.086835
## [335]    train-error:0.092437
## [336]    train-error:0.095238
## [337]    train-error:0.092437
## [338]    train-error:0.092437
## [339]    train-error:0.092437
## [340]    train-error:0.086835
## [341]    train-error:0.095238
## [342]    train-error:0.092437
## [343]    train-error:0.086835
## [344]    train-error:0.089636
## [345]    train-error:0.086835
## [346]    train-error:0.092437
## [347]    train-error:0.089636
## [348]    train-error:0.095238
## [349]    train-error:0.103641
## [350]    train-error:0.095238
## [351]    train-error:0.095238
## [352]    train-error:0.086835
## [353]    train-error:0.103641
## [354]    train-error:0.092437
## [355]    train-error:0.089636
## [356]    train-error:0.095238
## [357]    train-error:0.095238
## [358]    train-error:0.092437
## [359]    train-error:0.092437
## [360]    train-error:0.100840
## [361]    train-error:0.098039
## [362]    train-error:0.098039
## [363]    train-error:0.086835
## [364]    train-error:0.089636
## [365]    train-error:0.098039
## [366]    train-error:0.100840
## [367]    train-error:0.095238
## [368]    train-error:0.089636
## [369]    train-error:0.086835
## [370]    train-error:0.078431
## [371]    train-error:0.086835
## [372]    train-error:0.089636
## [373]    train-error:0.089636
## [374]    train-error:0.084034
## [375]    train-error:0.078431
## [376]    train-error:0.075630
## [377]    train-error:0.075630
## [378]    train-error:0.075630
## [379]    train-error:0.070028
## [380]    train-error:0.084034
## [381]    train-error:0.078431
## [0]  train-error:0.301676
## [1]  train-error:0.231844
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.206704
## [5]  train-error:0.201117
## [6]  train-error:0.201117
## [7]  train-error:0.192737
## [8]  train-error:0.195531
## [9]  train-error:0.198324
## [10] train-error:0.195531
## [11] train-error:0.203911
## [12] train-error:0.192737
## [13] train-error:0.198324
## [14] train-error:0.201117
## [15] train-error:0.189944
## [16] train-error:0.187151
## [17] train-error:0.184358
## [18] train-error:0.189944
## [19] train-error:0.195531
## [20] train-error:0.189944
## [21] train-error:0.201117
## [22] train-error:0.198324
## [23] train-error:0.195531
## [24] train-error:0.192737
## [25] train-error:0.201117
## [26] train-error:0.189944
## [27] train-error:0.184358
## [28] train-error:0.187151
## [29] train-error:0.198324
## [30] train-error:0.187151
## [31] train-error:0.189944
## [32] train-error:0.187151
## [33] train-error:0.187151
## [34] train-error:0.187151
## [35] train-error:0.187151
## [36] train-error:0.181564
## [37] train-error:0.184358
## [38] train-error:0.181564
## [39] train-error:0.178771
## [40] train-error:0.170391
## [41] train-error:0.175978
## [42] train-error:0.181564
## [43] train-error:0.187151
## [44] train-error:0.192737
## [45] train-error:0.195531
## [46] train-error:0.187151
## [47] train-error:0.187151
## [48] train-error:0.187151
## [49] train-error:0.187151
## [50] train-error:0.187151
## [51] train-error:0.184358
## [52] train-error:0.181564
## [53] train-error:0.181564
## [54] train-error:0.181564
## [55] train-error:0.187151
## [56] train-error:0.187151
## [57] train-error:0.184358
## [58] train-error:0.181564
## [59] train-error:0.187151
## [60] train-error:0.181564
## [61] train-error:0.175978
## [62] train-error:0.167598
## [63] train-error:0.170391
## [64] train-error:0.175978
## [65] train-error:0.173184
## [66] train-error:0.170391
## [67] train-error:0.167598
## [68] train-error:0.162011
## [69] train-error:0.159218
## [70] train-error:0.162011
## [71] train-error:0.153631
## [72] train-error:0.159218
## [73] train-error:0.175978
## [74] train-error:0.167598
## [75] train-error:0.173184
## [76] train-error:0.175978
## [77] train-error:0.170391
## [78] train-error:0.175978
## [79] train-error:0.173184
## [80] train-error:0.181564
## [81] train-error:0.170391
## [82] train-error:0.181564
## [83] train-error:0.178771
## [84] train-error:0.170391
## [85] train-error:0.164804
## [86] train-error:0.164804
## [87] train-error:0.170391
## [88] train-error:0.167598
## [89] train-error:0.181564
## [90] train-error:0.175978
## [91] train-error:0.167598
## [92] train-error:0.173184
## [93] train-error:0.175978
## [94] train-error:0.170391
## [95] train-error:0.167598
## [96] train-error:0.164804
## [97] train-error:0.173184
## [98] train-error:0.175978
## [99] train-error:0.175978
## [100]    train-error:0.170391
## [101]    train-error:0.175978
## [102]    train-error:0.170391
## [103]    train-error:0.170391
## [104]    train-error:0.170391
## [105]    train-error:0.173184
## [106]    train-error:0.173184
## [107]    train-error:0.173184
## [108]    train-error:0.178771
## [109]    train-error:0.167598
## [110]    train-error:0.164804
## [111]    train-error:0.170391
## [112]    train-error:0.175978
## [113]    train-error:0.175978
## [114]    train-error:0.156425
## [115]    train-error:0.156425
## [116]    train-error:0.167598
## [117]    train-error:0.153631
## [118]    train-error:0.153631
## [119]    train-error:0.153631
## [120]    train-error:0.173184
## [121]    train-error:0.167598
## [122]    train-error:0.156425
## [123]    train-error:0.153631
## [124]    train-error:0.159218
## [125]    train-error:0.153631
## [126]    train-error:0.162011
## [127]    train-error:0.162011
## [128]    train-error:0.156425
## [129]    train-error:0.173184
## [130]    train-error:0.164804
## [131]    train-error:0.159218
## [132]    train-error:0.159218
## [133]    train-error:0.167598
## [134]    train-error:0.167598
## [135]    train-error:0.170391
## [136]    train-error:0.164804
## [137]    train-error:0.167598
## [138]    train-error:0.170391
## [139]    train-error:0.167598
## [140]    train-error:0.170391
## [141]    train-error:0.167598
## [142]    train-error:0.156425
## [143]    train-error:0.156425
## [144]    train-error:0.156425
## [145]    train-error:0.153631
## [146]    train-error:0.150838
## [147]    train-error:0.150838
## [148]    train-error:0.148045
## [149]    train-error:0.150838
## [150]    train-error:0.150838
## [151]    train-error:0.156425
## [152]    train-error:0.156425
## [153]    train-error:0.153631
## [154]    train-error:0.150838
## [155]    train-error:0.159218
## [156]    train-error:0.156425
## [157]    train-error:0.156425
## [158]    train-error:0.164804
## [159]    train-error:0.159218
## [160]    train-error:0.159218
## [161]    train-error:0.159218
## [162]    train-error:0.159218
## [163]    train-error:0.153631
## [164]    train-error:0.153631
## [165]    train-error:0.159218
## [166]    train-error:0.156425
## [167]    train-error:0.148045
## [168]    train-error:0.148045
## [169]    train-error:0.148045
## [170]    train-error:0.150838
## [171]    train-error:0.142458
## [172]    train-error:0.139665
## [173]    train-error:0.148045
## [174]    train-error:0.142458
## [175]    train-error:0.153631
## [176]    train-error:0.142458
## [177]    train-error:0.150838
## [178]    train-error:0.148045
## [179]    train-error:0.145251
## [180]    train-error:0.150838
## [181]    train-error:0.148045
## [182]    train-error:0.148045
## [183]    train-error:0.145251
## [184]    train-error:0.145251
## [185]    train-error:0.148045
## [186]    train-error:0.153631
## [187]    train-error:0.150838
## [188]    train-error:0.142458
## [189]    train-error:0.153631
## [190]    train-error:0.156425
## [191]    train-error:0.148045
## [192]    train-error:0.159218
## [193]    train-error:0.148045
## [194]    train-error:0.153631
## [195]    train-error:0.159218
## [196]    train-error:0.159218
## [197]    train-error:0.162011
## [198]    train-error:0.167598
## [199]    train-error:0.167598
## [200]    train-error:0.153631
## [201]    train-error:0.159218
## [202]    train-error:0.156425
## [203]    train-error:0.159218
## [204]    train-error:0.156425
## [205]    train-error:0.156425
## [206]    train-error:0.159218
## [207]    train-error:0.156425
## [208]    train-error:0.145251
## [209]    train-error:0.150838
## [210]    train-error:0.156425
## [211]    train-error:0.162011
## [212]    train-error:0.156425
## [213]    train-error:0.145251
## [214]    train-error:0.148045
## [215]    train-error:0.150838
## [216]    train-error:0.150838
## [217]    train-error:0.150838
## [218]    train-error:0.150838
## [219]    train-error:0.159218
## [220]    train-error:0.156425
## [221]    train-error:0.162011
## [222]    train-error:0.159218
## [223]    train-error:0.153631
## [224]    train-error:0.156425
## [225]    train-error:0.159218
## [226]    train-error:0.142458
## [227]    train-error:0.150838
## [228]    train-error:0.156425
## [229]    train-error:0.153631
## [230]    train-error:0.148045
## [231]    train-error:0.153631
## [232]    train-error:0.150838
## [233]    train-error:0.145251
## [234]    train-error:0.145251
## [235]    train-error:0.142458
## [236]    train-error:0.148045
## [237]    train-error:0.150838
## [238]    train-error:0.150838
## [239]    train-error:0.142458
## [240]    train-error:0.162011
## [241]    train-error:0.150838
## [242]    train-error:0.153631
## [243]    train-error:0.150838
## [244]    train-error:0.159218
## [245]    train-error:0.156425
## [246]    train-error:0.159218
## [247]    train-error:0.153631
## [248]    train-error:0.159218
## [249]    train-error:0.167598
## [250]    train-error:0.159218
## [251]    train-error:0.153631
## [252]    train-error:0.153631
## [253]    train-error:0.150838
## [254]    train-error:0.145251
## [255]    train-error:0.145251
## [256]    train-error:0.159218
## [257]    train-error:0.156425
## [258]    train-error:0.156425
## [259]    train-error:0.153631
## [260]    train-error:0.156425
## [261]    train-error:0.150838
## [262]    train-error:0.150838
## [263]    train-error:0.153631
## [264]    train-error:0.148045
## [265]    train-error:0.159218
## [266]    train-error:0.156425
## [267]    train-error:0.148045
## [268]    train-error:0.148045
## [269]    train-error:0.156425
## [270]    train-error:0.159218
## [271]    train-error:0.153631
## [272]    train-error:0.153631
## [273]    train-error:0.156425
## [274]    train-error:0.159218
## [275]    train-error:0.156425
## [276]    train-error:0.148045
## [277]    train-error:0.139665
## [278]    train-error:0.156425
## [279]    train-error:0.159218
## [280]    train-error:0.159218
## [281]    train-error:0.153631
## [282]    train-error:0.150838
## [283]    train-error:0.139665
## [284]    train-error:0.162011
## [285]    train-error:0.159218
## [286]    train-error:0.156425
## [287]    train-error:0.153631
## [288]    train-error:0.153631
## [289]    train-error:0.150838
## [290]    train-error:0.156425
## [291]    train-error:0.153631
## [292]    train-error:0.156425
## [293]    train-error:0.156425
## [294]    train-error:0.156425
## [295]    train-error:0.159218
## [296]    train-error:0.153631
## [297]    train-error:0.153631
## [298]    train-error:0.156425
## [299]    train-error:0.148045
## [300]    train-error:0.150838
## [301]    train-error:0.148045
## [302]    train-error:0.148045
## [303]    train-error:0.148045
## [304]    train-error:0.145251
## [305]    train-error:0.156425
## [306]    train-error:0.150838
## [307]    train-error:0.145251
## [308]    train-error:0.145251
## [309]    train-error:0.142458
## [310]    train-error:0.134078
## [311]    train-error:0.139665
## [312]    train-error:0.145251
## [313]    train-error:0.142458
## [314]    train-error:0.145251
## [315]    train-error:0.142458
## [316]    train-error:0.139665
## [317]    train-error:0.145251
## [318]    train-error:0.148045
## [319]    train-error:0.139665
## [320]    train-error:0.148045
## [321]    train-error:0.145251
## [322]    train-error:0.145251
## [323]    train-error:0.150838
## [324]    train-error:0.145251
## [325]    train-error:0.145251
## [326]    train-error:0.148045
## [327]    train-error:0.142458
## [328]    train-error:0.142458
## [329]    train-error:0.148045
## [330]    train-error:0.148045
## [331]    train-error:0.145251
## [332]    train-error:0.142458
## [333]    train-error:0.153631
## [334]    train-error:0.142458
## [335]    train-error:0.145251
## [336]    train-error:0.153631
## [337]    train-error:0.153631
## [338]    train-error:0.142458
## [339]    train-error:0.145251
## [340]    train-error:0.145251
## [341]    train-error:0.148045
## [342]    train-error:0.150838
## [343]    train-error:0.148045
## [344]    train-error:0.148045
## [345]    train-error:0.156425
## [346]    train-error:0.145251
## [347]    train-error:0.145251
## [348]    train-error:0.153631
## [349]    train-error:0.156425
## [350]    train-error:0.167598
## [351]    train-error:0.159218
## [352]    train-error:0.153631
## [353]    train-error:0.150838
## [354]    train-error:0.148045
## [355]    train-error:0.148045
## [356]    train-error:0.142458
## [357]    train-error:0.153631
## [358]    train-error:0.148045
## [359]    train-error:0.153631
## [360]    train-error:0.145251
## [361]    train-error:0.148045
## [362]    train-error:0.150838
## [363]    train-error:0.150838
## [364]    train-error:0.148045
## [365]    train-error:0.153631
## [366]    train-error:0.145251
## [367]    train-error:0.153631
## [368]    train-error:0.153631
## [369]    train-error:0.153631
## [370]    train-error:0.145251
## [371]    train-error:0.148045
## [372]    train-error:0.153631
## [373]    train-error:0.145251
## [374]    train-error:0.148045
## [375]    train-error:0.153631
## [376]    train-error:0.150838
## [377]    train-error:0.150838
## [378]    train-error:0.162011
## [379]    train-error:0.162011
## [380]    train-error:0.164804
## [381]    train-error:0.164804
## [382]    train-error:0.167598
## [383]    train-error:0.170391
## [384]    train-error:0.159218
## [385]    train-error:0.162011
## [386]    train-error:0.162011
## [387]    train-error:0.159218
## [388]    train-error:0.159218
## [389]    train-error:0.153631
## [390]    train-error:0.150838
## [391]    train-error:0.150838
## [392]    train-error:0.142458
## [393]    train-error:0.148045
## [394]    train-error:0.150838
## [395]    train-error:0.153631
## [396]    train-error:0.153631
## [397]    train-error:0.150838
## [398]    train-error:0.156425
## [399]    train-error:0.153631
## [400]    train-error:0.153631
## [401]    train-error:0.145251
## [402]    train-error:0.153631
## [403]    train-error:0.142458
## [404]    train-error:0.153631
## [405]    train-error:0.145251
## [406]    train-error:0.142458
## [407]    train-error:0.139665
## [408]    train-error:0.142458
## [409]    train-error:0.153631
## [410]    train-error:0.153631
## [411]    train-error:0.148045
## [412]    train-error:0.148045
## [413]    train-error:0.156425
## [414]    train-error:0.145251
## [415]    train-error:0.145251
## [416]    train-error:0.153631
## [417]    train-error:0.150838
## [418]    train-error:0.142458
## [419]    train-error:0.139665
## [420]    train-error:0.136872
## [421]    train-error:0.142458
## [422]    train-error:0.134078
## [423]    train-error:0.148045
## [424]    train-error:0.153631
## [425]    train-error:0.148045
## [426]    train-error:0.148045
## [427]    train-error:0.145251
## [428]    train-error:0.153631
## [429]    train-error:0.148045
## [430]    train-error:0.145251
## [431]    train-error:0.156425
## [432]    train-error:0.156425
## [433]    train-error:0.148045
## [434]    train-error:0.142458
## [435]    train-error:0.139665
## [436]    train-error:0.139665
## [437]    train-error:0.142458
## [438]    train-error:0.142458
## [439]    train-error:0.145251
## [440]    train-error:0.145251
## [441]    train-error:0.142458
## [442]    train-error:0.139665
## [443]    train-error:0.142458
## [444]    train-error:0.134078
## [445]    train-error:0.139665
## [446]    train-error:0.139665
## [447]    train-error:0.136872
## [448]    train-error:0.139665
## [449]    train-error:0.150838
## [450]    train-error:0.142458
## [451]    train-error:0.142458
## [0]  train-error:0.190476
## [1]  train-error:0.196078
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.193277
## [5]  train-error:0.187675
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.201681
## [9]  train-error:0.201681
## [10] train-error:0.187675
## [11] train-error:0.190476
## [12] train-error:0.201681
## [13] train-error:0.204482
## [14] train-error:0.193277
## [15] train-error:0.182073
## [16] train-error:0.170868
## [17] train-error:0.182073
## [18] train-error:0.179272
## [19] train-error:0.182073
## [20] train-error:0.179272
## [21] train-error:0.184874
## [22] train-error:0.173669
## [23] train-error:0.173669
## [24] train-error:0.179272
## [25] train-error:0.168067
## [26] train-error:0.173669
## [27] train-error:0.165266
## [28] train-error:0.168067
## [29] train-error:0.182073
## [30] train-error:0.176471
## [31] train-error:0.165266
## [32] train-error:0.173669
## [33] train-error:0.176471
## [34] train-error:0.173669
## [35] train-error:0.168067
## [36] train-error:0.168067
## [37] train-error:0.170868
## [38] train-error:0.184874
## [39] train-error:0.165266
## [40] train-error:0.179272
## [41] train-error:0.170868
## [42] train-error:0.173669
## [43] train-error:0.173669
## [44] train-error:0.179272
## [45] train-error:0.173669
## [46] train-error:0.182073
## [47] train-error:0.182073
## [48] train-error:0.170868
## [49] train-error:0.182073
## [50] train-error:0.179272
## [51] train-error:0.173669
## [52] train-error:0.176471
## [53] train-error:0.159664
## [54] train-error:0.154062
## [55] train-error:0.176471
## [56] train-error:0.162465
## [57] train-error:0.159664
## [58] train-error:0.170868
## [59] train-error:0.156863
## [60] train-error:0.159664
## [61] train-error:0.145658
## [62] train-error:0.151261
## [63] train-error:0.162465
## [64] train-error:0.168067
## [65] train-error:0.145658
## [66] train-error:0.154062
## [67] train-error:0.151261
## [68] train-error:0.165266
## [69] train-error:0.151261
## [70] train-error:0.162465
## [71] train-error:0.159664
## [72] train-error:0.165266
## [73] train-error:0.159664
## [74] train-error:0.159664
## [75] train-error:0.156863
## [76] train-error:0.156863
## [77] train-error:0.156863
## [78] train-error:0.145658
## [79] train-error:0.162465
## [80] train-error:0.162465
## [81] train-error:0.148459
## [82] train-error:0.148459
## [83] train-error:0.142857
## [84] train-error:0.142857
## [85] train-error:0.154062
## [86] train-error:0.145658
## [87] train-error:0.159664
## [88] train-error:0.154062
## [89] train-error:0.148459
## [90] train-error:0.151261
## [91] train-error:0.151261
## [92] train-error:0.148459
## [93] train-error:0.148459
## [94] train-error:0.154062
## [95] train-error:0.156863
## [96] train-error:0.142857
## [97] train-error:0.142857
## [98] train-error:0.159664
## [99] train-error:0.154062
## [100]    train-error:0.154062
## [101]    train-error:0.151261
## [102]    train-error:0.142857
## [103]    train-error:0.154062
## [104]    train-error:0.145658
## [105]    train-error:0.145658
## [106]    train-error:0.151261
## [107]    train-error:0.145658
## [108]    train-error:0.145658
## [109]    train-error:0.142857
## [110]    train-error:0.142857
## [111]    train-error:0.148459
## [112]    train-error:0.142857
## [113]    train-error:0.140056
## [114]    train-error:0.140056
## [115]    train-error:0.140056
## [116]    train-error:0.142857
## [117]    train-error:0.140056
## [118]    train-error:0.148459
## [119]    train-error:0.142857
## [120]    train-error:0.145658
## [121]    train-error:0.140056
## [122]    train-error:0.140056
## [123]    train-error:0.145658
## [124]    train-error:0.137255
## [125]    train-error:0.140056
## [126]    train-error:0.137255
## [127]    train-error:0.140056
## [128]    train-error:0.134454
## [129]    train-error:0.140056
## [130]    train-error:0.140056
## [131]    train-error:0.140056
## [132]    train-error:0.145658
## [133]    train-error:0.154062
## [134]    train-error:0.154062
## [135]    train-error:0.159664
## [136]    train-error:0.154062
## [137]    train-error:0.131653
## [138]    train-error:0.134454
## [139]    train-error:0.145658
## [140]    train-error:0.134454
## [141]    train-error:0.134454
## [142]    train-error:0.137255
## [143]    train-error:0.137255
## [144]    train-error:0.142857
## [145]    train-error:0.142857
## [146]    train-error:0.137255
## [147]    train-error:0.148459
## [148]    train-error:0.145658
## [149]    train-error:0.145658
## [150]    train-error:0.154062
## [151]    train-error:0.156863
## [152]    train-error:0.148459
## [153]    train-error:0.159664
## [154]    train-error:0.165266
## [155]    train-error:0.156863
## [156]    train-error:0.151261
## [157]    train-error:0.162465
## [158]    train-error:0.162465
## [159]    train-error:0.154062
## [160]    train-error:0.154062
## [161]    train-error:0.173669
## [162]    train-error:0.154062
## [163]    train-error:0.154062
## [164]    train-error:0.156863
## [165]    train-error:0.151261
## [166]    train-error:0.140056
## [167]    train-error:0.131653
## [168]    train-error:0.140056
## [169]    train-error:0.145658
## [170]    train-error:0.148459
## [171]    train-error:0.148459
## [172]    train-error:0.148459
## [173]    train-error:0.148459
## [174]    train-error:0.162465
## [175]    train-error:0.145658
## [176]    train-error:0.142857
## [177]    train-error:0.154062
## [178]    train-error:0.154062
## [179]    train-error:0.168067
## [180]    train-error:0.154062
## [181]    train-error:0.154062
## [182]    train-error:0.154062
## [183]    train-error:0.154062
## [184]    train-error:0.154062
## [185]    train-error:0.156863
## [186]    train-error:0.156863
## [187]    train-error:0.154062
## [188]    train-error:0.159664
## [189]    train-error:0.156863
## [190]    train-error:0.156863
## [191]    train-error:0.156863
## [192]    train-error:0.154062
## [193]    train-error:0.162465
## [194]    train-error:0.156863
## [195]    train-error:0.137255
## [196]    train-error:0.145658
## [197]    train-error:0.145658
## [198]    train-error:0.151261
## [199]    train-error:0.137255
## [200]    train-error:0.156863
## [201]    train-error:0.156863
## [202]    train-error:0.148459
## [203]    train-error:0.148459
## [204]    train-error:0.151261
## [205]    train-error:0.154062
## [206]    train-error:0.154062
## [207]    train-error:0.151261
## [208]    train-error:0.156863
## [209]    train-error:0.145658
## [210]    train-error:0.151261
## [211]    train-error:0.156863
## [212]    train-error:0.154062
## [213]    train-error:0.159664
## [214]    train-error:0.154062
## [215]    train-error:0.154062
## [216]    train-error:0.151261
## [217]    train-error:0.151261
## [218]    train-error:0.156863
## [219]    train-error:0.137255
## [220]    train-error:0.156863
## [221]    train-error:0.148459
## [222]    train-error:0.140056
## [223]    train-error:0.145658
## [224]    train-error:0.148459
## [225]    train-error:0.148459
## [226]    train-error:0.142857
## [227]    train-error:0.128852
## [228]    train-error:0.123249
## [229]    train-error:0.145658
## [230]    train-error:0.145658
## [231]    train-error:0.142857
## [232]    train-error:0.148459
## [233]    train-error:0.123249
## [234]    train-error:0.151261
## [235]    train-error:0.148459
## [236]    train-error:0.151261
## [237]    train-error:0.156863
## [238]    train-error:0.154062
## [239]    train-error:0.151261
## [240]    train-error:0.151261
## [241]    train-error:0.148459
## [242]    train-error:0.142857
## [243]    train-error:0.148459
## [244]    train-error:0.148459
## [245]    train-error:0.140056
## [246]    train-error:0.134454
## [247]    train-error:0.145658
## [248]    train-error:0.148459
## [249]    train-error:0.151261
## [250]    train-error:0.134454
## [251]    train-error:0.142857
## [252]    train-error:0.162465
## [253]    train-error:0.148459
## [254]    train-error:0.154062
## [255]    train-error:0.131653
## [256]    train-error:0.123249
## [257]    train-error:0.126050
## [258]    train-error:0.131653
## [259]    train-error:0.145658
## [260]    train-error:0.137255
## [261]    train-error:0.131653
## [262]    train-error:0.137255
## [263]    train-error:0.137255
## [264]    train-error:0.123249
## [265]    train-error:0.142857
## [266]    train-error:0.128852
## [267]    train-error:0.131653
## [268]    train-error:0.142857
## [269]    train-error:0.142857
## [270]    train-error:0.151261
## [271]    train-error:0.154062
## [272]    train-error:0.134454
## [273]    train-error:0.148459
## [274]    train-error:0.131653
## [275]    train-error:0.137255
## [276]    train-error:0.142857
## [277]    train-error:0.140056
## [278]    train-error:0.137255
## [279]    train-error:0.137255
## [280]    train-error:0.140056
## [281]    train-error:0.131653
## [282]    train-error:0.131653
## [283]    train-error:0.142857
## [284]    train-error:0.126050
## [285]    train-error:0.145658
## [286]    train-error:0.134454
## [287]    train-error:0.123249
## [288]    train-error:0.123249
## [289]    train-error:0.131653
## [290]    train-error:0.137255
## [291]    train-error:0.131653
## [292]    train-error:0.137255
## [293]    train-error:0.131653
## [294]    train-error:0.126050
## [295]    train-error:0.126050
## [296]    train-error:0.134454
## [297]    train-error:0.145658
## [298]    train-error:0.134454
## [299]    train-error:0.137255
## [300]    train-error:0.140056
## [301]    train-error:0.154062
## [302]    train-error:0.148459
## [303]    train-error:0.148459
## [304]    train-error:0.145658
## [305]    train-error:0.142857
## [306]    train-error:0.145658
## [307]    train-error:0.148459
## [308]    train-error:0.142857
## [309]    train-error:0.142857
## [310]    train-error:0.134454
## [311]    train-error:0.137255
## [312]    train-error:0.134454
## [313]    train-error:0.137255
## [314]    train-error:0.126050
## [315]    train-error:0.120448
## [316]    train-error:0.126050
## [317]    train-error:0.120448
## [318]    train-error:0.120448
## [319]    train-error:0.117647
## [320]    train-error:0.120448
## [321]    train-error:0.120448
## [322]    train-error:0.128852
## [323]    train-error:0.128852
## [324]    train-error:0.123249
## [325]    train-error:0.123249
## [326]    train-error:0.128852
## [327]    train-error:0.131653
## [328]    train-error:0.128852
## [329]    train-error:0.128852
## [330]    train-error:0.123249
## [331]    train-error:0.126050
## [332]    train-error:0.120448
## [333]    train-error:0.120448
## [334]    train-error:0.117647
## [335]    train-error:0.120448
## [336]    train-error:0.117647
## [337]    train-error:0.120448
## [338]    train-error:0.128852
## [339]    train-error:0.134454
## [340]    train-error:0.131653
## [341]    train-error:0.137255
## [342]    train-error:0.126050
## [343]    train-error:0.126050
## [344]    train-error:0.126050
## [345]    train-error:0.126050
## [346]    train-error:0.126050
## [347]    train-error:0.123249
## [348]    train-error:0.123249
## [349]    train-error:0.126050
## [350]    train-error:0.126050
## [351]    train-error:0.128852
## [352]    train-error:0.126050
## [353]    train-error:0.126050
## [354]    train-error:0.123249
## [355]    train-error:0.123249
## [356]    train-error:0.123249
## [357]    train-error:0.128852
## [358]    train-error:0.145658
## [359]    train-error:0.128852
## [360]    train-error:0.128852
## [361]    train-error:0.134454
## [362]    train-error:0.151261
## [363]    train-error:0.140056
## [364]    train-error:0.140056
## [365]    train-error:0.145658
## [366]    train-error:0.156863
## [367]    train-error:0.154062
## [368]    train-error:0.148459
## [369]    train-error:0.145658
## [370]    train-error:0.128852
## [371]    train-error:0.126050
## [372]    train-error:0.123249
## [373]    train-error:0.128852
## [374]    train-error:0.134454
## [375]    train-error:0.126050
## [376]    train-error:0.142857
## [377]    train-error:0.128852
## [378]    train-error:0.128852
## [379]    train-error:0.134454
## [380]    train-error:0.131653
## [381]    train-error:0.131653
## [382]    train-error:0.131653
## [383]    train-error:0.123249
## [384]    train-error:0.126050
## [385]    train-error:0.131653
## [386]    train-error:0.128852
## [387]    train-error:0.120448
## [388]    train-error:0.128852
## [389]    train-error:0.120448
## [390]    train-error:0.123249
## [391]    train-error:0.126050
## [392]    train-error:0.120448
## [393]    train-error:0.123249
## [394]    train-error:0.134454
## [395]    train-error:0.140056
## [396]    train-error:0.145658
## [397]    train-error:0.151261
## [398]    train-error:0.140056
## [399]    train-error:0.131653
## [400]    train-error:0.131653
## [401]    train-error:0.140056
## [402]    train-error:0.156863
## [403]    train-error:0.148459
## [404]    train-error:0.131653
## [405]    train-error:0.134454
## [406]    train-error:0.131653
## [407]    train-error:0.137255
## [408]    train-error:0.134454
## [409]    train-error:0.128852
## [410]    train-error:0.154062
## [411]    train-error:0.131653
## [412]    train-error:0.114846
## [413]    train-error:0.120448
## [414]    train-error:0.128852
## [415]    train-error:0.128852
## [416]    train-error:0.128852
## [417]    train-error:0.131653
## [418]    train-error:0.128852
## [419]    train-error:0.140056
## [420]    train-error:0.128852
## [421]    train-error:0.140056
## [422]    train-error:0.128852
## [423]    train-error:0.126050
## [424]    train-error:0.126050
## [425]    train-error:0.123249
## [426]    train-error:0.128852
## [427]    train-error:0.128852
## [428]    train-error:0.134454
## [429]    train-error:0.137255
## [430]    train-error:0.126050
## [431]    train-error:0.140056
## [432]    train-error:0.134454
## [433]    train-error:0.156863
## [434]    train-error:0.142857
## [435]    train-error:0.148459
## [436]    train-error:0.148459
## [437]    train-error:0.145658
## [438]    train-error:0.148459
## [439]    train-error:0.145658
## [440]    train-error:0.148459
## [441]    train-error:0.140056
## [442]    train-error:0.145658
## [443]    train-error:0.142857
## [444]    train-error:0.151261
## [445]    train-error:0.162465
## [446]    train-error:0.162465
## [447]    train-error:0.151261
## [448]    train-error:0.151261
## [449]    train-error:0.156863
## [450]    train-error:0.151261
## [451]    train-error:0.145658
## [0]  train-error:0.226891
## [1]  train-error:0.232493
## [2]  train-error:0.224090
## [3]  train-error:0.215686
## [4]  train-error:0.221289
## [5]  train-error:0.210084
## [6]  train-error:0.215686
## [7]  train-error:0.218487
## [8]  train-error:0.204482
## [9]  train-error:0.212885
## [10] train-error:0.198880
## [11] train-error:0.207283
## [12] train-error:0.210084
## [13] train-error:0.196078
## [14] train-error:0.176471
## [15] train-error:0.182073
## [16] train-error:0.179272
## [17] train-error:0.168067
## [18] train-error:0.173669
## [19] train-error:0.162465
## [20] train-error:0.168067
## [21] train-error:0.173669
## [22] train-error:0.176471
## [23] train-error:0.154062
## [24] train-error:0.165266
## [25] train-error:0.159664
## [26] train-error:0.156863
## [27] train-error:0.154062
## [28] train-error:0.154062
## [29] train-error:0.159664
## [30] train-error:0.165266
## [31] train-error:0.151261
## [32] train-error:0.156863
## [33] train-error:0.156863
## [34] train-error:0.165266
## [35] train-error:0.154062
## [36] train-error:0.148459
## [37] train-error:0.159664
## [38] train-error:0.154062
## [39] train-error:0.151261
## [40] train-error:0.142857
## [41] train-error:0.154062
## [42] train-error:0.142857
## [43] train-error:0.137255
## [44] train-error:0.148459
## [45] train-error:0.154062
## [46] train-error:0.159664
## [47] train-error:0.154062
## [48] train-error:0.159664
## [49] train-error:0.156863
## [50] train-error:0.156863
## [51] train-error:0.159664
## [52] train-error:0.154062
## [53] train-error:0.156863
## [54] train-error:0.148459
## [55] train-error:0.140056
## [56] train-error:0.148459
## [57] train-error:0.145658
## [58] train-error:0.137255
## [59] train-error:0.134454
## [60] train-error:0.140056
## [61] train-error:0.142857
## [62] train-error:0.140056
## [63] train-error:0.154062
## [64] train-error:0.142857
## [65] train-error:0.148459
## [66] train-error:0.151261
## [67] train-error:0.148459
## [68] train-error:0.151261
## [69] train-error:0.145658
## [70] train-error:0.145658
## [71] train-error:0.142857
## [72] train-error:0.137255
## [73] train-error:0.134454
## [74] train-error:0.140056
## [75] train-error:0.151261
## [76] train-error:0.142857
## [77] train-error:0.142857
## [78] train-error:0.123249
## [79] train-error:0.128852
## [80] train-error:0.131653
## [81] train-error:0.128852
## [82] train-error:0.134454
## [83] train-error:0.134454
## [84] train-error:0.137255
## [85] train-error:0.140056
## [86] train-error:0.137255
## [87] train-error:0.134454
## [88] train-error:0.140056
## [89] train-error:0.137255
## [90] train-error:0.151261
## [91] train-error:0.148459
## [92] train-error:0.137255
## [93] train-error:0.140056
## [94] train-error:0.142857
## [95] train-error:0.151261
## [96] train-error:0.145658
## [97] train-error:0.156863
## [98] train-error:0.145658
## [99] train-error:0.159664
## [100]    train-error:0.145658
## [101]    train-error:0.159664
## [102]    train-error:0.154062
## [103]    train-error:0.154062
## [104]    train-error:0.151261
## [105]    train-error:0.151261
## [106]    train-error:0.134454
## [107]    train-error:0.142857
## [108]    train-error:0.151261
## [109]    train-error:0.148459
## [110]    train-error:0.151261
## [111]    train-error:0.140056
## [112]    train-error:0.142857
## [113]    train-error:0.145658
## [114]    train-error:0.131653
## [115]    train-error:0.137255
## [116]    train-error:0.134454
## [117]    train-error:0.142857
## [118]    train-error:0.140056
## [119]    train-error:0.142857
## [120]    train-error:0.140056
## [121]    train-error:0.128852
## [122]    train-error:0.131653
## [123]    train-error:0.123249
## [124]    train-error:0.120448
## [125]    train-error:0.126050
## [126]    train-error:0.126050
## [127]    train-error:0.126050
## [128]    train-error:0.131653
## [129]    train-error:0.120448
## [130]    train-error:0.120448
## [131]    train-error:0.128852
## [132]    train-error:0.123249
## [133]    train-error:0.120448
## [134]    train-error:0.123249
## [135]    train-error:0.123249
## [136]    train-error:0.123249
## [137]    train-error:0.117647
## [138]    train-error:0.120448
## [139]    train-error:0.123249
## [140]    train-error:0.131653
## [141]    train-error:0.128852
## [142]    train-error:0.126050
## [143]    train-error:0.128852
## [144]    train-error:0.140056
## [145]    train-error:0.128852
## [146]    train-error:0.126050
## [147]    train-error:0.123249
## [148]    train-error:0.126050
## [149]    train-error:0.120448
## [150]    train-error:0.128852
## [151]    train-error:0.126050
## [152]    train-error:0.117647
## [153]    train-error:0.120448
## [154]    train-error:0.126050
## [155]    train-error:0.128852
## [156]    train-error:0.120448
## [157]    train-error:0.114846
## [158]    train-error:0.123249
## [159]    train-error:0.123249
## [160]    train-error:0.131653
## [161]    train-error:0.123249
## [162]    train-error:0.114846
## [163]    train-error:0.120448
## [164]    train-error:0.120448
## [165]    train-error:0.117647
## [166]    train-error:0.134454
## [167]    train-error:0.142857
## [168]    train-error:0.134454
## [169]    train-error:0.134454
## [170]    train-error:0.140056
## [171]    train-error:0.142857
## [172]    train-error:0.142857
## [173]    train-error:0.140056
## [174]    train-error:0.134454
## [175]    train-error:0.137255
## [176]    train-error:0.137255
## [177]    train-error:0.140056
## [178]    train-error:0.140056
## [179]    train-error:0.131653
## [180]    train-error:0.131653
## [181]    train-error:0.134454
## [182]    train-error:0.126050
## [183]    train-error:0.137255
## [184]    train-error:0.128852
## [185]    train-error:0.126050
## [186]    train-error:0.131653
## [187]    train-error:0.131653
## [188]    train-error:0.134454
## [189]    train-error:0.134454
## [190]    train-error:0.131653
## [191]    train-error:0.131653
## [192]    train-error:0.131653
## [193]    train-error:0.131653
## [194]    train-error:0.134454
## [195]    train-error:0.131653
## [196]    train-error:0.131653
## [197]    train-error:0.134454
## [198]    train-error:0.137255
## [199]    train-error:0.140056
## [200]    train-error:0.142857
## [201]    train-error:0.145658
## [202]    train-error:0.142857
## [203]    train-error:0.140056
## [204]    train-error:0.134454
## [205]    train-error:0.134454
## [206]    train-error:0.126050
## [207]    train-error:0.131653
## [208]    train-error:0.128852
## [209]    train-error:0.126050
## [210]    train-error:0.128852
## [211]    train-error:0.131653
## [212]    train-error:0.126050
## [213]    train-error:0.123249
## [214]    train-error:0.131653
## [215]    train-error:0.131653
## [216]    train-error:0.134454
## [217]    train-error:0.128852
## [218]    train-error:0.131653
## [219]    train-error:0.126050
## [220]    train-error:0.131653
## [221]    train-error:0.131653
## [222]    train-error:0.126050
## [223]    train-error:0.128852
## [224]    train-error:0.126050
## [225]    train-error:0.131653
## [226]    train-error:0.134454
## [227]    train-error:0.140056
## [228]    train-error:0.142857
## [229]    train-error:0.137255
## [230]    train-error:0.140056
## [231]    train-error:0.131653
## [232]    train-error:0.137255
## [233]    train-error:0.134454
## [234]    train-error:0.142857
## [235]    train-error:0.131653
## [236]    train-error:0.148459
## [237]    train-error:0.140056
## [238]    train-error:0.134454
## [239]    train-error:0.137255
## [240]    train-error:0.148459
## [241]    train-error:0.145658
## [242]    train-error:0.137255
## [243]    train-error:0.145658
## [244]    train-error:0.128852
## [245]    train-error:0.134454
## [246]    train-error:0.134454
## [247]    train-error:0.140056
## [248]    train-error:0.142857
## [249]    train-error:0.128852
## [250]    train-error:0.128852
## [251]    train-error:0.123249
## [252]    train-error:0.131653
## [253]    train-error:0.134454
## [254]    train-error:0.134454
## [255]    train-error:0.134454
## [256]    train-error:0.134454
## [257]    train-error:0.134454
## [258]    train-error:0.137255
## [259]    train-error:0.131653
## [260]    train-error:0.126050
## [261]    train-error:0.134454
## [262]    train-error:0.134454
## [263]    train-error:0.131653
## [264]    train-error:0.128852
## [265]    train-error:0.126050
## [266]    train-error:0.131653
## [267]    train-error:0.126050
## [268]    train-error:0.128852
## [269]    train-error:0.128852
## [270]    train-error:0.128852
## [271]    train-error:0.126050
## [272]    train-error:0.131653
## [273]    train-error:0.126050
## [274]    train-error:0.120448
## [275]    train-error:0.126050
## [276]    train-error:0.131653
## [277]    train-error:0.137255
## [278]    train-error:0.134454
## [279]    train-error:0.134454
## [280]    train-error:0.131653
## [281]    train-error:0.131653
## [282]    train-error:0.134454
## [283]    train-error:0.131653
## [284]    train-error:0.131653
## [285]    train-error:0.145658
## [286]    train-error:0.131653
## [287]    train-error:0.145658
## [288]    train-error:0.137255
## [289]    train-error:0.137255
## [290]    train-error:0.142857
## [291]    train-error:0.134454
## [292]    train-error:0.140056
## [293]    train-error:0.145658
## [294]    train-error:0.140056
## [295]    train-error:0.148459
## [296]    train-error:0.142857
## [297]    train-error:0.142857
## [298]    train-error:0.137255
## [299]    train-error:0.137255
## [300]    train-error:0.137255
## [301]    train-error:0.134454
## [302]    train-error:0.123249
## [303]    train-error:0.123249
## [304]    train-error:0.123249
## [305]    train-error:0.126050
## [306]    train-error:0.123249
## [307]    train-error:0.123249
## [308]    train-error:0.120448
## [309]    train-error:0.126050
## [310]    train-error:0.123249
## [311]    train-error:0.134454
## [312]    train-error:0.126050
## [313]    train-error:0.123249
## [314]    train-error:0.123249
## [315]    train-error:0.114846
## [316]    train-error:0.120448
## [317]    train-error:0.112045
## [318]    train-error:0.117647
## [319]    train-error:0.117647
## [320]    train-error:0.120448
## [321]    train-error:0.126050
## [322]    train-error:0.123249
## [323]    train-error:0.126050
## [324]    train-error:0.123249
## [325]    train-error:0.123249
## [326]    train-error:0.117647
## [327]    train-error:0.117647
## [328]    train-error:0.117647
## [329]    train-error:0.123249
## [330]    train-error:0.117647
## [331]    train-error:0.128852
## [332]    train-error:0.126050
## [333]    train-error:0.117647
## [334]    train-error:0.120448
## [335]    train-error:0.120448
## [336]    train-error:0.120448
## [337]    train-error:0.117647
## [338]    train-error:0.117647
## [339]    train-error:0.112045
## [340]    train-error:0.114846
## [341]    train-error:0.126050
## [342]    train-error:0.120448
## [343]    train-error:0.123249
## [344]    train-error:0.120448
## [345]    train-error:0.120448
## [346]    train-error:0.117647
## [347]    train-error:0.123249
## [348]    train-error:0.128852
## [349]    train-error:0.120448
## [350]    train-error:0.117647
## [351]    train-error:0.117647
## [352]    train-error:0.126050
## [353]    train-error:0.126050
## [354]    train-error:0.126050
## [355]    train-error:0.128852
## [356]    train-error:0.120448
## [357]    train-error:0.131653
## [358]    train-error:0.117647
## [359]    train-error:0.123249
## [360]    train-error:0.131653
## [361]    train-error:0.142857
## [362]    train-error:0.131653
## [363]    train-error:0.131653
## [364]    train-error:0.126050
## [365]    train-error:0.134454
## [366]    train-error:0.137255
## [367]    train-error:0.134454
## [368]    train-error:0.123249
## [369]    train-error:0.123249
## [370]    train-error:0.131653
## [371]    train-error:0.120448
## [372]    train-error:0.126050
## [373]    train-error:0.123249
## [374]    train-error:0.126050
## [375]    train-error:0.117647
## [376]    train-error:0.126050
## [377]    train-error:0.131653
## [378]    train-error:0.126050
## [379]    train-error:0.117647
## [380]    train-error:0.120448
## [381]    train-error:0.126050
## [382]    train-error:0.120448
## [383]    train-error:0.120448
## [384]    train-error:0.120448
## [385]    train-error:0.123249
## [386]    train-error:0.112045
## [387]    train-error:0.123249
## [388]    train-error:0.126050
## [389]    train-error:0.126050
## [390]    train-error:0.126050
## [391]    train-error:0.123249
## [392]    train-error:0.123249
## [393]    train-error:0.117647
## [394]    train-error:0.120448
## [395]    train-error:0.123249
## [396]    train-error:0.120448
## [397]    train-error:0.128852
## [398]    train-error:0.123249
## [399]    train-error:0.117647
## [400]    train-error:0.123249
## [401]    train-error:0.120448
## [402]    train-error:0.120448
## [403]    train-error:0.123249
## [404]    train-error:0.123249
## [405]    train-error:0.128852
## [406]    train-error:0.120448
## [407]    train-error:0.114846
## [408]    train-error:0.120448
## [409]    train-error:0.117647
## [410]    train-error:0.114846
## [411]    train-error:0.126050
## [412]    train-error:0.128852
## [413]    train-error:0.128852
## [414]    train-error:0.128852
## [415]    train-error:0.126050
## [416]    train-error:0.120448
## [417]    train-error:0.126050
## [418]    train-error:0.128852
## [419]    train-error:0.128852
## [420]    train-error:0.123249
## [421]    train-error:0.117647
## [422]    train-error:0.117647
## [423]    train-error:0.114846
## [424]    train-error:0.117647
## [425]    train-error:0.114846
## [426]    train-error:0.117647
## [427]    train-error:0.117647
## [428]    train-error:0.123249
## [429]    train-error:0.109244
## [430]    train-error:0.120448
## [431]    train-error:0.117647
## [432]    train-error:0.126050
## [433]    train-error:0.123249
## [434]    train-error:0.126050
## [435]    train-error:0.114846
## [436]    train-error:0.117647
## [437]    train-error:0.128852
## [438]    train-error:0.131653
## [439]    train-error:0.120448
## [440]    train-error:0.123249
## [441]    train-error:0.128852
## [442]    train-error:0.123249
## [443]    train-error:0.117647
## [444]    train-error:0.120448
## [445]    train-error:0.123249
## [446]    train-error:0.117647
## [447]    train-error:0.117647
## [448]    train-error:0.120448
## [449]    train-error:0.120448
## [450]    train-error:0.120448
## [451]    train-error:0.128852
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.203911
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.195531
## [8]  train-error:0.189944
## [9]  train-error:0.187151
## [10] train-error:0.187151
## [11] train-error:0.192737
## [12] train-error:0.173184
## [13] train-error:0.184358
## [14] train-error:0.184358
## [15] train-error:0.187151
## [16] train-error:0.187151
## [17] train-error:0.184358
## [18] train-error:0.173184
## [19] train-error:0.164804
## [20] train-error:0.175978
## [21] train-error:0.173184
## [22] train-error:0.178771
## [23] train-error:0.173184
## [24] train-error:0.173184
## [25] train-error:0.175978
## [26] train-error:0.167598
## [27] train-error:0.175978
## [28] train-error:0.150838
## [29] train-error:0.153631
## [30] train-error:0.153631
## [31] train-error:0.148045
## [32] train-error:0.136872
## [33] train-error:0.139665
## [34] train-error:0.148045
## [35] train-error:0.150838
## [36] train-error:0.148045
## [37] train-error:0.148045
## [38] train-error:0.145251
## [39] train-error:0.153631
## [40] train-error:0.170391
## [41] train-error:0.162011
## [42] train-error:0.150838
## [43] train-error:0.150838
## [44] train-error:0.150838
## [45] train-error:0.153631
## [46] train-error:0.142458
## [47] train-error:0.134078
## [48] train-error:0.139665
## [49] train-error:0.136872
## [50] train-error:0.136872
## [51] train-error:0.136872
## [52] train-error:0.139665
## [53] train-error:0.145251
## [54] train-error:0.139665
## [55] train-error:0.139665
## [56] train-error:0.142458
## [57] train-error:0.145251
## [58] train-error:0.134078
## [59] train-error:0.128492
## [60] train-error:0.145251
## [61] train-error:0.145251
## [62] train-error:0.148045
## [63] train-error:0.142458
## [64] train-error:0.150838
## [65] train-error:0.150838
## [66] train-error:0.145251
## [67] train-error:0.142458
## [68] train-error:0.145251
## [69] train-error:0.145251
## [70] train-error:0.136872
## [71] train-error:0.142458
## [72] train-error:0.136872
## [73] train-error:0.136872
## [74] train-error:0.139665
## [75] train-error:0.136872
## [76] train-error:0.134078
## [77] train-error:0.131285
## [78] train-error:0.136872
## [79] train-error:0.145251
## [80] train-error:0.136872
## [81] train-error:0.125698
## [82] train-error:0.128492
## [83] train-error:0.131285
## [84] train-error:0.131285
## [85] train-error:0.134078
## [86] train-error:0.145251
## [87] train-error:0.142458
## [88] train-error:0.139665
## [89] train-error:0.136872
## [90] train-error:0.142458
## [91] train-error:0.134078
## [92] train-error:0.136872
## [93] train-error:0.153631
## [94] train-error:0.134078
## [95] train-error:0.134078
## [96] train-error:0.131285
## [97] train-error:0.136872
## [98] train-error:0.136872
## [99] train-error:0.139665
## [100]    train-error:0.139665
## [101]    train-error:0.139665
## [102]    train-error:0.134078
## [103]    train-error:0.122905
## [104]    train-error:0.131285
## [105]    train-error:0.131285
## [106]    train-error:0.125698
## [107]    train-error:0.128492
## [108]    train-error:0.128492
## [109]    train-error:0.122905
## [110]    train-error:0.131285
## [111]    train-error:0.128492
## [112]    train-error:0.122905
## [113]    train-error:0.120112
## [114]    train-error:0.114525
## [115]    train-error:0.122905
## [116]    train-error:0.128492
## [117]    train-error:0.122905
## [118]    train-error:0.117318
## [119]    train-error:0.125698
## [120]    train-error:0.117318
## [121]    train-error:0.128492
## [122]    train-error:0.134078
## [123]    train-error:0.120112
## [124]    train-error:0.125698
## [125]    train-error:0.125698
## [126]    train-error:0.122905
## [127]    train-error:0.114525
## [128]    train-error:0.117318
## [129]    train-error:0.117318
## [130]    train-error:0.128492
## [131]    train-error:0.120112
## [132]    train-error:0.128492
## [133]    train-error:0.131285
## [134]    train-error:0.128492
## [135]    train-error:0.117318
## [136]    train-error:0.125698
## [137]    train-error:0.128492
## [138]    train-error:0.120112
## [139]    train-error:0.131285
## [140]    train-error:0.128492
## [141]    train-error:0.125698
## [142]    train-error:0.120112
## [143]    train-error:0.125698
## [144]    train-error:0.128492
## [145]    train-error:0.122905
## [146]    train-error:0.125698
## [147]    train-error:0.128492
## [148]    train-error:0.134078
## [149]    train-error:0.122905
## [150]    train-error:0.117318
## [151]    train-error:0.122905
## [152]    train-error:0.122905
## [153]    train-error:0.128492
## [154]    train-error:0.122905
## [155]    train-error:0.120112
## [156]    train-error:0.131285
## [157]    train-error:0.122905
## [158]    train-error:0.111732
## [159]    train-error:0.122905
## [160]    train-error:0.122905
## [161]    train-error:0.117318
## [162]    train-error:0.117318
## [163]    train-error:0.122905
## [164]    train-error:0.122905
## [165]    train-error:0.117318
## [166]    train-error:0.111732
## [167]    train-error:0.117318
## [168]    train-error:0.120112
## [169]    train-error:0.106145
## [170]    train-error:0.108939
## [171]    train-error:0.111732
## [172]    train-error:0.111732
## [173]    train-error:0.103352
## [174]    train-error:0.100559
## [175]    train-error:0.108939
## [176]    train-error:0.108939
## [177]    train-error:0.117318
## [178]    train-error:0.120112
## [179]    train-error:0.108939
## [180]    train-error:0.111732
## [181]    train-error:0.106145
## [182]    train-error:0.100559
## [183]    train-error:0.108939
## [184]    train-error:0.111732
## [185]    train-error:0.111732
## [186]    train-error:0.100559
## [187]    train-error:0.100559
## [188]    train-error:0.103352
## [189]    train-error:0.111732
## [190]    train-error:0.111732
## [191]    train-error:0.103352
## [192]    train-error:0.100559
## [193]    train-error:0.108939
## [194]    train-error:0.100559
## [195]    train-error:0.108939
## [196]    train-error:0.106145
## [197]    train-error:0.117318
## [198]    train-error:0.114525
## [199]    train-error:0.106145
## [200]    train-error:0.106145
## [201]    train-error:0.111732
## [202]    train-error:0.117318
## [203]    train-error:0.108939
## [204]    train-error:0.103352
## [205]    train-error:0.114525
## [206]    train-error:0.097765
## [207]    train-error:0.103352
## [208]    train-error:0.106145
## [209]    train-error:0.100559
## [210]    train-error:0.097765
## [211]    train-error:0.097765
## [212]    train-error:0.108939
## [213]    train-error:0.114525
## [214]    train-error:0.103352
## [215]    train-error:0.106145
## [216]    train-error:0.094972
## [217]    train-error:0.097765
## [218]    train-error:0.097765
## [219]    train-error:0.100559
## [220]    train-error:0.111732
## [221]    train-error:0.117318
## [222]    train-error:0.114525
## [223]    train-error:0.108939
## [224]    train-error:0.122905
## [225]    train-error:0.125698
## [226]    train-error:0.114525
## [227]    train-error:0.114525
## [228]    train-error:0.120112
## [229]    train-error:0.114525
## [230]    train-error:0.114525
## [231]    train-error:0.089385
## [232]    train-error:0.094972
## [233]    train-error:0.097765
## [234]    train-error:0.100559
## [235]    train-error:0.097765
## [236]    train-error:0.114525
## [237]    train-error:0.094972
## [238]    train-error:0.108939
## [239]    train-error:0.108939
## [240]    train-error:0.114525
## [241]    train-error:0.108939
## [242]    train-error:0.114525
## [243]    train-error:0.103352
## [244]    train-error:0.108939
## [245]    train-error:0.103352
## [246]    train-error:0.100559
## [247]    train-error:0.108939
## [248]    train-error:0.103352
## [249]    train-error:0.103352
## [250]    train-error:0.083799
## [251]    train-error:0.089385
## [252]    train-error:0.086592
## [253]    train-error:0.089385
## [254]    train-error:0.100559
## [255]    train-error:0.103352
## [256]    train-error:0.097765
## [257]    train-error:0.103352
## [258]    train-error:0.108939
## [259]    train-error:0.092179
## [260]    train-error:0.097765
## [261]    train-error:0.108939
## [262]    train-error:0.094972
## [263]    train-error:0.092179
## [264]    train-error:0.103352
## [265]    train-error:0.103352
## [266]    train-error:0.108939
## [267]    train-error:0.111732
## [268]    train-error:0.114525
## [269]    train-error:0.097765
## [270]    train-error:0.100559
## [271]    train-error:0.106145
## [272]    train-error:0.108939
## [273]    train-error:0.108939
## [274]    train-error:0.103352
## [275]    train-error:0.103352
## [276]    train-error:0.108939
## [277]    train-error:0.108939
## [278]    train-error:0.111732
## [279]    train-error:0.103352
## [280]    train-error:0.097765
## [281]    train-error:0.111732
## [282]    train-error:0.094972
## [283]    train-error:0.097765
## [284]    train-error:0.103352
## [285]    train-error:0.097765
## [286]    train-error:0.097765
## [287]    train-error:0.100559
## [288]    train-error:0.100559
## [289]    train-error:0.103352
## [290]    train-error:0.097765
## [291]    train-error:0.092179
## [292]    train-error:0.100559
## [293]    train-error:0.100559
## [294]    train-error:0.097765
## [295]    train-error:0.100559
## [296]    train-error:0.092179
## [297]    train-error:0.100559
## [298]    train-error:0.092179
## [299]    train-error:0.089385
## [300]    train-error:0.089385
## [301]    train-error:0.097765
## [302]    train-error:0.097765
## [303]    train-error:0.094972
## [304]    train-error:0.092179
## [305]    train-error:0.089385
## [306]    train-error:0.092179
## [307]    train-error:0.092179
## [308]    train-error:0.097765
## [309]    train-error:0.089385
## [310]    train-error:0.086592
## [311]    train-error:0.089385
## [312]    train-error:0.089385
## [313]    train-error:0.100559
## [314]    train-error:0.086592
## [315]    train-error:0.089385
## [316]    train-error:0.094972
## [317]    train-error:0.092179
## [318]    train-error:0.092179
## [319]    train-error:0.094972
## [320]    train-error:0.100559
## [321]    train-error:0.100559
## [322]    train-error:0.086592
## [323]    train-error:0.083799
## [324]    train-error:0.092179
## [325]    train-error:0.089385
## [326]    train-error:0.097765
## [327]    train-error:0.103352
## [328]    train-error:0.103352
## [329]    train-error:0.097765
## [330]    train-error:0.097765
## [331]    train-error:0.094972
## [332]    train-error:0.089385
## [333]    train-error:0.092179
## [334]    train-error:0.097765
## [335]    train-error:0.094972
## [336]    train-error:0.092179
## [337]    train-error:0.089385
## [338]    train-error:0.094972
## [339]    train-error:0.094972
## [340]    train-error:0.106145
## [341]    train-error:0.100559
## [342]    train-error:0.106145
## [343]    train-error:0.100559
## [344]    train-error:0.094972
## [345]    train-error:0.094972
## [346]    train-error:0.094972
## [347]    train-error:0.097765
## [348]    train-error:0.094972
## [349]    train-error:0.092179
## [350]    train-error:0.092179
## [351]    train-error:0.100559
## [352]    train-error:0.094972
## [353]    train-error:0.094972
## [354]    train-error:0.097765
## [355]    train-error:0.108939
## [356]    train-error:0.097765
## [357]    train-error:0.092179
## [358]    train-error:0.106145
## [359]    train-error:0.092179
## [360]    train-error:0.097765
## [361]    train-error:0.097765
## [362]    train-error:0.094972
## [363]    train-error:0.100559
## [364]    train-error:0.097765
## [365]    train-error:0.094972
## [366]    train-error:0.094972
## [367]    train-error:0.097765
## [368]    train-error:0.094972
## [369]    train-error:0.097765
## [370]    train-error:0.100559
## [371]    train-error:0.097765
## [372]    train-error:0.094972
## [373]    train-error:0.097765
## [374]    train-error:0.089385
## [375]    train-error:0.094972
## [376]    train-error:0.092179
## [377]    train-error:0.094972
## [378]    train-error:0.097765
## [379]    train-error:0.094972
## [380]    train-error:0.097765
## [381]    train-error:0.094972
## [382]    train-error:0.106145
## [383]    train-error:0.094972
## [384]    train-error:0.100559
## [385]    train-error:0.106145
## [386]    train-error:0.103352
## [387]    train-error:0.103352
## [388]    train-error:0.111732
## [389]    train-error:0.097765
## [390]    train-error:0.097765
## [391]    train-error:0.092179
## [392]    train-error:0.106145
## [393]    train-error:0.103352
## [394]    train-error:0.100559
## [395]    train-error:0.100559
## [396]    train-error:0.092179
## [397]    train-error:0.106145
## [398]    train-error:0.100559
## [399]    train-error:0.100559
## [400]    train-error:0.097765
## [401]    train-error:0.100559
## [402]    train-error:0.092179
## [403]    train-error:0.103352
## [404]    train-error:0.100559
## [405]    train-error:0.106145
## [406]    train-error:0.106145
## [407]    train-error:0.092179
## [408]    train-error:0.100559
## [409]    train-error:0.097765
## [410]    train-error:0.100559
## [411]    train-error:0.094972
## [412]    train-error:0.097765
## [413]    train-error:0.094972
## [414]    train-error:0.097765
## [415]    train-error:0.106145
## [416]    train-error:0.097765
## [417]    train-error:0.106145
## [418]    train-error:0.103352
## [419]    train-error:0.103352
## [420]    train-error:0.103352
## [421]    train-error:0.103352
## [422]    train-error:0.108939
## [423]    train-error:0.100559
## [424]    train-error:0.097765
## [425]    train-error:0.097765
## [426]    train-error:0.097765
## [427]    train-error:0.100559
## [428]    train-error:0.094972
## [429]    train-error:0.089385
## [430]    train-error:0.094972
## [431]    train-error:0.106145
## [432]    train-error:0.100559
## [433]    train-error:0.097765
## [434]    train-error:0.092179
## [435]    train-error:0.100559
## [436]    train-error:0.092179
## [437]    train-error:0.100559
## [438]    train-error:0.097765
## [439]    train-error:0.097765
## [440]    train-error:0.092179
## [441]    train-error:0.092179
## [442]    train-error:0.094972
## [443]    train-error:0.097765
## [444]    train-error:0.097765
## [445]    train-error:0.097765
## [446]    train-error:0.097765
## [447]    train-error:0.092179
## [448]    train-error:0.089385
## [449]    train-error:0.100559
## [450]    train-error:0.086592
## [451]    train-error:0.094972
## [452]    train-error:0.083799
## [453]    train-error:0.097765
## [454]    train-error:0.103352
## [455]    train-error:0.097765
## [456]    train-error:0.097765
## [457]    train-error:0.094972
## [458]    train-error:0.083799
## [459]    train-error:0.094972
## [0]  train-error:0.190476
## [1]  train-error:0.182073
## [2]  train-error:0.184874
## [3]  train-error:0.173669
## [4]  train-error:0.173669
## [5]  train-error:0.159664
## [6]  train-error:0.170868
## [7]  train-error:0.159664
## [8]  train-error:0.159664
## [9]  train-error:0.154062
## [10] train-error:0.156863
## [11] train-error:0.145658
## [12] train-error:0.145658
## [13] train-error:0.137255
## [14] train-error:0.137255
## [15] train-error:0.131653
## [16] train-error:0.126050
## [17] train-error:0.142857
## [18] train-error:0.140056
## [19] train-error:0.128852
## [20] train-error:0.140056
## [21] train-error:0.134454
## [22] train-error:0.131653
## [23] train-error:0.131653
## [24] train-error:0.134454
## [25] train-error:0.134454
## [26] train-error:0.131653
## [27] train-error:0.140056
## [28] train-error:0.126050
## [29] train-error:0.123249
## [30] train-error:0.126050
## [31] train-error:0.126050
## [32] train-error:0.123249
## [33] train-error:0.114846
## [34] train-error:0.128852
## [35] train-error:0.123249
## [36] train-error:0.134454
## [37] train-error:0.126050
## [38] train-error:0.123249
## [39] train-error:0.120448
## [40] train-error:0.126050
## [41] train-error:0.109244
## [42] train-error:0.109244
## [43] train-error:0.112045
## [44] train-error:0.112045
## [45] train-error:0.114846
## [46] train-error:0.117647
## [47] train-error:0.106443
## [48] train-error:0.117647
## [49] train-error:0.112045
## [50] train-error:0.137255
## [51] train-error:0.128852
## [52] train-error:0.114846
## [53] train-error:0.126050
## [54] train-error:0.134454
## [55] train-error:0.114846
## [56] train-error:0.117647
## [57] train-error:0.106443
## [58] train-error:0.123249
## [59] train-error:0.134454
## [60] train-error:0.126050
## [61] train-error:0.123249
## [62] train-error:0.117647
## [63] train-error:0.126050
## [64] train-error:0.117647
## [65] train-error:0.117647
## [66] train-error:0.123249
## [67] train-error:0.128852
## [68] train-error:0.123249
## [69] train-error:0.114846
## [70] train-error:0.114846
## [71] train-error:0.128852
## [72] train-error:0.112045
## [73] train-error:0.117647
## [74] train-error:0.103641
## [75] train-error:0.112045
## [76] train-error:0.109244
## [77] train-error:0.112045
## [78] train-error:0.112045
## [79] train-error:0.109244
## [80] train-error:0.106443
## [81] train-error:0.120448
## [82] train-error:0.103641
## [83] train-error:0.112045
## [84] train-error:0.112045
## [85] train-error:0.109244
## [86] train-error:0.109244
## [87] train-error:0.106443
## [88] train-error:0.095238
## [89] train-error:0.112045
## [90] train-error:0.126050
## [91] train-error:0.106443
## [92] train-error:0.106443
## [93] train-error:0.106443
## [94] train-error:0.114846
## [95] train-error:0.123249
## [96] train-error:0.109244
## [97] train-error:0.126050
## [98] train-error:0.103641
## [99] train-error:0.114846
## [100]    train-error:0.103641
## [101]    train-error:0.098039
## [102]    train-error:0.092437
## [103]    train-error:0.112045
## [104]    train-error:0.114846
## [105]    train-error:0.112045
## [106]    train-error:0.109244
## [107]    train-error:0.112045
## [108]    train-error:0.109244
## [109]    train-error:0.106443
## [110]    train-error:0.100840
## [111]    train-error:0.103641
## [112]    train-error:0.106443
## [113]    train-error:0.095238
## [114]    train-error:0.114846
## [115]    train-error:0.109244
## [116]    train-error:0.106443
## [117]    train-error:0.100840
## [118]    train-error:0.103641
## [119]    train-error:0.089636
## [120]    train-error:0.092437
## [121]    train-error:0.095238
## [122]    train-error:0.095238
## [123]    train-error:0.095238
## [124]    train-error:0.100840
## [125]    train-error:0.086835
## [126]    train-error:0.098039
## [127]    train-error:0.098039
## [128]    train-error:0.100840
## [129]    train-error:0.100840
## [130]    train-error:0.100840
## [131]    train-error:0.100840
## [132]    train-error:0.098039
## [133]    train-error:0.095238
## [134]    train-error:0.095238
## [135]    train-error:0.089636
## [136]    train-error:0.095238
## [137]    train-error:0.100840
## [138]    train-error:0.086835
## [139]    train-error:0.092437
## [140]    train-error:0.089636
## [141]    train-error:0.095238
## [142]    train-error:0.098039
## [143]    train-error:0.095238
## [144]    train-error:0.089636
## [145]    train-error:0.089636
## [146]    train-error:0.081232
## [147]    train-error:0.089636
## [148]    train-error:0.089636
## [149]    train-error:0.089636
## [150]    train-error:0.089636
## [151]    train-error:0.086835
## [152]    train-error:0.089636
## [153]    train-error:0.098039
## [154]    train-error:0.100840
## [155]    train-error:0.103641
## [156]    train-error:0.098039
## [157]    train-error:0.103641
## [158]    train-error:0.100840
## [159]    train-error:0.098039
## [160]    train-error:0.098039
## [161]    train-error:0.086835
## [162]    train-error:0.089636
## [163]    train-error:0.092437
## [164]    train-error:0.084034
## [165]    train-error:0.086835
## [166]    train-error:0.086835
## [167]    train-error:0.086835
## [168]    train-error:0.098039
## [169]    train-error:0.092437
## [170]    train-error:0.095238
## [171]    train-error:0.089636
## [172]    train-error:0.098039
## [173]    train-error:0.089636
## [174]    train-error:0.092437
## [175]    train-error:0.092437
## [176]    train-error:0.086835
## [177]    train-error:0.092437
## [178]    train-error:0.095238
## [179]    train-error:0.086835
## [180]    train-error:0.086835
## [181]    train-error:0.098039
## [182]    train-error:0.086835
## [183]    train-error:0.092437
## [184]    train-error:0.086835
## [185]    train-error:0.092437
## [186]    train-error:0.092437
## [187]    train-error:0.086835
## [188]    train-error:0.092437
## [189]    train-error:0.095238
## [190]    train-error:0.095238
## [191]    train-error:0.103641
## [192]    train-error:0.100840
## [193]    train-error:0.100840
## [194]    train-error:0.098039
## [195]    train-error:0.103641
## [196]    train-error:0.103641
## [197]    train-error:0.103641
## [198]    train-error:0.095238
## [199]    train-error:0.100840
## [200]    train-error:0.098039
## [201]    train-error:0.092437
## [202]    train-error:0.084034
## [203]    train-error:0.092437
## [204]    train-error:0.089636
## [205]    train-error:0.081232
## [206]    train-error:0.086835
## [207]    train-error:0.086835
## [208]    train-error:0.095238
## [209]    train-error:0.095238
## [210]    train-error:0.086835
## [211]    train-error:0.089636
## [212]    train-error:0.092437
## [213]    train-error:0.092437
## [214]    train-error:0.092437
## [215]    train-error:0.098039
## [216]    train-error:0.086835
## [217]    train-error:0.092437
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.089636
## [221]    train-error:0.095238
## [222]    train-error:0.095238
## [223]    train-error:0.095238
## [224]    train-error:0.089636
## [225]    train-error:0.098039
## [226]    train-error:0.092437
## [227]    train-error:0.098039
## [228]    train-error:0.089636
## [229]    train-error:0.092437
## [230]    train-error:0.084034
## [231]    train-error:0.092437
## [232]    train-error:0.089636
## [233]    train-error:0.084034
## [234]    train-error:0.092437
## [235]    train-error:0.095238
## [236]    train-error:0.092437
## [237]    train-error:0.089636
## [238]    train-error:0.092437
## [239]    train-error:0.100840
## [240]    train-error:0.098039
## [241]    train-error:0.098039
## [242]    train-error:0.095238
## [243]    train-error:0.084034
## [244]    train-error:0.084034
## [245]    train-error:0.084034
## [246]    train-error:0.086835
## [247]    train-error:0.086835
## [248]    train-error:0.092437
## [249]    train-error:0.084034
## [250]    train-error:0.089636
## [251]    train-error:0.092437
## [252]    train-error:0.081232
## [253]    train-error:0.089636
## [254]    train-error:0.081232
## [255]    train-error:0.078431
## [256]    train-error:0.084034
## [257]    train-error:0.086835
## [258]    train-error:0.084034
## [259]    train-error:0.086835
## [260]    train-error:0.095238
## [261]    train-error:0.095238
## [262]    train-error:0.098039
## [263]    train-error:0.095238
## [264]    train-error:0.081232
## [265]    train-error:0.084034
## [266]    train-error:0.089636
## [267]    train-error:0.089636
## [268]    train-error:0.089636
## [269]    train-error:0.095238
## [270]    train-error:0.095238
## [271]    train-error:0.095238
## [272]    train-error:0.098039
## [273]    train-error:0.086835
## [274]    train-error:0.081232
## [275]    train-error:0.078431
## [276]    train-error:0.081232
## [277]    train-error:0.086835
## [278]    train-error:0.081232
## [279]    train-error:0.086835
## [280]    train-error:0.086835
## [281]    train-error:0.084034
## [282]    train-error:0.092437
## [283]    train-error:0.084034
## [284]    train-error:0.095238
## [285]    train-error:0.086835
## [286]    train-error:0.081232
## [287]    train-error:0.089636
## [288]    train-error:0.089636
## [289]    train-error:0.089636
## [290]    train-error:0.089636
## [291]    train-error:0.089636
## [292]    train-error:0.092437
## [293]    train-error:0.086835
## [294]    train-error:0.086835
## [295]    train-error:0.086835
## [296]    train-error:0.081232
## [297]    train-error:0.095238
## [298]    train-error:0.089636
## [299]    train-error:0.089636
## [300]    train-error:0.089636
## [301]    train-error:0.095238
## [302]    train-error:0.092437
## [303]    train-error:0.086835
## [304]    train-error:0.095238
## [305]    train-error:0.081232
## [306]    train-error:0.084034
## [307]    train-error:0.086835
## [308]    train-error:0.084034
## [309]    train-error:0.084034
## [310]    train-error:0.084034
## [311]    train-error:0.081232
## [312]    train-error:0.089636
## [313]    train-error:0.092437
## [314]    train-error:0.086835
## [315]    train-error:0.086835
## [316]    train-error:0.084034
## [317]    train-error:0.092437
## [318]    train-error:0.098039
## [319]    train-error:0.095238
## [320]    train-error:0.092437
## [321]    train-error:0.098039
## [322]    train-error:0.095238
## [323]    train-error:0.103641
## [324]    train-error:0.109244
## [325]    train-error:0.106443
## [326]    train-error:0.103641
## [327]    train-error:0.103641
## [328]    train-error:0.103641
## [329]    train-error:0.095238
## [330]    train-error:0.095238
## [331]    train-error:0.100840
## [332]    train-error:0.092437
## [333]    train-error:0.089636
## [334]    train-error:0.098039
## [335]    train-error:0.095238
## [336]    train-error:0.095238
## [337]    train-error:0.084034
## [338]    train-error:0.084034
## [339]    train-error:0.092437
## [340]    train-error:0.086835
## [341]    train-error:0.095238
## [342]    train-error:0.103641
## [343]    train-error:0.092437
## [344]    train-error:0.103641
## [345]    train-error:0.095238
## [346]    train-error:0.089636
## [347]    train-error:0.089636
## [348]    train-error:0.092437
## [349]    train-error:0.086835
## [350]    train-error:0.086835
## [351]    train-error:0.086835
## [352]    train-error:0.089636
## [353]    train-error:0.086835
## [354]    train-error:0.084034
## [355]    train-error:0.081232
## [356]    train-error:0.095238
## [357]    train-error:0.098039
## [358]    train-error:0.086835
## [359]    train-error:0.086835
## [360]    train-error:0.092437
## [361]    train-error:0.089636
## [362]    train-error:0.086835
## [363]    train-error:0.084034
## [364]    train-error:0.084034
## [365]    train-error:0.086835
## [366]    train-error:0.081232
## [367]    train-error:0.084034
## [368]    train-error:0.086835
## [369]    train-error:0.086835
## [370]    train-error:0.081232
## [371]    train-error:0.084034
## [372]    train-error:0.084034
## [373]    train-error:0.084034
## [374]    train-error:0.081232
## [375]    train-error:0.084034
## [376]    train-error:0.089636
## [377]    train-error:0.089636
## [378]    train-error:0.092437
## [379]    train-error:0.086835
## [380]    train-error:0.086835
## [381]    train-error:0.084034
## [382]    train-error:0.081232
## [383]    train-error:0.086835
## [384]    train-error:0.086835
## [385]    train-error:0.103641
## [386]    train-error:0.098039
## [387]    train-error:0.092437
## [388]    train-error:0.095238
## [389]    train-error:0.086835
## [390]    train-error:0.092437
## [391]    train-error:0.106443
## [392]    train-error:0.095238
## [393]    train-error:0.089636
## [394]    train-error:0.086835
## [395]    train-error:0.089636
## [396]    train-error:0.092437
## [397]    train-error:0.084034
## [398]    train-error:0.084034
## [399]    train-error:0.086835
## [400]    train-error:0.089636
## [401]    train-error:0.081232
## [402]    train-error:0.089636
## [403]    train-error:0.086835
## [404]    train-error:0.086835
## [405]    train-error:0.086835
## [406]    train-error:0.089636
## [407]    train-error:0.086835
## [408]    train-error:0.075630
## [409]    train-error:0.089636
## [410]    train-error:0.092437
## [411]    train-error:0.089636
## [412]    train-error:0.092437
## [413]    train-error:0.095238
## [414]    train-error:0.084034
## [415]    train-error:0.095238
## [416]    train-error:0.095238
## [417]    train-error:0.086835
## [418]    train-error:0.089636
## [419]    train-error:0.089636
## [420]    train-error:0.089636
## [421]    train-error:0.086835
## [422]    train-error:0.084034
## [423]    train-error:0.084034
## [424]    train-error:0.098039
## [425]    train-error:0.081232
## [426]    train-error:0.086835
## [427]    train-error:0.086835
## [428]    train-error:0.089636
## [429]    train-error:0.089636
## [430]    train-error:0.086835
## [431]    train-error:0.089636
## [432]    train-error:0.086835
## [433]    train-error:0.095238
## [434]    train-error:0.092437
## [435]    train-error:0.092437
## [436]    train-error:0.081232
## [437]    train-error:0.086835
## [438]    train-error:0.086835
## [439]    train-error:0.078431
## [440]    train-error:0.084034
## [441]    train-error:0.086835
## [442]    train-error:0.086835
## [443]    train-error:0.092437
## [444]    train-error:0.081232
## [445]    train-error:0.089636
## [446]    train-error:0.084034
## [447]    train-error:0.086835
## [448]    train-error:0.084034
## [449]    train-error:0.084034
## [450]    train-error:0.089636
## [451]    train-error:0.086835
## [452]    train-error:0.092437
## [453]    train-error:0.081232
## [454]    train-error:0.086835
## [455]    train-error:0.089636
## [456]    train-error:0.086835
## [457]    train-error:0.081232
## [458]    train-error:0.084034
## [459]    train-error:0.089636
## [0]  train-error:0.218487
## [1]  train-error:0.252101
## [2]  train-error:0.210084
## [3]  train-error:0.198880
## [4]  train-error:0.201681
## [5]  train-error:0.187675
## [6]  train-error:0.187675
## [7]  train-error:0.187675
## [8]  train-error:0.187675
## [9]  train-error:0.184874
## [10] train-error:0.168067
## [11] train-error:0.156863
## [12] train-error:0.170868
## [13] train-error:0.156863
## [14] train-error:0.156863
## [15] train-error:0.154062
## [16] train-error:0.154062
## [17] train-error:0.151261
## [18] train-error:0.154062
## [19] train-error:0.156863
## [20] train-error:0.151261
## [21] train-error:0.148459
## [22] train-error:0.159664
## [23] train-error:0.165266
## [24] train-error:0.156863
## [25] train-error:0.168067
## [26] train-error:0.156863
## [27] train-error:0.162465
## [28] train-error:0.148459
## [29] train-error:0.151261
## [30] train-error:0.148459
## [31] train-error:0.148459
## [32] train-error:0.140056
## [33] train-error:0.134454
## [34] train-error:0.140056
## [35] train-error:0.145658
## [36] train-error:0.142857
## [37] train-error:0.151261
## [38] train-error:0.151261
## [39] train-error:0.140056
## [40] train-error:0.131653
## [41] train-error:0.137255
## [42] train-error:0.156863
## [43] train-error:0.145658
## [44] train-error:0.140056
## [45] train-error:0.142857
## [46] train-error:0.145658
## [47] train-error:0.142857
## [48] train-error:0.140056
## [49] train-error:0.142857
## [50] train-error:0.148459
## [51] train-error:0.134454
## [52] train-error:0.134454
## [53] train-error:0.137255
## [54] train-error:0.120448
## [55] train-error:0.128852
## [56] train-error:0.128852
## [57] train-error:0.131653
## [58] train-error:0.128852
## [59] train-error:0.131653
## [60] train-error:0.126050
## [61] train-error:0.123249
## [62] train-error:0.120448
## [63] train-error:0.123249
## [64] train-error:0.128852
## [65] train-error:0.126050
## [66] train-error:0.123249
## [67] train-error:0.120448
## [68] train-error:0.120448
## [69] train-error:0.131653
## [70] train-error:0.128852
## [71] train-error:0.134454
## [72] train-error:0.140056
## [73] train-error:0.142857
## [74] train-error:0.137255
## [75] train-error:0.137255
## [76] train-error:0.140056
## [77] train-error:0.142857
## [78] train-error:0.134454
## [79] train-error:0.137255
## [80] train-error:0.140056
## [81] train-error:0.137255
## [82] train-error:0.131653
## [83] train-error:0.126050
## [84] train-error:0.126050
## [85] train-error:0.134454
## [86] train-error:0.131653
## [87] train-error:0.128852
## [88] train-error:0.128852
## [89] train-error:0.131653
## [90] train-error:0.128852
## [91] train-error:0.134454
## [92] train-error:0.134454
## [93] train-error:0.123249
## [94] train-error:0.137255
## [95] train-error:0.134454
## [96] train-error:0.128852
## [97] train-error:0.120448
## [98] train-error:0.126050
## [99] train-error:0.120448
## [100]    train-error:0.128852
## [101]    train-error:0.134454
## [102]    train-error:0.123249
## [103]    train-error:0.114846
## [104]    train-error:0.123249
## [105]    train-error:0.123249
## [106]    train-error:0.123249
## [107]    train-error:0.128852
## [108]    train-error:0.126050
## [109]    train-error:0.123249
## [110]    train-error:0.120448
## [111]    train-error:0.123249
## [112]    train-error:0.120448
## [113]    train-error:0.134454
## [114]    train-error:0.126050
## [115]    train-error:0.120448
## [116]    train-error:0.117647
## [117]    train-error:0.126050
## [118]    train-error:0.123249
## [119]    train-error:0.120448
## [120]    train-error:0.117647
## [121]    train-error:0.120448
## [122]    train-error:0.117647
## [123]    train-error:0.120448
## [124]    train-error:0.103641
## [125]    train-error:0.112045
## [126]    train-error:0.114846
## [127]    train-error:0.123249
## [128]    train-error:0.117647
## [129]    train-error:0.128852
## [130]    train-error:0.123249
## [131]    train-error:0.120448
## [132]    train-error:0.123249
## [133]    train-error:0.120448
## [134]    train-error:0.131653
## [135]    train-error:0.123249
## [136]    train-error:0.140056
## [137]    train-error:0.128852
## [138]    train-error:0.120448
## [139]    train-error:0.112045
## [140]    train-error:0.123249
## [141]    train-error:0.117647
## [142]    train-error:0.120448
## [143]    train-error:0.126050
## [144]    train-error:0.123249
## [145]    train-error:0.109244
## [146]    train-error:0.123249
## [147]    train-error:0.128852
## [148]    train-error:0.112045
## [149]    train-error:0.117647
## [150]    train-error:0.126050
## [151]    train-error:0.120448
## [152]    train-error:0.123249
## [153]    train-error:0.117647
## [154]    train-error:0.114846
## [155]    train-error:0.114846
## [156]    train-error:0.112045
## [157]    train-error:0.123249
## [158]    train-error:0.114846
## [159]    train-error:0.112045
## [160]    train-error:0.126050
## [161]    train-error:0.120448
## [162]    train-error:0.123249
## [163]    train-error:0.128852
## [164]    train-error:0.126050
## [165]    train-error:0.131653
## [166]    train-error:0.134454
## [167]    train-error:0.128852
## [168]    train-error:0.128852
## [169]    train-error:0.117647
## [170]    train-error:0.109244
## [171]    train-error:0.128852
## [172]    train-error:0.126050
## [173]    train-error:0.112045
## [174]    train-error:0.123249
## [175]    train-error:0.117647
## [176]    train-error:0.120448
## [177]    train-error:0.120448
## [178]    train-error:0.123249
## [179]    train-error:0.117647
## [180]    train-error:0.120448
## [181]    train-error:0.120448
## [182]    train-error:0.123249
## [183]    train-error:0.123249
## [184]    train-error:0.117647
## [185]    train-error:0.126050
## [186]    train-error:0.112045
## [187]    train-error:0.114846
## [188]    train-error:0.103641
## [189]    train-error:0.120448
## [190]    train-error:0.112045
## [191]    train-error:0.106443
## [192]    train-error:0.112045
## [193]    train-error:0.112045
## [194]    train-error:0.100840
## [195]    train-error:0.112045
## [196]    train-error:0.114846
## [197]    train-error:0.112045
## [198]    train-error:0.120448
## [199]    train-error:0.117647
## [200]    train-error:0.114846
## [201]    train-error:0.114846
## [202]    train-error:0.120448
## [203]    train-error:0.112045
## [204]    train-error:0.123249
## [205]    train-error:0.114846
## [206]    train-error:0.109244
## [207]    train-error:0.117647
## [208]    train-error:0.114846
## [209]    train-error:0.112045
## [210]    train-error:0.109244
## [211]    train-error:0.109244
## [212]    train-error:0.117647
## [213]    train-error:0.123249
## [214]    train-error:0.117647
## [215]    train-error:0.117647
## [216]    train-error:0.123249
## [217]    train-error:0.117647
## [218]    train-error:0.120448
## [219]    train-error:0.120448
## [220]    train-error:0.114846
## [221]    train-error:0.109244
## [222]    train-error:0.109244
## [223]    train-error:0.114846
## [224]    train-error:0.100840
## [225]    train-error:0.112045
## [226]    train-error:0.112045
## [227]    train-error:0.114846
## [228]    train-error:0.109244
## [229]    train-error:0.109244
## [230]    train-error:0.114846
## [231]    train-error:0.106443
## [232]    train-error:0.117647
## [233]    train-error:0.114846
## [234]    train-error:0.109244
## [235]    train-error:0.109244
## [236]    train-error:0.123249
## [237]    train-error:0.123249
## [238]    train-error:0.120448
## [239]    train-error:0.103641
## [240]    train-error:0.103641
## [241]    train-error:0.114846
## [242]    train-error:0.120448
## [243]    train-error:0.117647
## [244]    train-error:0.117647
## [245]    train-error:0.117647
## [246]    train-error:0.120448
## [247]    train-error:0.126050
## [248]    train-error:0.117647
## [249]    train-error:0.109244
## [250]    train-error:0.114846
## [251]    train-error:0.114846
## [252]    train-error:0.112045
## [253]    train-error:0.114846
## [254]    train-error:0.120448
## [255]    train-error:0.117647
## [256]    train-error:0.126050
## [257]    train-error:0.120448
## [258]    train-error:0.109244
## [259]    train-error:0.123249
## [260]    train-error:0.106443
## [261]    train-error:0.112045
## [262]    train-error:0.117647
## [263]    train-error:0.117647
## [264]    train-error:0.117647
## [265]    train-error:0.109244
## [266]    train-error:0.117647
## [267]    train-error:0.112045
## [268]    train-error:0.103641
## [269]    train-error:0.103641
## [270]    train-error:0.106443
## [271]    train-error:0.109244
## [272]    train-error:0.123249
## [273]    train-error:0.109244
## [274]    train-error:0.120448
## [275]    train-error:0.112045
## [276]    train-error:0.120448
## [277]    train-error:0.109244
## [278]    train-error:0.114846
## [279]    train-error:0.117647
## [280]    train-error:0.112045
## [281]    train-error:0.117647
## [282]    train-error:0.117647
## [283]    train-error:0.114846
## [284]    train-error:0.112045
## [285]    train-error:0.106443
## [286]    train-error:0.109244
## [287]    train-error:0.114846
## [288]    train-error:0.112045
## [289]    train-error:0.114846
## [290]    train-error:0.109244
## [291]    train-error:0.100840
## [292]    train-error:0.106443
## [293]    train-error:0.103641
## [294]    train-error:0.103641
## [295]    train-error:0.100840
## [296]    train-error:0.100840
## [297]    train-error:0.112045
## [298]    train-error:0.112045
## [299]    train-error:0.103641
## [300]    train-error:0.103641
## [301]    train-error:0.098039
## [302]    train-error:0.109244
## [303]    train-error:0.109244
## [304]    train-error:0.109244
## [305]    train-error:0.103641
## [306]    train-error:0.112045
## [307]    train-error:0.117647
## [308]    train-error:0.103641
## [309]    train-error:0.112045
## [310]    train-error:0.109244
## [311]    train-error:0.103641
## [312]    train-error:0.109244
## [313]    train-error:0.114846
## [314]    train-error:0.114846
## [315]    train-error:0.106443
## [316]    train-error:0.114846
## [317]    train-error:0.112045
## [318]    train-error:0.112045
## [319]    train-error:0.106443
## [320]    train-error:0.112045
## [321]    train-error:0.112045
## [322]    train-error:0.109244
## [323]    train-error:0.112045
## [324]    train-error:0.109244
## [325]    train-error:0.106443
## [326]    train-error:0.103641
## [327]    train-error:0.098039
## [328]    train-error:0.100840
## [329]    train-error:0.106443
## [330]    train-error:0.112045
## [331]    train-error:0.103641
## [332]    train-error:0.109244
## [333]    train-error:0.106443
## [334]    train-error:0.114846
## [335]    train-error:0.098039
## [336]    train-error:0.109244
## [337]    train-error:0.112045
## [338]    train-error:0.109244
## [339]    train-error:0.106443
## [340]    train-error:0.117647
## [341]    train-error:0.114846
## [342]    train-error:0.114846
## [343]    train-error:0.117647
## [344]    train-error:0.120448
## [345]    train-error:0.123249
## [346]    train-error:0.117647
## [347]    train-error:0.126050
## [348]    train-error:0.120448
## [349]    train-error:0.114846
## [350]    train-error:0.117647
## [351]    train-error:0.112045
## [352]    train-error:0.114846
## [353]    train-error:0.120448
## [354]    train-error:0.114846
## [355]    train-error:0.117647
## [356]    train-error:0.117647
## [357]    train-error:0.109244
## [358]    train-error:0.106443
## [359]    train-error:0.114846
## [360]    train-error:0.114846
## [361]    train-error:0.114846
## [362]    train-error:0.114846
## [363]    train-error:0.112045
## [364]    train-error:0.114846
## [365]    train-error:0.109244
## [366]    train-error:0.109244
## [367]    train-error:0.114846
## [368]    train-error:0.103641
## [369]    train-error:0.100840
## [370]    train-error:0.100840
## [371]    train-error:0.100840
## [372]    train-error:0.109244
## [373]    train-error:0.100840
## [374]    train-error:0.103641
## [375]    train-error:0.103641
## [376]    train-error:0.103641
## [377]    train-error:0.098039
## [378]    train-error:0.103641
## [379]    train-error:0.106443
## [380]    train-error:0.106443
## [381]    train-error:0.100840
## [382]    train-error:0.106443
## [383]    train-error:0.098039
## [384]    train-error:0.100840
## [385]    train-error:0.098039
## [386]    train-error:0.095238
## [387]    train-error:0.095238
## [388]    train-error:0.103641
## [389]    train-error:0.100840
## [390]    train-error:0.109244
## [391]    train-error:0.103641
## [392]    train-error:0.103641
## [393]    train-error:0.100840
## [394]    train-error:0.103641
## [395]    train-error:0.103641
## [396]    train-error:0.098039
## [397]    train-error:0.092437
## [398]    train-error:0.100840
## [399]    train-error:0.114846
## [400]    train-error:0.106443
## [401]    train-error:0.100840
## [402]    train-error:0.092437
## [403]    train-error:0.100840
## [404]    train-error:0.106443
## [405]    train-error:0.117647
## [406]    train-error:0.103641
## [407]    train-error:0.095238
## [408]    train-error:0.103641
## [409]    train-error:0.098039
## [410]    train-error:0.095238
## [411]    train-error:0.100840
## [412]    train-error:0.089636
## [413]    train-error:0.098039
## [414]    train-error:0.100840
## [415]    train-error:0.100840
## [416]    train-error:0.100840
## [417]    train-error:0.103641
## [418]    train-error:0.103641
## [419]    train-error:0.103641
## [420]    train-error:0.095238
## [421]    train-error:0.100840
## [422]    train-error:0.100840
## [423]    train-error:0.095238
## [424]    train-error:0.103641
## [425]    train-error:0.098039
## [426]    train-error:0.103641
## [427]    train-error:0.098039
## [428]    train-error:0.098039
## [429]    train-error:0.098039
## [430]    train-error:0.098039
## [431]    train-error:0.100840
## [432]    train-error:0.095238
## [433]    train-error:0.095238
## [434]    train-error:0.095238
## [435]    train-error:0.103641
## [436]    train-error:0.100840
## [437]    train-error:0.103641
## [438]    train-error:0.100840
## [439]    train-error:0.103641
## [440]    train-error:0.109244
## [441]    train-error:0.103641
## [442]    train-error:0.103641
## [443]    train-error:0.106443
## [444]    train-error:0.106443
## [445]    train-error:0.103641
## [446]    train-error:0.098039
## [447]    train-error:0.095238
## [448]    train-error:0.098039
## [449]    train-error:0.095238
## [450]    train-error:0.092437
## [451]    train-error:0.086835
## [452]    train-error:0.098039
## [453]    train-error:0.106443
## [454]    train-error:0.095238
## [455]    train-error:0.095238
## [456]    train-error:0.095238
## [457]    train-error:0.098039
## [458]    train-error:0.100840
## [459]    train-error:0.100840
## [0]  train-error:0.324022
## [1]  train-error:0.324022
## [2]  train-error:0.245810
## [3]  train-error:0.310056
## [4]  train-error:0.243017
## [5]  train-error:0.203911
## [6]  train-error:0.198324
## [7]  train-error:0.195531
## [8]  train-error:0.195531
## [9]  train-error:0.198324
## [10] train-error:0.203911
## [11] train-error:0.198324
## [12] train-error:0.198324
## [13] train-error:0.184358
## [14] train-error:0.181564
## [15] train-error:0.178771
## [16] train-error:0.181564
## [17] train-error:0.162011
## [18] train-error:0.156425
## [19] train-error:0.164804
## [20] train-error:0.162011
## [21] train-error:0.170391
## [22] train-error:0.162011
## [23] train-error:0.150838
## [24] train-error:0.148045
## [25] train-error:0.153631
## [26] train-error:0.153631
## [27] train-error:0.156425
## [28] train-error:0.156425
## [29] train-error:0.153631
## [30] train-error:0.162011
## [31] train-error:0.159218
## [32] train-error:0.150838
## [33] train-error:0.164804
## [34] train-error:0.159218
## [35] train-error:0.162011
## [36] train-error:0.164804
## [37] train-error:0.153631
## [38] train-error:0.153631
## [39] train-error:0.153631
## [40] train-error:0.150838
## [41] train-error:0.148045
## [42] train-error:0.148045
## [43] train-error:0.156425
## [44] train-error:0.145251
## [45] train-error:0.156425
## [46] train-error:0.136872
## [47] train-error:0.139665
## [48] train-error:0.139665
## [49] train-error:0.134078
## [50] train-error:0.148045
## [51] train-error:0.148045
## [52] train-error:0.150838
## [53] train-error:0.148045
## [54] train-error:0.136872
## [55] train-error:0.139665
## [56] train-error:0.139665
## [57] train-error:0.139665
## [58] train-error:0.148045
## [59] train-error:0.145251
## [60] train-error:0.150838
## [61] train-error:0.148045
## [62] train-error:0.148045
## [63] train-error:0.145251
## [64] train-error:0.142458
## [65] train-error:0.148045
## [66] train-error:0.142458
## [67] train-error:0.136872
## [68] train-error:0.136872
## [69] train-error:0.136872
## [70] train-error:0.142458
## [71] train-error:0.142458
## [72] train-error:0.139665
## [73] train-error:0.136872
## [74] train-error:0.136872
## [75] train-error:0.136872
## [76] train-error:0.134078
## [77] train-error:0.139665
## [78] train-error:0.139665
## [79] train-error:0.139665
## [80] train-error:0.136872
## [81] train-error:0.136872
## [82] train-error:0.134078
## [83] train-error:0.134078
## [84] train-error:0.136872
## [85] train-error:0.139665
## [86] train-error:0.136872
## [87] train-error:0.134078
## [88] train-error:0.136872
## [89] train-error:0.136872
## [90] train-error:0.134078
## [91] train-error:0.128492
## [92] train-error:0.134078
## [93] train-error:0.136872
## [94] train-error:0.131285
## [95] train-error:0.134078
## [96] train-error:0.131285
## [97] train-error:0.136872
## [98] train-error:0.134078
## [99] train-error:0.122905
## [100]    train-error:0.131285
## [101]    train-error:0.128492
## [102]    train-error:0.128492
## [103]    train-error:0.125698
## [104]    train-error:0.125698
## [105]    train-error:0.122905
## [106]    train-error:0.128492
## [107]    train-error:0.128492
## [108]    train-error:0.117318
## [109]    train-error:0.114525
## [110]    train-error:0.114525
## [111]    train-error:0.120112
## [112]    train-error:0.125698
## [113]    train-error:0.117318
## [114]    train-error:0.117318
## [115]    train-error:0.114525
## [116]    train-error:0.108939
## [117]    train-error:0.106145
## [118]    train-error:0.114525
## [119]    train-error:0.114525
## [120]    train-error:0.108939
## [121]    train-error:0.111732
## [122]    train-error:0.108939
## [123]    train-error:0.108939
## [124]    train-error:0.114525
## [125]    train-error:0.111732
## [126]    train-error:0.114525
## [127]    train-error:0.111732
## [128]    train-error:0.114525
## [129]    train-error:0.108939
## [130]    train-error:0.114525
## [131]    train-error:0.108939
## [132]    train-error:0.108939
## [133]    train-error:0.111732
## [134]    train-error:0.111732
## [135]    train-error:0.108939
## [136]    train-error:0.103352
## [137]    train-error:0.100559
## [138]    train-error:0.094972
## [139]    train-error:0.097765
## [140]    train-error:0.097765
## [141]    train-error:0.100559
## [142]    train-error:0.103352
## [143]    train-error:0.097765
## [144]    train-error:0.100559
## [145]    train-error:0.094972
## [146]    train-error:0.097765
## [147]    train-error:0.094972
## [148]    train-error:0.097765
## [149]    train-error:0.100559
## [150]    train-error:0.097765
## [151]    train-error:0.089385
## [152]    train-error:0.094972
## [153]    train-error:0.094972
## [154]    train-error:0.097765
## [155]    train-error:0.097765
## [156]    train-error:0.097765
## [157]    train-error:0.100559
## [158]    train-error:0.100559
## [159]    train-error:0.100559
## [160]    train-error:0.100559
## [161]    train-error:0.097765
## [162]    train-error:0.097765
## [163]    train-error:0.100559
## [164]    train-error:0.097765
## [165]    train-error:0.094972
## [166]    train-error:0.097765
## [167]    train-error:0.100559
## [168]    train-error:0.097765
## [169]    train-error:0.092179
## [170]    train-error:0.092179
## [171]    train-error:0.097765
## [172]    train-error:0.103352
## [173]    train-error:0.100559
## [174]    train-error:0.103352
## [175]    train-error:0.100559
## [176]    train-error:0.094972
## [177]    train-error:0.097765
## [178]    train-error:0.106145
## [179]    train-error:0.108939
## [180]    train-error:0.103352
## [181]    train-error:0.092179
## [182]    train-error:0.097765
## [183]    train-error:0.103352
## [184]    train-error:0.092179
## [185]    train-error:0.094972
## [186]    train-error:0.100559
## [187]    train-error:0.100559
## [188]    train-error:0.092179
## [189]    train-error:0.086592
## [190]    train-error:0.089385
## [191]    train-error:0.092179
## [192]    train-error:0.089385
## [193]    train-error:0.092179
## [194]    train-error:0.094972
## [195]    train-error:0.097765
## [196]    train-error:0.097765
## [197]    train-error:0.097765
## [198]    train-error:0.097765
## [199]    train-error:0.097765
## [200]    train-error:0.097765
## [201]    train-error:0.100559
## [202]    train-error:0.094972
## [203]    train-error:0.097765
## [204]    train-error:0.086592
## [205]    train-error:0.092179
## [206]    train-error:0.094972
## [207]    train-error:0.094972
## [208]    train-error:0.092179
## [209]    train-error:0.097765
## [210]    train-error:0.094972
## [211]    train-error:0.092179
## [212]    train-error:0.097765
## [213]    train-error:0.097765
## [214]    train-error:0.089385
## [215]    train-error:0.086592
## [216]    train-error:0.086592
## [217]    train-error:0.086592
## [218]    train-error:0.083799
## [219]    train-error:0.089385
## [220]    train-error:0.081006
## [221]    train-error:0.092179
## [222]    train-error:0.089385
## [223]    train-error:0.094972
## [224]    train-error:0.094972
## [225]    train-error:0.089385
## [226]    train-error:0.086592
## [227]    train-error:0.083799
## [228]    train-error:0.086592
## [229]    train-error:0.089385
## [230]    train-error:0.094972
## [231]    train-error:0.094972
## [232]    train-error:0.092179
## [233]    train-error:0.097765
## [234]    train-error:0.092179
## [235]    train-error:0.089385
## [236]    train-error:0.094972
## [237]    train-error:0.094972
## [238]    train-error:0.092179
## [239]    train-error:0.092179
## [240]    train-error:0.089385
## [241]    train-error:0.094972
## [242]    train-error:0.097765
## [243]    train-error:0.089385
## [244]    train-error:0.083799
## [245]    train-error:0.086592
## [246]    train-error:0.081006
## [247]    train-error:0.089385
## [248]    train-error:0.083799
## [249]    train-error:0.081006
## [250]    train-error:0.083799
## [251]    train-error:0.081006
## [252]    train-error:0.081006
## [253]    train-error:0.081006
## [254]    train-error:0.083799
## [255]    train-error:0.081006
## [256]    train-error:0.081006
## [257]    train-error:0.078212
## [258]    train-error:0.078212
## [259]    train-error:0.083799
## [260]    train-error:0.086592
## [261]    train-error:0.083799
## [262]    train-error:0.081006
## [263]    train-error:0.081006
## [264]    train-error:0.081006
## [265]    train-error:0.086592
## [266]    train-error:0.097765
## [267]    train-error:0.094972
## [268]    train-error:0.083799
## [269]    train-error:0.086592
## [270]    train-error:0.081006
## [271]    train-error:0.081006
## [272]    train-error:0.081006
## [273]    train-error:0.081006
## [274]    train-error:0.089385
## [275]    train-error:0.086592
## [276]    train-error:0.086592
## [277]    train-error:0.086592
## [278]    train-error:0.075419
## [279]    train-error:0.078212
## [280]    train-error:0.081006
## [281]    train-error:0.081006
## [282]    train-error:0.078212
## [283]    train-error:0.083799
## [284]    train-error:0.078212
## [285]    train-error:0.086592
## [286]    train-error:0.075419
## [287]    train-error:0.075419
## [288]    train-error:0.081006
## [289]    train-error:0.075419
## [290]    train-error:0.069832
## [291]    train-error:0.069832
## [292]    train-error:0.075419
## [293]    train-error:0.072626
## [294]    train-error:0.072626
## [295]    train-error:0.075419
## [296]    train-error:0.072626
## [297]    train-error:0.078212
## [298]    train-error:0.078212
## [299]    train-error:0.075419
## [300]    train-error:0.075419
## [301]    train-error:0.072626
## [302]    train-error:0.072626
## [303]    train-error:0.078212
## [304]    train-error:0.069832
## [305]    train-error:0.072626
## [306]    train-error:0.075419
## [307]    train-error:0.078212
## [308]    train-error:0.067039
## [309]    train-error:0.078212
## [310]    train-error:0.081006
## [311]    train-error:0.078212
## [312]    train-error:0.078212
## [313]    train-error:0.081006
## [314]    train-error:0.075419
## [315]    train-error:0.081006
## [316]    train-error:0.083799
## [317]    train-error:0.078212
## [318]    train-error:0.075419
## [319]    train-error:0.075419
## [320]    train-error:0.078212
## [321]    train-error:0.075419
## [322]    train-error:0.078212
## [323]    train-error:0.075419
## [324]    train-error:0.086592
## [325]    train-error:0.078212
## [326]    train-error:0.086592
## [327]    train-error:0.078212
## [328]    train-error:0.078212
## [329]    train-error:0.083799
## [330]    train-error:0.092179
## [331]    train-error:0.083799
## [332]    train-error:0.081006
## [333]    train-error:0.081006
## [334]    train-error:0.081006
## [335]    train-error:0.081006
## [336]    train-error:0.081006
## [337]    train-error:0.081006
## [338]    train-error:0.081006
## [339]    train-error:0.081006
## [340]    train-error:0.075419
## [341]    train-error:0.072626
## [342]    train-error:0.075419
## [343]    train-error:0.072626
## [344]    train-error:0.075419
## [345]    train-error:0.075419
## [346]    train-error:0.078212
## [347]    train-error:0.078212
## [348]    train-error:0.078212
## [349]    train-error:0.078212
## [350]    train-error:0.075419
## [351]    train-error:0.078212
## [352]    train-error:0.075419
## [353]    train-error:0.083799
## [354]    train-error:0.081006
## [355]    train-error:0.078212
## [356]    train-error:0.078212
## [357]    train-error:0.075419
## [358]    train-error:0.081006
## [359]    train-error:0.083799
## [360]    train-error:0.089385
## [361]    train-error:0.075419
## [362]    train-error:0.075419
## [363]    train-error:0.075419
## [364]    train-error:0.072626
## [365]    train-error:0.069832
## [366]    train-error:0.072626
## [367]    train-error:0.069832
## [368]    train-error:0.067039
## [369]    train-error:0.078212
## [370]    train-error:0.086592
## [371]    train-error:0.072626
## [372]    train-error:0.072626
## [373]    train-error:0.072626
## [374]    train-error:0.069832
## [375]    train-error:0.072626
## [376]    train-error:0.072626
## [377]    train-error:0.075419
## [378]    train-error:0.072626
## [379]    train-error:0.069832
## [380]    train-error:0.069832
## [381]    train-error:0.078212
## [382]    train-error:0.075419
## [383]    train-error:0.078212
## [384]    train-error:0.075419
## [385]    train-error:0.078212
## [386]    train-error:0.072626
## [387]    train-error:0.072626
## [388]    train-error:0.075419
## [389]    train-error:0.075419
## [390]    train-error:0.069832
## [391]    train-error:0.072626
## [392]    train-error:0.069832
## [393]    train-error:0.075419
## [394]    train-error:0.072626
## [395]    train-error:0.069832
## [396]    train-error:0.069832
## [397]    train-error:0.061453
## [398]    train-error:0.069832
## [399]    train-error:0.072626
## [400]    train-error:0.075419
## [401]    train-error:0.072626
## [402]    train-error:0.075419
## [403]    train-error:0.075419
## [404]    train-error:0.067039
## [405]    train-error:0.069832
## [406]    train-error:0.069832
## [407]    train-error:0.064246
## [408]    train-error:0.069832
## [409]    train-error:0.067039
## [410]    train-error:0.069832
## [411]    train-error:0.072626
## [412]    train-error:0.067039
## [413]    train-error:0.064246
## [414]    train-error:0.064246
## [415]    train-error:0.061453
## [416]    train-error:0.067039
## [417]    train-error:0.064246
## [418]    train-error:0.064246
## [419]    train-error:0.067039
## [420]    train-error:0.067039
## [421]    train-error:0.075419
## [422]    train-error:0.061453
## [423]    train-error:0.064246
## [424]    train-error:0.064246
## [425]    train-error:0.064246
## [426]    train-error:0.069832
## [427]    train-error:0.058659
## [428]    train-error:0.061453
## [429]    train-error:0.064246
## [430]    train-error:0.064246
## [431]    train-error:0.067039
## [432]    train-error:0.069832
## [433]    train-error:0.061453
## [434]    train-error:0.061453
## [435]    train-error:0.061453
## [436]    train-error:0.058659
## [437]    train-error:0.058659
## [438]    train-error:0.061453
## [439]    train-error:0.058659
## [440]    train-error:0.058659
## [441]    train-error:0.061453
## [442]    train-error:0.061453
## [443]    train-error:0.061453
## [444]    train-error:0.064246
## [445]    train-error:0.061453
## [446]    train-error:0.055866
## [447]    train-error:0.061453
## [448]    train-error:0.055866
## [449]    train-error:0.061453
## [450]    train-error:0.067039
## [451]    train-error:0.067039
## [452]    train-error:0.067039
## [453]    train-error:0.072626
## [454]    train-error:0.064246
## [455]    train-error:0.067039
## [456]    train-error:0.061453
## [457]    train-error:0.067039
## [458]    train-error:0.067039
## [459]    train-error:0.061453
## [460]    train-error:0.055866
## [461]    train-error:0.058659
## [462]    train-error:0.067039
## [463]    train-error:0.055866
## [464]    train-error:0.058659
## [465]    train-error:0.055866
## [466]    train-error:0.055866
## [467]    train-error:0.058659
## [468]    train-error:0.058659
## [469]    train-error:0.055866
## [470]    train-error:0.055866
## [471]    train-error:0.058659
## [472]    train-error:0.061453
## [473]    train-error:0.055866
## [474]    train-error:0.064246
## [475]    train-error:0.064246
## [476]    train-error:0.072626
## [477]    train-error:0.061453
## [478]    train-error:0.067039
## [479]    train-error:0.067039
## [480]    train-error:0.064246
## [481]    train-error:0.067039
## [482]    train-error:0.061453
## [483]    train-error:0.061453
## [484]    train-error:0.064246
## [485]    train-error:0.064246
## [486]    train-error:0.064246
## [487]    train-error:0.061453
## [488]    train-error:0.067039
## [489]    train-error:0.061453
## [490]    train-error:0.058659
## [0]  train-error:0.271709
## [1]  train-error:0.282913
## [2]  train-error:0.277311
## [3]  train-error:0.221289
## [4]  train-error:0.198880
## [5]  train-error:0.196078
## [6]  train-error:0.168067
## [7]  train-error:0.168067
## [8]  train-error:0.162465
## [9]  train-error:0.165266
## [10] train-error:0.140056
## [11] train-error:0.140056
## [12] train-error:0.154062
## [13] train-error:0.154062
## [14] train-error:0.140056
## [15] train-error:0.134454
## [16] train-error:0.140056
## [17] train-error:0.131653
## [18] train-error:0.134454
## [19] train-error:0.137255
## [20] train-error:0.137255
## [21] train-error:0.137255
## [22] train-error:0.137255
## [23] train-error:0.134454
## [24] train-error:0.131653
## [25] train-error:0.131653
## [26] train-error:0.131653
## [27] train-error:0.123249
## [28] train-error:0.126050
## [29] train-error:0.123249
## [30] train-error:0.126050
## [31] train-error:0.123249
## [32] train-error:0.137255
## [33] train-error:0.137255
## [34] train-error:0.126050
## [35] train-error:0.126050
## [36] train-error:0.126050
## [37] train-error:0.106443
## [38] train-error:0.100840
## [39] train-error:0.100840
## [40] train-error:0.103641
## [41] train-error:0.103641
## [42] train-error:0.100840
## [43] train-error:0.103641
## [44] train-error:0.106443
## [45] train-error:0.100840
## [46] train-error:0.106443
## [47] train-error:0.112045
## [48] train-error:0.106443
## [49] train-error:0.100840
## [50] train-error:0.100840
## [51] train-error:0.095238
## [52] train-error:0.089636
## [53] train-error:0.086835
## [54] train-error:0.092437
## [55] train-error:0.098039
## [56] train-error:0.092437
## [57] train-error:0.100840
## [58] train-error:0.095238
## [59] train-error:0.095238
## [60] train-error:0.098039
## [61] train-error:0.098039
## [62] train-error:0.095238
## [63] train-error:0.100840
## [64] train-error:0.095238
## [65] train-error:0.095238
## [66] train-error:0.089636
## [67] train-error:0.089636
## [68] train-error:0.092437
## [69] train-error:0.089636
## [70] train-error:0.086835
## [71] train-error:0.092437
## [72] train-error:0.089636
## [73] train-error:0.089636
## [74] train-error:0.092437
## [75] train-error:0.084034
## [76] train-error:0.084034
## [77] train-error:0.084034
## [78] train-error:0.081232
## [79] train-error:0.086835
## [80] train-error:0.084034
## [81] train-error:0.086835
## [82] train-error:0.089636
## [83] train-error:0.086835
## [84] train-error:0.086835
## [85] train-error:0.086835
## [86] train-error:0.086835
## [87] train-error:0.086835
## [88] train-error:0.089636
## [89] train-error:0.084034
## [90] train-error:0.078431
## [91] train-error:0.078431
## [92] train-error:0.084034
## [93] train-error:0.084034
## [94] train-error:0.084034
## [95] train-error:0.084034
## [96] train-error:0.081232
## [97] train-error:0.081232
## [98] train-error:0.086835
## [99] train-error:0.081232
## [100]    train-error:0.084034
## [101]    train-error:0.086835
## [102]    train-error:0.089636
## [103]    train-error:0.078431
## [104]    train-error:0.075630
## [105]    train-error:0.078431
## [106]    train-error:0.078431
## [107]    train-error:0.086835
## [108]    train-error:0.092437
## [109]    train-error:0.086835
## [110]    train-error:0.084034
## [111]    train-error:0.089636
## [112]    train-error:0.086835
## [113]    train-error:0.084034
## [114]    train-error:0.086835
## [115]    train-error:0.086835
## [116]    train-error:0.086835
## [117]    train-error:0.089636
## [118]    train-error:0.086835
## [119]    train-error:0.086835
## [120]    train-error:0.084034
## [121]    train-error:0.086835
## [122]    train-error:0.089636
## [123]    train-error:0.086835
## [124]    train-error:0.078431
## [125]    train-error:0.084034
## [126]    train-error:0.084034
## [127]    train-error:0.089636
## [128]    train-error:0.089636
## [129]    train-error:0.089636
## [130]    train-error:0.086835
## [131]    train-error:0.089636
## [132]    train-error:0.089636
## [133]    train-error:0.089636
## [134]    train-error:0.078431
## [135]    train-error:0.078431
## [136]    train-error:0.084034
## [137]    train-error:0.081232
## [138]    train-error:0.089636
## [139]    train-error:0.086835
## [140]    train-error:0.086835
## [141]    train-error:0.084034
## [142]    train-error:0.089636
## [143]    train-error:0.095238
## [144]    train-error:0.095238
## [145]    train-error:0.089636
## [146]    train-error:0.092437
## [147]    train-error:0.095238
## [148]    train-error:0.092437
## [149]    train-error:0.095238
## [150]    train-error:0.095238
## [151]    train-error:0.092437
## [152]    train-error:0.092437
## [153]    train-error:0.092437
## [154]    train-error:0.092437
## [155]    train-error:0.095238
## [156]    train-error:0.098039
## [157]    train-error:0.092437
## [158]    train-error:0.103641
## [159]    train-error:0.095238
## [160]    train-error:0.100840
## [161]    train-error:0.098039
## [162]    train-error:0.098039
## [163]    train-error:0.100840
## [164]    train-error:0.103641
## [165]    train-error:0.098039
## [166]    train-error:0.092437
## [167]    train-error:0.095238
## [168]    train-error:0.095238
## [169]    train-error:0.092437
## [170]    train-error:0.089636
## [171]    train-error:0.089636
## [172]    train-error:0.092437
## [173]    train-error:0.089636
## [174]    train-error:0.092437
## [175]    train-error:0.089636
## [176]    train-error:0.089636
## [177]    train-error:0.095238
## [178]    train-error:0.095238
## [179]    train-error:0.092437
## [180]    train-error:0.092437
## [181]    train-error:0.098039
## [182]    train-error:0.092437
## [183]    train-error:0.095238
## [184]    train-error:0.092437
## [185]    train-error:0.084034
## [186]    train-error:0.084034
## [187]    train-error:0.086835
## [188]    train-error:0.084034
## [189]    train-error:0.081232
## [190]    train-error:0.084034
## [191]    train-error:0.084034
## [192]    train-error:0.089636
## [193]    train-error:0.089636
## [194]    train-error:0.092437
## [195]    train-error:0.092437
## [196]    train-error:0.092437
## [197]    train-error:0.095238
## [198]    train-error:0.095238
## [199]    train-error:0.092437
## [200]    train-error:0.086835
## [201]    train-error:0.086835
## [202]    train-error:0.084034
## [203]    train-error:0.089636
## [204]    train-error:0.095238
## [205]    train-error:0.086835
## [206]    train-error:0.086835
## [207]    train-error:0.084034
## [208]    train-error:0.086835
## [209]    train-error:0.084034
## [210]    train-error:0.075630
## [211]    train-error:0.078431
## [212]    train-error:0.084034
## [213]    train-error:0.075630
## [214]    train-error:0.072829
## [215]    train-error:0.078431
## [216]    train-error:0.075630
## [217]    train-error:0.078431
## [218]    train-error:0.081232
## [219]    train-error:0.081232
## [220]    train-error:0.084034
## [221]    train-error:0.081232
## [222]    train-error:0.075630
## [223]    train-error:0.070028
## [224]    train-error:0.072829
## [225]    train-error:0.070028
## [226]    train-error:0.072829
## [227]    train-error:0.072829
## [228]    train-error:0.075630
## [229]    train-error:0.078431
## [230]    train-error:0.078431
## [231]    train-error:0.070028
## [232]    train-error:0.078431
## [233]    train-error:0.078431
## [234]    train-error:0.075630
## [235]    train-error:0.081232
## [236]    train-error:0.081232
## [237]    train-error:0.084034
## [238]    train-error:0.081232
## [239]    train-error:0.075630
## [240]    train-error:0.072829
## [241]    train-error:0.078431
## [242]    train-error:0.064426
## [243]    train-error:0.078431
## [244]    train-error:0.078431
## [245]    train-error:0.078431
## [246]    train-error:0.078431
## [247]    train-error:0.081232
## [248]    train-error:0.070028
## [249]    train-error:0.070028
## [250]    train-error:0.067227
## [251]    train-error:0.070028
## [252]    train-error:0.064426
## [253]    train-error:0.070028
## [254]    train-error:0.075630
## [255]    train-error:0.078431
## [256]    train-error:0.067227
## [257]    train-error:0.067227
## [258]    train-error:0.067227
## [259]    train-error:0.067227
## [260]    train-error:0.067227
## [261]    train-error:0.067227
## [262]    train-error:0.064426
## [263]    train-error:0.064426
## [264]    train-error:0.064426
## [265]    train-error:0.064426
## [266]    train-error:0.067227
## [267]    train-error:0.064426
## [268]    train-error:0.064426
## [269]    train-error:0.064426
## [270]    train-error:0.064426
## [271]    train-error:0.064426
## [272]    train-error:0.064426
## [273]    train-error:0.061625
## [274]    train-error:0.064426
## [275]    train-error:0.067227
## [276]    train-error:0.067227
## [277]    train-error:0.061625
## [278]    train-error:0.061625
## [279]    train-error:0.070028
## [280]    train-error:0.072829
## [281]    train-error:0.070028
## [282]    train-error:0.070028
## [283]    train-error:0.072829
## [284]    train-error:0.078431
## [285]    train-error:0.078431
## [286]    train-error:0.072829
## [287]    train-error:0.067227
## [288]    train-error:0.070028
## [289]    train-error:0.064426
## [290]    train-error:0.061625
## [291]    train-error:0.070028
## [292]    train-error:0.072829
## [293]    train-error:0.067227
## [294]    train-error:0.064426
## [295]    train-error:0.070028
## [296]    train-error:0.070028
## [297]    train-error:0.070028
## [298]    train-error:0.067227
## [299]    train-error:0.064426
## [300]    train-error:0.064426
## [301]    train-error:0.067227
## [302]    train-error:0.067227
## [303]    train-error:0.067227
## [304]    train-error:0.070028
## [305]    train-error:0.064426
## [306]    train-error:0.064426
## [307]    train-error:0.067227
## [308]    train-error:0.070028
## [309]    train-error:0.061625
## [310]    train-error:0.064426
## [311]    train-error:0.061625
## [312]    train-error:0.058824
## [313]    train-error:0.067227
## [314]    train-error:0.067227
## [315]    train-error:0.075630
## [316]    train-error:0.075630
## [317]    train-error:0.072829
## [318]    train-error:0.072829
## [319]    train-error:0.070028
## [320]    train-error:0.070028
## [321]    train-error:0.064426
## [322]    train-error:0.061625
## [323]    train-error:0.070028
## [324]    train-error:0.070028
## [325]    train-error:0.070028
## [326]    train-error:0.070028
## [327]    train-error:0.058824
## [328]    train-error:0.064426
## [329]    train-error:0.058824
## [330]    train-error:0.067227
## [331]    train-error:0.064426
## [332]    train-error:0.064426
## [333]    train-error:0.064426
## [334]    train-error:0.064426
## [335]    train-error:0.064426
## [336]    train-error:0.064426
## [337]    train-error:0.064426
## [338]    train-error:0.067227
## [339]    train-error:0.061625
## [340]    train-error:0.061625
## [341]    train-error:0.061625
## [342]    train-error:0.058824
## [343]    train-error:0.061625
## [344]    train-error:0.058824
## [345]    train-error:0.056022
## [346]    train-error:0.058824
## [347]    train-error:0.061625
## [348]    train-error:0.061625
## [349]    train-error:0.058824
## [350]    train-error:0.058824
## [351]    train-error:0.061625
## [352]    train-error:0.053221
## [353]    train-error:0.058824
## [354]    train-error:0.061625
## [355]    train-error:0.058824
## [356]    train-error:0.058824
## [357]    train-error:0.058824
## [358]    train-error:0.058824
## [359]    train-error:0.056022
## [360]    train-error:0.058824
## [361]    train-error:0.061625
## [362]    train-error:0.061625
## [363]    train-error:0.064426
## [364]    train-error:0.061625
## [365]    train-error:0.058824
## [366]    train-error:0.061625
## [367]    train-error:0.053221
## [368]    train-error:0.064426
## [369]    train-error:0.058824
## [370]    train-error:0.058824
## [371]    train-error:0.058824
## [372]    train-error:0.061625
## [373]    train-error:0.064426
## [374]    train-error:0.064426
## [375]    train-error:0.067227
## [376]    train-error:0.067227
## [377]    train-error:0.061625
## [378]    train-error:0.056022
## [379]    train-error:0.056022
## [380]    train-error:0.056022
## [381]    train-error:0.058824
## [382]    train-error:0.058824
## [383]    train-error:0.058824
## [384]    train-error:0.056022
## [385]    train-error:0.058824
## [386]    train-error:0.056022
## [387]    train-error:0.056022
## [388]    train-error:0.056022
## [389]    train-error:0.058824
## [390]    train-error:0.053221
## [391]    train-error:0.053221
## [392]    train-error:0.053221
## [393]    train-error:0.058824
## [394]    train-error:0.058824
## [395]    train-error:0.064426
## [396]    train-error:0.064426
## [397]    train-error:0.064426
## [398]    train-error:0.064426
## [399]    train-error:0.056022
## [400]    train-error:0.056022
## [401]    train-error:0.061625
## [402]    train-error:0.053221
## [403]    train-error:0.061625
## [404]    train-error:0.056022
## [405]    train-error:0.053221
## [406]    train-error:0.050420
## [407]    train-error:0.050420
## [408]    train-error:0.053221
## [409]    train-error:0.050420
## [410]    train-error:0.053221
## [411]    train-error:0.053221
## [412]    train-error:0.053221
## [413]    train-error:0.056022
## [414]    train-error:0.058824
## [415]    train-error:0.058824
## [416]    train-error:0.058824
## [417]    train-error:0.058824
## [418]    train-error:0.056022
## [419]    train-error:0.056022
## [420]    train-error:0.053221
## [421]    train-error:0.053221
## [422]    train-error:0.056022
## [423]    train-error:0.058824
## [424]    train-error:0.056022
## [425]    train-error:0.058824
## [426]    train-error:0.061625
## [427]    train-error:0.064426
## [428]    train-error:0.061625
## [429]    train-error:0.061625
## [430]    train-error:0.064426
## [431]    train-error:0.058824
## [432]    train-error:0.064426
## [433]    train-error:0.061625
## [434]    train-error:0.061625
## [435]    train-error:0.061625
## [436]    train-error:0.050420
## [437]    train-error:0.053221
## [438]    train-error:0.056022
## [439]    train-error:0.058824
## [440]    train-error:0.061625
## [441]    train-error:0.058824
## [442]    train-error:0.058824
## [443]    train-error:0.064426
## [444]    train-error:0.061625
## [445]    train-error:0.064426
## [446]    train-error:0.058824
## [447]    train-error:0.058824
## [448]    train-error:0.056022
## [449]    train-error:0.053221
## [450]    train-error:0.056022
## [451]    train-error:0.053221
## [452]    train-error:0.058824
## [453]    train-error:0.056022
## [454]    train-error:0.058824
## [455]    train-error:0.058824
## [456]    train-error:0.058824
## [457]    train-error:0.056022
## [458]    train-error:0.058824
## [459]    train-error:0.053221
## [460]    train-error:0.053221
## [461]    train-error:0.053221
## [462]    train-error:0.056022
## [463]    train-error:0.053221
## [464]    train-error:0.053221
## [465]    train-error:0.050420
## [466]    train-error:0.050420
## [467]    train-error:0.050420
## [468]    train-error:0.050420
## [469]    train-error:0.050420
## [470]    train-error:0.050420
## [471]    train-error:0.050420
## [472]    train-error:0.050420
## [473]    train-error:0.050420
## [474]    train-error:0.050420
## [475]    train-error:0.056022
## [476]    train-error:0.064426
## [477]    train-error:0.064426
## [478]    train-error:0.064426
## [479]    train-error:0.061625
## [480]    train-error:0.061625
## [481]    train-error:0.064426
## [482]    train-error:0.064426
## [483]    train-error:0.061625
## [484]    train-error:0.067227
## [485]    train-error:0.067227
## [486]    train-error:0.056022
## [487]    train-error:0.058824
## [488]    train-error:0.056022
## [489]    train-error:0.056022
## [490]    train-error:0.056022
## [0]  train-error:0.212885
## [1]  train-error:0.207283
## [2]  train-error:0.193277
## [3]  train-error:0.182073
## [4]  train-error:0.184874
## [5]  train-error:0.176471
## [6]  train-error:0.170868
## [7]  train-error:0.148459
## [8]  train-error:0.145658
## [9]  train-error:0.140056
## [10] train-error:0.151261
## [11] train-error:0.156863
## [12] train-error:0.137255
## [13] train-error:0.140056
## [14] train-error:0.145658
## [15] train-error:0.137255
## [16] train-error:0.134454
## [17] train-error:0.128852
## [18] train-error:0.120448
## [19] train-error:0.120448
## [20] train-error:0.126050
## [21] train-error:0.114846
## [22] train-error:0.128852
## [23] train-error:0.134454
## [24] train-error:0.128852
## [25] train-error:0.140056
## [26] train-error:0.128852
## [27] train-error:0.120448
## [28] train-error:0.114846
## [29] train-error:0.117647
## [30] train-error:0.114846
## [31] train-error:0.114846
## [32] train-error:0.112045
## [33] train-error:0.114846
## [34] train-error:0.117647
## [35] train-error:0.123249
## [36] train-error:0.120448
## [37] train-error:0.123249
## [38] train-error:0.117647
## [39] train-error:0.120448
## [40] train-error:0.112045
## [41] train-error:0.100840
## [42] train-error:0.106443
## [43] train-error:0.103641
## [44] train-error:0.100840
## [45] train-error:0.103641
## [46] train-error:0.098039
## [47] train-error:0.109244
## [48] train-error:0.095238
## [49] train-error:0.098039
## [50] train-error:0.106443
## [51] train-error:0.106443
## [52] train-error:0.100840
## [53] train-error:0.109244
## [54] train-error:0.112045
## [55] train-error:0.112045
## [56] train-error:0.106443
## [57] train-error:0.109244
## [58] train-error:0.112045
## [59] train-error:0.112045
## [60] train-error:0.109244
## [61] train-error:0.106443
## [62] train-error:0.109244
## [63] train-error:0.112045
## [64] train-error:0.100840
## [65] train-error:0.100840
## [66] train-error:0.086835
## [67] train-error:0.086835
## [68] train-error:0.084034
## [69] train-error:0.078431
## [70] train-error:0.075630
## [71] train-error:0.075630
## [72] train-error:0.078431
## [73] train-error:0.086835
## [74] train-error:0.092437
## [75] train-error:0.089636
## [76] train-error:0.081232
## [77] train-error:0.081232
## [78] train-error:0.081232
## [79] train-error:0.086835
## [80] train-error:0.089636
## [81] train-error:0.089636
## [82] train-error:0.086835
## [83] train-error:0.081232
## [84] train-error:0.086835
## [85] train-error:0.084034
## [86] train-error:0.086835
## [87] train-error:0.086835
## [88] train-error:0.081232
## [89] train-error:0.089636
## [90] train-error:0.098039
## [91] train-error:0.095238
## [92] train-error:0.098039
## [93] train-error:0.092437
## [94] train-error:0.086835
## [95] train-error:0.092437
## [96] train-error:0.089636
## [97] train-error:0.089636
## [98] train-error:0.089636
## [99] train-error:0.086835
## [100]    train-error:0.081232
## [101]    train-error:0.081232
## [102]    train-error:0.078431
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.081232
## [106]    train-error:0.081232
## [107]    train-error:0.081232
## [108]    train-error:0.084034
## [109]    train-error:0.072829
## [110]    train-error:0.075630
## [111]    train-error:0.072829
## [112]    train-error:0.070028
## [113]    train-error:0.072829
## [114]    train-error:0.072829
## [115]    train-error:0.078431
## [116]    train-error:0.078431
## [117]    train-error:0.078431
## [118]    train-error:0.078431
## [119]    train-error:0.081232
## [120]    train-error:0.078431
## [121]    train-error:0.084034
## [122]    train-error:0.081232
## [123]    train-error:0.081232
## [124]    train-error:0.084034
## [125]    train-error:0.084034
## [126]    train-error:0.084034
## [127]    train-error:0.086835
## [128]    train-error:0.084034
## [129]    train-error:0.084034
## [130]    train-error:0.084034
## [131]    train-error:0.084034
## [132]    train-error:0.078431
## [133]    train-error:0.078431
## [134]    train-error:0.078431
## [135]    train-error:0.075630
## [136]    train-error:0.081232
## [137]    train-error:0.078431
## [138]    train-error:0.075630
## [139]    train-error:0.075630
## [140]    train-error:0.072829
## [141]    train-error:0.070028
## [142]    train-error:0.070028
## [143]    train-error:0.067227
## [144]    train-error:0.072829
## [145]    train-error:0.072829
## [146]    train-error:0.072829
## [147]    train-error:0.075630
## [148]    train-error:0.078431
## [149]    train-error:0.075630
## [150]    train-error:0.072829
## [151]    train-error:0.072829
## [152]    train-error:0.075630
## [153]    train-error:0.075630
## [154]    train-error:0.075630
## [155]    train-error:0.072829
## [156]    train-error:0.075630
## [157]    train-error:0.081232
## [158]    train-error:0.072829
## [159]    train-error:0.075630
## [160]    train-error:0.075630
## [161]    train-error:0.081232
## [162]    train-error:0.072829
## [163]    train-error:0.075630
## [164]    train-error:0.075630
## [165]    train-error:0.075630
## [166]    train-error:0.075630
## [167]    train-error:0.081232
## [168]    train-error:0.084034
## [169]    train-error:0.081232
## [170]    train-error:0.078431
## [171]    train-error:0.072829
## [172]    train-error:0.078431
## [173]    train-error:0.075630
## [174]    train-error:0.067227
## [175]    train-error:0.078431
## [176]    train-error:0.070028
## [177]    train-error:0.075630
## [178]    train-error:0.072829
## [179]    train-error:0.075630
## [180]    train-error:0.078431
## [181]    train-error:0.072829
## [182]    train-error:0.070028
## [183]    train-error:0.075630
## [184]    train-error:0.072829
## [185]    train-error:0.072829
## [186]    train-error:0.075630
## [187]    train-error:0.075630
## [188]    train-error:0.070028
## [189]    train-error:0.072829
## [190]    train-error:0.072829
## [191]    train-error:0.072829
## [192]    train-error:0.070028
## [193]    train-error:0.070028
## [194]    train-error:0.070028
## [195]    train-error:0.070028
## [196]    train-error:0.078431
## [197]    train-error:0.075630
## [198]    train-error:0.072829
## [199]    train-error:0.072829
## [200]    train-error:0.064426
## [201]    train-error:0.070028
## [202]    train-error:0.064426
## [203]    train-error:0.064426
## [204]    train-error:0.072829
## [205]    train-error:0.072829
## [206]    train-error:0.067227
## [207]    train-error:0.067227
## [208]    train-error:0.070028
## [209]    train-error:0.072829
## [210]    train-error:0.067227
## [211]    train-error:0.075630
## [212]    train-error:0.070028
## [213]    train-error:0.072829
## [214]    train-error:0.072829
## [215]    train-error:0.072829
## [216]    train-error:0.064426
## [217]    train-error:0.067227
## [218]    train-error:0.072829
## [219]    train-error:0.072829
## [220]    train-error:0.072829
## [221]    train-error:0.075630
## [222]    train-error:0.070028
## [223]    train-error:0.072829
## [224]    train-error:0.070028
## [225]    train-error:0.075630
## [226]    train-error:0.072829
## [227]    train-error:0.081232
## [228]    train-error:0.081232
## [229]    train-error:0.078431
## [230]    train-error:0.075630
## [231]    train-error:0.075630
## [232]    train-error:0.078431
## [233]    train-error:0.075630
## [234]    train-error:0.072829
## [235]    train-error:0.072829
## [236]    train-error:0.070028
## [237]    train-error:0.072829
## [238]    train-error:0.067227
## [239]    train-error:0.067227
## [240]    train-error:0.070028
## [241]    train-error:0.067227
## [242]    train-error:0.072829
## [243]    train-error:0.070028
## [244]    train-error:0.070028
## [245]    train-error:0.070028
## [246]    train-error:0.067227
## [247]    train-error:0.070028
## [248]    train-error:0.067227
## [249]    train-error:0.067227
## [250]    train-error:0.064426
## [251]    train-error:0.070028
## [252]    train-error:0.067227
## [253]    train-error:0.061625
## [254]    train-error:0.061625
## [255]    train-error:0.067227
## [256]    train-error:0.067227
## [257]    train-error:0.064426
## [258]    train-error:0.067227
## [259]    train-error:0.061625
## [260]    train-error:0.064426
## [261]    train-error:0.067227
## [262]    train-error:0.061625
## [263]    train-error:0.058824
## [264]    train-error:0.061625
## [265]    train-error:0.061625
## [266]    train-error:0.061625
## [267]    train-error:0.061625
## [268]    train-error:0.061625
## [269]    train-error:0.064426
## [270]    train-error:0.058824
## [271]    train-error:0.070028
## [272]    train-error:0.070028
## [273]    train-error:0.064426
## [274]    train-error:0.064426
## [275]    train-error:0.061625
## [276]    train-error:0.061625
## [277]    train-error:0.061625
## [278]    train-error:0.064426
## [279]    train-error:0.064426
## [280]    train-error:0.064426
## [281]    train-error:0.061625
## [282]    train-error:0.067227
## [283]    train-error:0.067227
## [284]    train-error:0.067227
## [285]    train-error:0.067227
## [286]    train-error:0.061625
## [287]    train-error:0.067227
## [288]    train-error:0.064426
## [289]    train-error:0.067227
## [290]    train-error:0.061625
## [291]    train-error:0.058824
## [292]    train-error:0.061625
## [293]    train-error:0.064426
## [294]    train-error:0.064426
## [295]    train-error:0.064426
## [296]    train-error:0.061625
## [297]    train-error:0.061625
## [298]    train-error:0.061625
## [299]    train-error:0.056022
## [300]    train-error:0.056022
## [301]    train-error:0.058824
## [302]    train-error:0.053221
## [303]    train-error:0.058824
## [304]    train-error:0.053221
## [305]    train-error:0.061625
## [306]    train-error:0.056022
## [307]    train-error:0.056022
## [308]    train-error:0.056022
## [309]    train-error:0.056022
## [310]    train-error:0.056022
## [311]    train-error:0.056022
## [312]    train-error:0.056022
## [313]    train-error:0.053221
## [314]    train-error:0.056022
## [315]    train-error:0.056022
## [316]    train-error:0.056022
## [317]    train-error:0.056022
## [318]    train-error:0.058824
## [319]    train-error:0.056022
## [320]    train-error:0.056022
## [321]    train-error:0.061625
## [322]    train-error:0.064426
## [323]    train-error:0.058824
## [324]    train-error:0.058824
## [325]    train-error:0.056022
## [326]    train-error:0.058824
## [327]    train-error:0.058824
## [328]    train-error:0.058824
## [329]    train-error:0.058824
## [330]    train-error:0.056022
## [331]    train-error:0.053221
## [332]    train-error:0.056022
## [333]    train-error:0.056022
## [334]    train-error:0.056022
## [335]    train-error:0.061625
## [336]    train-error:0.061625
## [337]    train-error:0.061625
## [338]    train-error:0.061625
## [339]    train-error:0.061625
## [340]    train-error:0.061625
## [341]    train-error:0.061625
## [342]    train-error:0.064426
## [343]    train-error:0.064426
## [344]    train-error:0.061625
## [345]    train-error:0.064426
## [346]    train-error:0.064426
## [347]    train-error:0.061625
## [348]    train-error:0.061625
## [349]    train-error:0.061625
## [350]    train-error:0.061625
## [351]    train-error:0.058824
## [352]    train-error:0.050420
## [353]    train-error:0.053221
## [354]    train-error:0.058824
## [355]    train-error:0.061625
## [356]    train-error:0.061625
## [357]    train-error:0.058824
## [358]    train-error:0.056022
## [359]    train-error:0.056022
## [360]    train-error:0.053221
## [361]    train-error:0.050420
## [362]    train-error:0.056022
## [363]    train-error:0.056022
## [364]    train-error:0.056022
## [365]    train-error:0.058824
## [366]    train-error:0.058824
## [367]    train-error:0.058824
## [368]    train-error:0.056022
## [369]    train-error:0.056022
## [370]    train-error:0.056022
## [371]    train-error:0.053221
## [372]    train-error:0.053221
## [373]    train-error:0.053221
## [374]    train-error:0.056022
## [375]    train-error:0.056022
## [376]    train-error:0.056022
## [377]    train-error:0.058824
## [378]    train-error:0.056022
## [379]    train-error:0.058824
## [380]    train-error:0.058824
## [381]    train-error:0.056022
## [382]    train-error:0.058824
## [383]    train-error:0.050420
## [384]    train-error:0.056022
## [385]    train-error:0.056022
## [386]    train-error:0.056022
## [387]    train-error:0.058824
## [388]    train-error:0.056022
## [389]    train-error:0.053221
## [390]    train-error:0.050420
## [391]    train-error:0.050420
## [392]    train-error:0.050420
## [393]    train-error:0.050420
## [394]    train-error:0.050420
## [395]    train-error:0.050420
## [396]    train-error:0.050420
## [397]    train-error:0.047619
## [398]    train-error:0.044818
## [399]    train-error:0.047619
## [400]    train-error:0.047619
## [401]    train-error:0.053221
## [402]    train-error:0.044818
## [403]    train-error:0.050420
## [404]    train-error:0.047619
## [405]    train-error:0.047619
## [406]    train-error:0.047619
## [407]    train-error:0.047619
## [408]    train-error:0.047619
## [409]    train-error:0.047619
## [410]    train-error:0.050420
## [411]    train-error:0.047619
## [412]    train-error:0.047619
## [413]    train-error:0.053221
## [414]    train-error:0.053221
## [415]    train-error:0.053221
## [416]    train-error:0.053221
## [417]    train-error:0.050420
## [418]    train-error:0.053221
## [419]    train-error:0.050420
## [420]    train-error:0.050420
## [421]    train-error:0.047619
## [422]    train-error:0.053221
## [423]    train-error:0.050420
## [424]    train-error:0.053221
## [425]    train-error:0.053221
## [426]    train-error:0.050420
## [427]    train-error:0.047619
## [428]    train-error:0.050420
## [429]    train-error:0.053221
## [430]    train-error:0.050420
## [431]    train-error:0.053221
## [432]    train-error:0.050420
## [433]    train-error:0.047619
## [434]    train-error:0.047619
## [435]    train-error:0.050420
## [436]    train-error:0.053221
## [437]    train-error:0.044818
## [438]    train-error:0.044818
## [439]    train-error:0.050420
## [440]    train-error:0.044818
## [441]    train-error:0.053221
## [442]    train-error:0.053221
## [443]    train-error:0.050420
## [444]    train-error:0.050420
## [445]    train-error:0.050420
## [446]    train-error:0.050420
## [447]    train-error:0.053221
## [448]    train-error:0.047619
## [449]    train-error:0.053221
## [450]    train-error:0.053221
## [451]    train-error:0.053221
## [452]    train-error:0.050420
## [453]    train-error:0.047619
## [454]    train-error:0.047619
## [455]    train-error:0.050420
## [456]    train-error:0.053221
## [457]    train-error:0.050420
## [458]    train-error:0.044818
## [459]    train-error:0.056022
## [460]    train-error:0.056022
## [461]    train-error:0.050420
## [462]    train-error:0.053221
## [463]    train-error:0.053221
## [464]    train-error:0.053221
## [465]    train-error:0.050420
## [466]    train-error:0.047619
## [467]    train-error:0.047619
## [468]    train-error:0.047619
## [469]    train-error:0.053221
## [470]    train-error:0.053221
## [471]    train-error:0.053221
## [472]    train-error:0.050420
## [473]    train-error:0.056022
## [474]    train-error:0.056022
## [475]    train-error:0.056022
## [476]    train-error:0.053221
## [477]    train-error:0.056022
## [478]    train-error:0.050420
## [479]    train-error:0.053221
## [480]    train-error:0.050420
## [481]    train-error:0.056022
## [482]    train-error:0.053221
## [483]    train-error:0.050420
## [484]    train-error:0.050420
## [485]    train-error:0.044818
## [486]    train-error:0.044818
## [487]    train-error:0.047619
## [488]    train-error:0.050420
## [489]    train-error:0.050420
## [490]    train-error:0.047619
## [0]  train-error:0.243017
## [1]  train-error:0.229050
## [2]  train-error:0.215084
## [3]  train-error:0.226257
## [4]  train-error:0.212290
## [5]  train-error:0.195531
## [6]  train-error:0.198324
## [7]  train-error:0.170391
## [8]  train-error:0.162011
## [9]  train-error:0.173184
## [10] train-error:0.173184
## [11] train-error:0.167598
## [12] train-error:0.164804
## [13] train-error:0.159218
## [14] train-error:0.167598
## [15] train-error:0.173184
## [16] train-error:0.164804
## [17] train-error:0.159218
## [18] train-error:0.170391
## [19] train-error:0.159218
## [20] train-error:0.148045
## [21] train-error:0.159218
## [22] train-error:0.159218
## [23] train-error:0.167598
## [24] train-error:0.162011
## [25] train-error:0.162011
## [26] train-error:0.167598
## [27] train-error:0.164804
## [28] train-error:0.153631
## [29] train-error:0.150838
## [30] train-error:0.148045
## [31] train-error:0.150838
## [32] train-error:0.156425
## [33] train-error:0.156425
## [34] train-error:0.156425
## [35] train-error:0.164804
## [36] train-error:0.162011
## [37] train-error:0.167598
## [38] train-error:0.167598
## [39] train-error:0.153631
## [40] train-error:0.167598
## [41] train-error:0.164804
## [42] train-error:0.159218
## [43] train-error:0.156425
## [44] train-error:0.153631
## [45] train-error:0.156425
## [46] train-error:0.148045
## [47] train-error:0.145251
## [48] train-error:0.156425
## [49] train-error:0.153631
## [50] train-error:0.150838
## [51] train-error:0.148045
## [52] train-error:0.153631
## [53] train-error:0.148045
## [54] train-error:0.148045
## [55] train-error:0.142458
## [56] train-error:0.134078
## [57] train-error:0.156425
## [58] train-error:0.153631
## [59] train-error:0.145251
## [60] train-error:0.153631
## [61] train-error:0.156425
## [62] train-error:0.136872
## [63] train-error:0.128492
## [64] train-error:0.134078
## [65] train-error:0.131285
## [66] train-error:0.125698
## [67] train-error:0.131285
## [68] train-error:0.128492
## [69] train-error:0.131285
## [70] train-error:0.136872
## [71] train-error:0.125698
## [72] train-error:0.131285
## [73] train-error:0.142458
## [74] train-error:0.134078
## [75] train-error:0.128492
## [76] train-error:0.136872
## [77] train-error:0.131285
## [78] train-error:0.134078
## [79] train-error:0.120112
## [80] train-error:0.131285
## [81] train-error:0.134078
## [82] train-error:0.125698
## [83] train-error:0.117318
## [84] train-error:0.120112
## [85] train-error:0.122905
## [86] train-error:0.128492
## [87] train-error:0.125698
## [88] train-error:0.120112
## [89] train-error:0.125698
## [90] train-error:0.122905
## [91] train-error:0.120112
## [92] train-error:0.125698
## [93] train-error:0.120112
## [94] train-error:0.122905
## [95] train-error:0.125698
## [96] train-error:0.125698
## [97] train-error:0.117318
## [98] train-error:0.125698
## [99] train-error:0.122905
## [100]    train-error:0.111732
## [101]    train-error:0.117318
## [102]    train-error:0.117318
## [103]    train-error:0.120112
## [104]    train-error:0.108939
## [105]    train-error:0.108939
## [106]    train-error:0.120112
## [107]    train-error:0.108939
## [108]    train-error:0.106145
## [109]    train-error:0.100559
## [110]    train-error:0.108939
## [111]    train-error:0.108939
## [112]    train-error:0.108939
## [113]    train-error:0.106145
## [114]    train-error:0.100559
## [115]    train-error:0.108939
## [116]    train-error:0.108939
## [117]    train-error:0.103352
## [118]    train-error:0.097765
## [119]    train-error:0.103352
## [120]    train-error:0.106145
## [121]    train-error:0.106145
## [122]    train-error:0.111732
## [123]    train-error:0.106145
## [124]    train-error:0.106145
## [125]    train-error:0.111732
## [126]    train-error:0.106145
## [127]    train-error:0.114525
## [128]    train-error:0.111732
## [129]    train-error:0.114525
## [130]    train-error:0.106145
## [131]    train-error:0.114525
## [132]    train-error:0.108939
## [133]    train-error:0.111732
## [134]    train-error:0.108939
## [135]    train-error:0.114525
## [136]    train-error:0.114525
## [137]    train-error:0.106145
## [138]    train-error:0.106145
## [139]    train-error:0.114525
## [140]    train-error:0.100559
## [141]    train-error:0.108939
## [142]    train-error:0.108939
## [143]    train-error:0.106145
## [144]    train-error:0.106145
## [145]    train-error:0.103352
## [146]    train-error:0.100559
## [147]    train-error:0.100559
## [148]    train-error:0.103352
## [149]    train-error:0.097765
## [150]    train-error:0.097765
## [151]    train-error:0.097765
## [152]    train-error:0.108939
## [153]    train-error:0.111732
## [154]    train-error:0.097765
## [155]    train-error:0.103352
## [156]    train-error:0.111732
## [157]    train-error:0.106145
## [158]    train-error:0.089385
## [159]    train-error:0.094972
## [160]    train-error:0.100559
## [161]    train-error:0.094972
## [162]    train-error:0.083799
## [163]    train-error:0.089385
## [164]    train-error:0.089385
## [165]    train-error:0.089385
## [166]    train-error:0.094972
## [167]    train-error:0.092179
## [168]    train-error:0.086592
## [169]    train-error:0.086592
## [170]    train-error:0.092179
## [171]    train-error:0.092179
## [172]    train-error:0.106145
## [173]    train-error:0.103352
## [174]    train-error:0.100559
## [175]    train-error:0.106145
## [176]    train-error:0.106145
## [177]    train-error:0.100559
## [178]    train-error:0.103352
## [179]    train-error:0.106145
## [180]    train-error:0.103352
## [181]    train-error:0.092179
## [182]    train-error:0.094972
## [183]    train-error:0.092179
## [184]    train-error:0.094972
## [185]    train-error:0.094972
## [186]    train-error:0.083799
## [187]    train-error:0.089385
## [188]    train-error:0.097765
## [189]    train-error:0.097765
## [190]    train-error:0.103352
## [191]    train-error:0.092179
## [192]    train-error:0.094972
## [193]    train-error:0.097765
## [194]    train-error:0.094972
## [195]    train-error:0.097765
## [196]    train-error:0.106145
## [197]    train-error:0.097765
## [198]    train-error:0.097765
## [199]    train-error:0.097765
## [200]    train-error:0.092179
## [201]    train-error:0.094972
## [202]    train-error:0.100559
## [203]    train-error:0.103352
## [204]    train-error:0.100559
## [205]    train-error:0.103352
## [206]    train-error:0.097765
## [207]    train-error:0.097765
## [208]    train-error:0.103352
## [209]    train-error:0.100559
## [210]    train-error:0.092179
## [211]    train-error:0.094972
## [212]    train-error:0.094972
## [213]    train-error:0.081006
## [214]    train-error:0.083799
## [215]    train-error:0.089385
## [216]    train-error:0.094972
## [217]    train-error:0.100559
## [218]    train-error:0.086592
## [219]    train-error:0.092179
## [220]    train-error:0.078212
## [221]    train-error:0.089385
## [222]    train-error:0.083799
## [223]    train-error:0.083799
## [224]    train-error:0.086592
## [225]    train-error:0.083799
## [226]    train-error:0.081006
## [227]    train-error:0.078212
## [228]    train-error:0.075419
## [229]    train-error:0.081006
## [230]    train-error:0.081006
## [231]    train-error:0.078212
## [232]    train-error:0.089385
## [233]    train-error:0.086592
## [234]    train-error:0.086592
## [235]    train-error:0.089385
## [236]    train-error:0.092179
## [237]    train-error:0.089385
## [238]    train-error:0.092179
## [239]    train-error:0.083799
## [240]    train-error:0.089385
## [241]    train-error:0.103352
## [242]    train-error:0.092179
## [243]    train-error:0.092179
## [244]    train-error:0.089385
## [245]    train-error:0.086592
## [246]    train-error:0.089385
## [247]    train-error:0.089385
## [248]    train-error:0.089385
## [249]    train-error:0.089385
## [250]    train-error:0.092179
## [251]    train-error:0.078212
## [252]    train-error:0.089385
## [253]    train-error:0.081006
## [254]    train-error:0.078212
## [255]    train-error:0.075419
## [256]    train-error:0.075419
## [257]    train-error:0.069832
## [258]    train-error:0.075419
## [259]    train-error:0.075419
## [260]    train-error:0.072626
## [261]    train-error:0.092179
## [262]    train-error:0.097765
## [263]    train-error:0.083799
## [264]    train-error:0.097765
## [265]    train-error:0.092179
## [266]    train-error:0.086592
## [267]    train-error:0.086592
## [268]    train-error:0.081006
## [269]    train-error:0.078212
## [270]    train-error:0.086592
## [271]    train-error:0.094972
## [272]    train-error:0.086592
## [273]    train-error:0.089385
## [274]    train-error:0.086592
## [275]    train-error:0.083799
## [276]    train-error:0.086592
## [277]    train-error:0.081006
## [278]    train-error:0.083799
## [279]    train-error:0.089385
## [280]    train-error:0.078212
## [281]    train-error:0.081006
## [282]    train-error:0.089385
## [283]    train-error:0.094972
## [284]    train-error:0.089385
## [285]    train-error:0.094972
## [286]    train-error:0.097765
## [287]    train-error:0.094972
## [288]    train-error:0.086592
## [289]    train-error:0.081006
## [290]    train-error:0.083799
## [291]    train-error:0.086592
## [292]    train-error:0.083799
## [293]    train-error:0.086592
## [294]    train-error:0.072626
## [295]    train-error:0.081006
## [296]    train-error:0.078212
## [297]    train-error:0.083799
## [298]    train-error:0.083799
## [299]    train-error:0.086592
## [300]    train-error:0.078212
## [301]    train-error:0.081006
## [302]    train-error:0.078212
## [303]    train-error:0.081006
## [304]    train-error:0.078212
## [305]    train-error:0.081006
## [306]    train-error:0.075419
## [307]    train-error:0.078212
## [308]    train-error:0.078212
## [309]    train-error:0.078212
## [310]    train-error:0.072626
## [311]    train-error:0.075419
## [312]    train-error:0.075419
## [313]    train-error:0.078212
## [314]    train-error:0.072626
## [315]    train-error:0.069832
## [316]    train-error:0.072626
## [317]    train-error:0.072626
## [318]    train-error:0.075419
## [319]    train-error:0.078212
## [320]    train-error:0.075419
## [321]    train-error:0.075419
## [322]    train-error:0.075419
## [323]    train-error:0.075419
## [324]    train-error:0.075419
## [325]    train-error:0.078212
## [326]    train-error:0.075419
## [327]    train-error:0.075419
## [328]    train-error:0.072626
## [329]    train-error:0.078212
## [330]    train-error:0.081006
## [331]    train-error:0.067039
## [332]    train-error:0.069832
## [333]    train-error:0.075419
## [334]    train-error:0.072626
## [335]    train-error:0.075419
## [336]    train-error:0.069832
## [337]    train-error:0.067039
## [338]    train-error:0.067039
## [339]    train-error:0.069832
## [340]    train-error:0.075419
## [341]    train-error:0.072626
## [342]    train-error:0.072626
## [343]    train-error:0.072626
## [344]    train-error:0.069832
## [345]    train-error:0.072626
## [346]    train-error:0.072626
## [347]    train-error:0.061453
## [348]    train-error:0.067039
## [349]    train-error:0.075419
## [350]    train-error:0.075419
## [351]    train-error:0.072626
## [352]    train-error:0.058659
## [353]    train-error:0.064246
## [354]    train-error:0.061453
## [355]    train-error:0.064246
## [356]    train-error:0.069832
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.182073
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.187675
## [7]  train-error:0.170868
## [8]  train-error:0.154062
## [9]  train-error:0.151261
## [10] train-error:0.128852
## [11] train-error:0.120448
## [12] train-error:0.120448
## [13] train-error:0.126050
## [14] train-error:0.140056
## [15] train-error:0.134454
## [16] train-error:0.137255
## [17] train-error:0.126050
## [18] train-error:0.128852
## [19] train-error:0.120448
## [20] train-error:0.106443
## [21] train-error:0.114846
## [22] train-error:0.120448
## [23] train-error:0.123249
## [24] train-error:0.117647
## [25] train-error:0.131653
## [26] train-error:0.126050
## [27] train-error:0.117647
## [28] train-error:0.114846
## [29] train-error:0.120448
## [30] train-error:0.131653
## [31] train-error:0.123249
## [32] train-error:0.126050
## [33] train-error:0.131653
## [34] train-error:0.112045
## [35] train-error:0.120448
## [36] train-error:0.114846
## [37] train-error:0.126050
## [38] train-error:0.131653
## [39] train-error:0.126050
## [40] train-error:0.120448
## [41] train-error:0.123249
## [42] train-error:0.128852
## [43] train-error:0.128852
## [44] train-error:0.117647
## [45] train-error:0.120448
## [46] train-error:0.117647
## [47] train-error:0.126050
## [48] train-error:0.114846
## [49] train-error:0.123249
## [50] train-error:0.117647
## [51] train-error:0.117647
## [52] train-error:0.109244
## [53] train-error:0.112045
## [54] train-error:0.106443
## [55] train-error:0.114846
## [56] train-error:0.112045
## [57] train-error:0.114846
## [58] train-error:0.114846
## [59] train-error:0.100840
## [60] train-error:0.103641
## [61] train-error:0.112045
## [62] train-error:0.112045
## [63] train-error:0.114846
## [64] train-error:0.112045
## [65] train-error:0.112045
## [66] train-error:0.106443
## [67] train-error:0.100840
## [68] train-error:0.100840
## [69] train-error:0.098039
## [70] train-error:0.098039
## [71] train-error:0.098039
## [72] train-error:0.095238
## [73] train-error:0.098039
## [74] train-error:0.109244
## [75] train-error:0.103641
## [76] train-error:0.098039
## [77] train-error:0.095238
## [78] train-error:0.100840
## [79] train-error:0.103641
## [80] train-error:0.112045
## [81] train-error:0.103641
## [82] train-error:0.112045
## [83] train-error:0.112045
## [84] train-error:0.109244
## [85] train-error:0.109244
## [86] train-error:0.114846
## [87] train-error:0.100840
## [88] train-error:0.092437
## [89] train-error:0.103641
## [90] train-error:0.098039
## [91] train-error:0.098039
## [92] train-error:0.095238
## [93] train-error:0.098039
## [94] train-error:0.103641
## [95] train-error:0.106443
## [96] train-error:0.103641
## [97] train-error:0.100840
## [98] train-error:0.098039
## [99] train-error:0.098039
## [100]    train-error:0.103641
## [101]    train-error:0.103641
## [102]    train-error:0.095238
## [103]    train-error:0.092437
## [104]    train-error:0.095238
## [105]    train-error:0.095238
## [106]    train-error:0.098039
## [107]    train-error:0.095238
## [108]    train-error:0.095238
## [109]    train-error:0.098039
## [110]    train-error:0.098039
## [111]    train-error:0.098039
## [112]    train-error:0.100840
## [113]    train-error:0.095238
## [114]    train-error:0.092437
## [115]    train-error:0.086835
## [116]    train-error:0.095238
## [117]    train-error:0.089636
## [118]    train-error:0.089636
## [119]    train-error:0.095238
## [120]    train-error:0.095238
## [121]    train-error:0.095238
## [122]    train-error:0.089636
## [123]    train-error:0.098039
## [124]    train-error:0.092437
## [125]    train-error:0.092437
## [126]    train-error:0.092437
## [127]    train-error:0.089636
## [128]    train-error:0.092437
## [129]    train-error:0.092437
## [130]    train-error:0.086835
## [131]    train-error:0.084034
## [132]    train-error:0.084034
## [133]    train-error:0.084034
## [134]    train-error:0.089636
## [135]    train-error:0.081232
## [136]    train-error:0.086835
## [137]    train-error:0.086835
## [138]    train-error:0.089636
## [139]    train-error:0.084034
## [140]    train-error:0.089636
## [141]    train-error:0.095238
## [142]    train-error:0.092437
## [143]    train-error:0.095238
## [144]    train-error:0.095238
## [145]    train-error:0.095238
## [146]    train-error:0.092437
## [147]    train-error:0.092437
## [148]    train-error:0.089636
## [149]    train-error:0.086835
## [150]    train-error:0.098039
## [151]    train-error:0.092437
## [152]    train-error:0.086835
## [153]    train-error:0.089636
## [154]    train-error:0.081232
## [155]    train-error:0.078431
## [156]    train-error:0.075630
## [157]    train-error:0.075630
## [158]    train-error:0.081232
## [159]    train-error:0.081232
## [160]    train-error:0.072829
## [161]    train-error:0.081232
## [162]    train-error:0.084034
## [163]    train-error:0.078431
## [164]    train-error:0.075630
## [165]    train-error:0.086835
## [166]    train-error:0.086835
## [167]    train-error:0.081232
## [168]    train-error:0.081232
## [169]    train-error:0.081232
## [170]    train-error:0.081232
## [171]    train-error:0.081232
## [172]    train-error:0.078431
## [173]    train-error:0.084034
## [174]    train-error:0.078431
## [175]    train-error:0.072829
## [176]    train-error:0.081232
## [177]    train-error:0.078431
## [178]    train-error:0.084034
## [179]    train-error:0.078431
## [180]    train-error:0.086835
## [181]    train-error:0.089636
## [182]    train-error:0.089636
## [183]    train-error:0.075630
## [184]    train-error:0.078431
## [185]    train-error:0.081232
## [186]    train-error:0.075630
## [187]    train-error:0.078431
## [188]    train-error:0.072829
## [189]    train-error:0.067227
## [190]    train-error:0.072829
## [191]    train-error:0.072829
## [192]    train-error:0.075630
## [193]    train-error:0.070028
## [194]    train-error:0.072829
## [195]    train-error:0.072829
## [196]    train-error:0.075630
## [197]    train-error:0.072829
## [198]    train-error:0.078431
## [199]    train-error:0.072829
## [200]    train-error:0.072829
## [201]    train-error:0.075630
## [202]    train-error:0.070028
## [203]    train-error:0.072829
## [204]    train-error:0.072829
## [205]    train-error:0.070028
## [206]    train-error:0.061625
## [207]    train-error:0.064426
## [208]    train-error:0.067227
## [209]    train-error:0.067227
## [210]    train-error:0.067227
## [211]    train-error:0.070028
## [212]    train-error:0.070028
## [213]    train-error:0.070028
## [214]    train-error:0.070028
## [215]    train-error:0.067227
## [216]    train-error:0.064426
## [217]    train-error:0.061625
## [218]    train-error:0.058824
## [219]    train-error:0.058824
## [220]    train-error:0.067227
## [221]    train-error:0.067227
## [222]    train-error:0.064426
## [223]    train-error:0.064426
## [224]    train-error:0.067227
## [225]    train-error:0.064426
## [226]    train-error:0.064426
## [227]    train-error:0.064426
## [228]    train-error:0.067227
## [229]    train-error:0.061625
## [230]    train-error:0.061625
## [231]    train-error:0.064426
## [232]    train-error:0.064426
## [233]    train-error:0.072829
## [234]    train-error:0.058824
## [235]    train-error:0.061625
## [236]    train-error:0.067227
## [237]    train-error:0.056022
## [238]    train-error:0.067227
## [239]    train-error:0.058824
## [240]    train-error:0.064426
## [241]    train-error:0.064426
## [242]    train-error:0.075630
## [243]    train-error:0.058824
## [244]    train-error:0.061625
## [245]    train-error:0.064426
## [246]    train-error:0.070028
## [247]    train-error:0.067227
## [248]    train-error:0.064426
## [249]    train-error:0.058824
## [250]    train-error:0.067227
## [251]    train-error:0.061625
## [252]    train-error:0.061625
## [253]    train-error:0.056022
## [254]    train-error:0.064426
## [255]    train-error:0.061625
## [256]    train-error:0.058824
## [257]    train-error:0.056022
## [258]    train-error:0.056022
## [259]    train-error:0.067227
## [260]    train-error:0.061625
## [261]    train-error:0.061625
## [262]    train-error:0.067227
## [263]    train-error:0.064426
## [264]    train-error:0.064426
## [265]    train-error:0.064426
## [266]    train-error:0.064426
## [267]    train-error:0.067227
## [268]    train-error:0.061625
## [269]    train-error:0.058824
## [270]    train-error:0.072829
## [271]    train-error:0.061625
## [272]    train-error:0.064426
## [273]    train-error:0.061625
## [274]    train-error:0.061625
## [275]    train-error:0.064426
## [276]    train-error:0.058824
## [277]    train-error:0.058824
## [278]    train-error:0.056022
## [279]    train-error:0.061625
## [280]    train-error:0.058824
## [281]    train-error:0.067227
## [282]    train-error:0.064426
## [283]    train-error:0.067227
## [284]    train-error:0.072829
## [285]    train-error:0.072829
## [286]    train-error:0.072829
## [287]    train-error:0.070028
## [288]    train-error:0.072829
## [289]    train-error:0.072829
## [290]    train-error:0.070028
## [291]    train-error:0.067227
## [292]    train-error:0.061625
## [293]    train-error:0.064426
## [294]    train-error:0.064426
## [295]    train-error:0.058824
## [296]    train-error:0.058824
## [297]    train-error:0.061625
## [298]    train-error:0.056022
## [299]    train-error:0.061625
## [300]    train-error:0.058824
## [301]    train-error:0.058824
## [302]    train-error:0.064426
## [303]    train-error:0.061625
## [304]    train-error:0.064426
## [305]    train-error:0.064426
## [306]    train-error:0.058824
## [307]    train-error:0.058824
## [308]    train-error:0.058824
## [309]    train-error:0.058824
## [310]    train-error:0.067227
## [311]    train-error:0.064426
## [312]    train-error:0.070028
## [313]    train-error:0.067227
## [314]    train-error:0.061625
## [315]    train-error:0.064426
## [316]    train-error:0.058824
## [317]    train-error:0.064426
## [318]    train-error:0.064426
## [319]    train-error:0.064426
## [320]    train-error:0.061625
## [321]    train-error:0.058824
## [322]    train-error:0.050420
## [323]    train-error:0.050420
## [324]    train-error:0.053221
## [325]    train-error:0.056022
## [326]    train-error:0.053221
## [327]    train-error:0.047619
## [328]    train-error:0.058824
## [329]    train-error:0.064426
## [330]    train-error:0.058824
## [331]    train-error:0.056022
## [332]    train-error:0.061625
## [333]    train-error:0.053221
## [334]    train-error:0.064426
## [335]    train-error:0.070028
## [336]    train-error:0.064426
## [337]    train-error:0.067227
## [338]    train-error:0.064426
## [339]    train-error:0.064426
## [340]    train-error:0.064426
## [341]    train-error:0.061625
## [342]    train-error:0.061625
## [343]    train-error:0.064426
## [344]    train-error:0.061625
## [345]    train-error:0.058824
## [346]    train-error:0.064426
## [347]    train-error:0.056022
## [348]    train-error:0.058824
## [349]    train-error:0.056022
## [350]    train-error:0.056022
## [351]    train-error:0.056022
## [352]    train-error:0.056022
## [353]    train-error:0.056022
## [354]    train-error:0.056022
## [355]    train-error:0.053221
## [356]    train-error:0.056022
## [0]  train-error:0.235294
## [1]  train-error:0.243697
## [2]  train-error:0.226891
## [3]  train-error:0.235294
## [4]  train-error:0.221289
## [5]  train-error:0.229692
## [6]  train-error:0.184874
## [7]  train-error:0.198880
## [8]  train-error:0.190476
## [9]  train-error:0.187675
## [10] train-error:0.170868
## [11] train-error:0.193277
## [12] train-error:0.198880
## [13] train-error:0.193277
## [14] train-error:0.162465
## [15] train-error:0.162465
## [16] train-error:0.154062
## [17] train-error:0.162465
## [18] train-error:0.159664
## [19] train-error:0.154062
## [20] train-error:0.151261
## [21] train-error:0.151261
## [22] train-error:0.151261
## [23] train-error:0.148459
## [24] train-error:0.148459
## [25] train-error:0.148459
## [26] train-error:0.145658
## [27] train-error:0.137255
## [28] train-error:0.134454
## [29] train-error:0.123249
## [30] train-error:0.120448
## [31] train-error:0.120448
## [32] train-error:0.123249
## [33] train-error:0.128852
## [34] train-error:0.131653
## [35] train-error:0.131653
## [36] train-error:0.126050
## [37] train-error:0.128852
## [38] train-error:0.126050
## [39] train-error:0.120448
## [40] train-error:0.117647
## [41] train-error:0.117647
## [42] train-error:0.112045
## [43] train-error:0.109244
## [44] train-error:0.109244
## [45] train-error:0.112045
## [46] train-error:0.114846
## [47] train-error:0.109244
## [48] train-error:0.109244
## [49] train-error:0.109244
## [50] train-error:0.103641
## [51] train-error:0.112045
## [52] train-error:0.106443
## [53] train-error:0.117647
## [54] train-error:0.098039
## [55] train-error:0.103641
## [56] train-error:0.100840
## [57] train-error:0.100840
## [58] train-error:0.109244
## [59] train-error:0.103641
## [60] train-error:0.106443
## [61] train-error:0.103641
## [62] train-error:0.100840
## [63] train-error:0.095238
## [64] train-error:0.109244
## [65] train-error:0.100840
## [66] train-error:0.100840
## [67] train-error:0.100840
## [68] train-error:0.098039
## [69] train-error:0.095238
## [70] train-error:0.089636
## [71] train-error:0.095238
## [72] train-error:0.095238
## [73] train-error:0.098039
## [74] train-error:0.100840
## [75] train-error:0.100840
## [76] train-error:0.095238
## [77] train-error:0.095238
## [78] train-error:0.095238
## [79] train-error:0.098039
## [80] train-error:0.098039
## [81] train-error:0.095238
## [82] train-error:0.106443
## [83] train-error:0.103641
## [84] train-error:0.098039
## [85] train-error:0.106443
## [86] train-error:0.095238
## [87] train-error:0.095238
## [88] train-error:0.095238
## [89] train-error:0.100840
## [90] train-error:0.086835
## [91] train-error:0.084034
## [92] train-error:0.086835
## [93] train-error:0.095238
## [94] train-error:0.081232
## [95] train-error:0.081232
## [96] train-error:0.086835
## [97] train-error:0.095238
## [98] train-error:0.095238
## [99] train-error:0.092437
## [100]    train-error:0.084034
## [101]    train-error:0.095238
## [102]    train-error:0.100840
## [103]    train-error:0.098039
## [104]    train-error:0.089636
## [105]    train-error:0.092437
## [106]    train-error:0.086835
## [107]    train-error:0.098039
## [108]    train-error:0.092437
## [109]    train-error:0.098039
## [110]    train-error:0.098039
## [111]    train-error:0.095238
## [112]    train-error:0.098039
## [113]    train-error:0.098039
## [114]    train-error:0.095238
## [115]    train-error:0.098039
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.089636
## [119]    train-error:0.089636
## [120]    train-error:0.092437
## [121]    train-error:0.092437
## [122]    train-error:0.098039
## [123]    train-error:0.098039
## [124]    train-error:0.095238
## [125]    train-error:0.092437
## [126]    train-error:0.086835
## [127]    train-error:0.086835
## [128]    train-error:0.086835
## [129]    train-error:0.086835
## [130]    train-error:0.086835
## [131]    train-error:0.100840
## [132]    train-error:0.098039
## [133]    train-error:0.100840
## [134]    train-error:0.095238
## [135]    train-error:0.089636
## [136]    train-error:0.086835
## [137]    train-error:0.086835
## [138]    train-error:0.086835
## [139]    train-error:0.089636
## [140]    train-error:0.084034
## [141]    train-error:0.095238
## [142]    train-error:0.078431
## [143]    train-error:0.072829
## [144]    train-error:0.072829
## [145]    train-error:0.070028
## [146]    train-error:0.072829
## [147]    train-error:0.075630
## [148]    train-error:0.070028
## [149]    train-error:0.078431
## [150]    train-error:0.072829
## [151]    train-error:0.078431
## [152]    train-error:0.081232
## [153]    train-error:0.084034
## [154]    train-error:0.086835
## [155]    train-error:0.086835
## [156]    train-error:0.089636
## [157]    train-error:0.089636
## [158]    train-error:0.089636
## [159]    train-error:0.086835
## [160]    train-error:0.092437
## [161]    train-error:0.095238
## [162]    train-error:0.092437
## [163]    train-error:0.078431
## [164]    train-error:0.078431
## [165]    train-error:0.075630
## [166]    train-error:0.081232
## [167]    train-error:0.084034
## [168]    train-error:0.084034
## [169]    train-error:0.081232
## [170]    train-error:0.084034
## [171]    train-error:0.084034
## [172]    train-error:0.086835
## [173]    train-error:0.092437
## [174]    train-error:0.092437
## [175]    train-error:0.089636
## [176]    train-error:0.086835
## [177]    train-error:0.081232
## [178]    train-error:0.081232
## [179]    train-error:0.086835
## [180]    train-error:0.089636
## [181]    train-error:0.081232
## [182]    train-error:0.078431
## [183]    train-error:0.078431
## [184]    train-error:0.070028
## [185]    train-error:0.078431
## [186]    train-error:0.072829
## [187]    train-error:0.072829
## [188]    train-error:0.081232
## [189]    train-error:0.075630
## [190]    train-error:0.067227
## [191]    train-error:0.078431
## [192]    train-error:0.078431
## [193]    train-error:0.070028
## [194]    train-error:0.070028
## [195]    train-error:0.064426
## [196]    train-error:0.058824
## [197]    train-error:0.072829
## [198]    train-error:0.075630
## [199]    train-error:0.075630
## [200]    train-error:0.067227
## [201]    train-error:0.075630
## [202]    train-error:0.075630
## [203]    train-error:0.075630
## [204]    train-error:0.075630
## [205]    train-error:0.070028
## [206]    train-error:0.064426
## [207]    train-error:0.072829
## [208]    train-error:0.072829
## [209]    train-error:0.067227
## [210]    train-error:0.064426
## [211]    train-error:0.061625
## [212]    train-error:0.067227
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.061625
## [216]    train-error:0.061625
## [217]    train-error:0.067227
## [218]    train-error:0.064426
## [219]    train-error:0.061625
## [220]    train-error:0.070028
## [221]    train-error:0.067227
## [222]    train-error:0.075630
## [223]    train-error:0.061625
## [224]    train-error:0.067227
## [225]    train-error:0.067227
## [226]    train-error:0.070028
## [227]    train-error:0.067227
## [228]    train-error:0.067227
## [229]    train-error:0.067227
## [230]    train-error:0.067227
## [231]    train-error:0.061625
## [232]    train-error:0.064426
## [233]    train-error:0.058824
## [234]    train-error:0.061625
## [235]    train-error:0.058824
## [236]    train-error:0.061625
## [237]    train-error:0.056022
## [238]    train-error:0.056022
## [239]    train-error:0.064426
## [240]    train-error:0.056022
## [241]    train-error:0.056022
## [242]    train-error:0.056022
## [243]    train-error:0.056022
## [244]    train-error:0.058824
## [245]    train-error:0.056022
## [246]    train-error:0.053221
## [247]    train-error:0.056022
## [248]    train-error:0.058824
## [249]    train-error:0.053221
## [250]    train-error:0.058824
## [251]    train-error:0.058824
## [252]    train-error:0.058824
## [253]    train-error:0.056022
## [254]    train-error:0.061625
## [255]    train-error:0.064426
## [256]    train-error:0.061625
## [257]    train-error:0.061625
## [258]    train-error:0.061625
## [259]    train-error:0.058824
## [260]    train-error:0.058824
## [261]    train-error:0.061625
## [262]    train-error:0.061625
## [263]    train-error:0.061625
## [264]    train-error:0.061625
## [265]    train-error:0.058824
## [266]    train-error:0.058824
## [267]    train-error:0.058824
## [268]    train-error:0.056022
## [269]    train-error:0.058824
## [270]    train-error:0.058824
## [271]    train-error:0.061625
## [272]    train-error:0.056022
## [273]    train-error:0.056022
## [274]    train-error:0.058824
## [275]    train-error:0.058824
## [276]    train-error:0.058824
## [277]    train-error:0.058824
## [278]    train-error:0.058824
## [279]    train-error:0.061625
## [280]    train-error:0.061625
## [281]    train-error:0.061625
## [282]    train-error:0.061625
## [283]    train-error:0.061625
## [284]    train-error:0.061625
## [285]    train-error:0.056022
## [286]    train-error:0.061625
## [287]    train-error:0.056022
## [288]    train-error:0.061625
## [289]    train-error:0.064426
## [290]    train-error:0.067227
## [291]    train-error:0.056022
## [292]    train-error:0.058824
## [293]    train-error:0.056022
## [294]    train-error:0.061625
## [295]    train-error:0.056022
## [296]    train-error:0.056022
## [297]    train-error:0.064426
## [298]    train-error:0.070028
## [299]    train-error:0.070028
## [300]    train-error:0.070028
## [301]    train-error:0.072829
## [302]    train-error:0.072829
## [303]    train-error:0.070028
## [304]    train-error:0.070028
## [305]    train-error:0.070028
## [306]    train-error:0.070028
## [307]    train-error:0.070028
## [308]    train-error:0.070028
## [309]    train-error:0.064426
## [310]    train-error:0.064426
## [311]    train-error:0.058824
## [312]    train-error:0.061625
## [313]    train-error:0.056022
## [314]    train-error:0.056022
## [315]    train-error:0.058824
## [316]    train-error:0.058824
## [317]    train-error:0.061625
## [318]    train-error:0.064426
## [319]    train-error:0.061625
## [320]    train-error:0.058824
## [321]    train-error:0.053221
## [322]    train-error:0.050420
## [323]    train-error:0.056022
## [324]    train-error:0.053221
## [325]    train-error:0.056022
## [326]    train-error:0.053221
## [327]    train-error:0.053221
## [328]    train-error:0.056022
## [329]    train-error:0.050420
## [330]    train-error:0.047619
## [331]    train-error:0.050420
## [332]    train-error:0.047619
## [333]    train-error:0.053221
## [334]    train-error:0.047619
## [335]    train-error:0.047619
## [336]    train-error:0.056022
## [337]    train-error:0.050420
## [338]    train-error:0.050420
## [339]    train-error:0.053221
## [340]    train-error:0.050420
## [341]    train-error:0.047619
## [342]    train-error:0.050420
## [343]    train-error:0.047619
## [344]    train-error:0.042017
## [345]    train-error:0.056022
## [346]    train-error:0.053221
## [347]    train-error:0.047619
## [348]    train-error:0.042017
## [349]    train-error:0.039216
## [350]    train-error:0.047619
## [351]    train-error:0.047619
## [352]    train-error:0.039216
## [353]    train-error:0.042017
## [354]    train-error:0.036415
## [355]    train-error:0.042017
## [356]    train-error:0.039216
## [0]  train-error:0.282123
## [1]  train-error:0.184358
## [2]  train-error:0.178771
## [3]  train-error:0.178771
## [4]  train-error:0.178771
## [5]  train-error:0.167598
## [6]  train-error:0.164804
## [7]  train-error:0.167598
## [8]  train-error:0.150838
## [9]  train-error:0.162011
## [10] train-error:0.156425
## [11] train-error:0.153631
## [12] train-error:0.148045
## [13] train-error:0.145251
## [14] train-error:0.142458
## [15] train-error:0.145251
## [16] train-error:0.148045
## [17] train-error:0.139665
## [18] train-error:0.134078
## [19] train-error:0.139665
## [20] train-error:0.136872
## [21] train-error:0.136872
## [22] train-error:0.136872
## [23] train-error:0.131285
## [24] train-error:0.131285
## [25] train-error:0.131285
## [26] train-error:0.134078
## [27] train-error:0.131285
## [28] train-error:0.131285
## [29] train-error:0.125698
## [30] train-error:0.128492
## [31] train-error:0.134078
## [32] train-error:0.125698
## [33] train-error:0.128492
## [34] train-error:0.131285
## [35] train-error:0.131285
## [36] train-error:0.134078
## [37] train-error:0.131285
## [38] train-error:0.125698
## [39] train-error:0.131285
## [40] train-error:0.125698
## [41] train-error:0.125698
## [42] train-error:0.122905
## [43] train-error:0.122905
## [44] train-error:0.125698
## [45] train-error:0.122905
## [46] train-error:0.122905
## [47] train-error:0.120112
## [48] train-error:0.125698
## [49] train-error:0.122905
## [50] train-error:0.122905
## [51] train-error:0.117318
## [52] train-error:0.117318
## [53] train-error:0.111732
## [54] train-error:0.106145
## [55] train-error:0.106145
## [56] train-error:0.103352
## [57] train-error:0.103352
## [58] train-error:0.103352
## [59] train-error:0.100559
## [60] train-error:0.100559
## [61] train-error:0.106145
## [62] train-error:0.100559
## [63] train-error:0.097765
## [64] train-error:0.094972
## [65] train-error:0.097765
## [66] train-error:0.097765
## [67] train-error:0.097765
## [68] train-error:0.094972
## [69] train-error:0.094972
## [70] train-error:0.092179
## [71] train-error:0.097765
## [72] train-error:0.094972
## [73] train-error:0.097765
## [74] train-error:0.097765
## [75] train-error:0.089385
## [76] train-error:0.092179
## [77] train-error:0.089385
## [78] train-error:0.081006
## [79] train-error:0.089385
## [80] train-error:0.092179
## [81] train-error:0.089385
## [82] train-error:0.092179
## [83] train-error:0.083799
## [84] train-error:0.089385
## [85] train-error:0.089385
## [86] train-error:0.089385
## [87] train-error:0.092179
## [88] train-error:0.086592
## [89] train-error:0.094972
## [90] train-error:0.086592
## [91] train-error:0.094972
## [92] train-error:0.083799
## [93] train-error:0.089385
## [94] train-error:0.089385
## [95] train-error:0.089385
## [96] train-error:0.086592
## [97] train-error:0.094972
## [98] train-error:0.100559
## [99] train-error:0.094972
## [100]    train-error:0.094972
## [101]    train-error:0.094972
## [102]    train-error:0.086592
## [103]    train-error:0.083799
## [104]    train-error:0.089385
## [105]    train-error:0.086592
## [106]    train-error:0.081006
## [107]    train-error:0.075419
## [108]    train-error:0.081006
## [109]    train-error:0.078212
## [110]    train-error:0.075419
## [111]    train-error:0.075419
## [112]    train-error:0.078212
## [113]    train-error:0.075419
## [114]    train-error:0.075419
## [115]    train-error:0.072626
## [116]    train-error:0.072626
## [117]    train-error:0.067039
## [118]    train-error:0.061453
## [119]    train-error:0.064246
## [120]    train-error:0.069832
## [121]    train-error:0.069832
## [122]    train-error:0.072626
## [123]    train-error:0.069832
## [124]    train-error:0.069832
## [125]    train-error:0.067039
## [126]    train-error:0.064246
## [127]    train-error:0.067039
## [128]    train-error:0.064246
## [129]    train-error:0.067039
## [130]    train-error:0.069832
## [131]    train-error:0.061453
## [132]    train-error:0.055866
## [133]    train-error:0.053073
## [134]    train-error:0.055866
## [135]    train-error:0.055866
## [136]    train-error:0.055866
## [137]    train-error:0.058659
## [138]    train-error:0.055866
## [139]    train-error:0.053073
## [140]    train-error:0.053073
## [141]    train-error:0.053073
## [142]    train-error:0.053073
## [143]    train-error:0.047486
## [144]    train-error:0.055866
## [145]    train-error:0.055866
## [146]    train-error:0.055866
## [147]    train-error:0.053073
## [148]    train-error:0.055866
## [149]    train-error:0.055866
## [150]    train-error:0.061453
## [151]    train-error:0.061453
## [152]    train-error:0.053073
## [153]    train-error:0.061453
## [154]    train-error:0.058659
## [155]    train-error:0.050279
## [156]    train-error:0.047486
## [157]    train-error:0.050279
## [158]    train-error:0.041899
## [159]    train-error:0.050279
## [160]    train-error:0.047486
## [161]    train-error:0.047486
## [162]    train-error:0.050279
## [163]    train-error:0.041899
## [164]    train-error:0.050279
## [165]    train-error:0.055866
## [166]    train-error:0.050279
## [167]    train-error:0.047486
## [168]    train-error:0.053073
## [169]    train-error:0.053073
## [170]    train-error:0.055866
## [171]    train-error:0.053073
## [172]    train-error:0.047486
## [173]    train-error:0.050279
## [174]    train-error:0.053073
## [175]    train-error:0.050279
## [176]    train-error:0.047486
## [177]    train-error:0.050279
## [178]    train-error:0.055866
## [179]    train-error:0.050279
## [180]    train-error:0.039106
## [181]    train-error:0.044693
## [182]    train-error:0.044693
## [183]    train-error:0.033520
## [184]    train-error:0.041899
## [185]    train-error:0.044693
## [186]    train-error:0.047486
## [187]    train-error:0.044693
## [188]    train-error:0.050279
## [189]    train-error:0.050279
## [190]    train-error:0.044693
## [191]    train-error:0.047486
## [192]    train-error:0.047486
## [193]    train-error:0.036313
## [194]    train-error:0.039106
## [195]    train-error:0.039106
## [196]    train-error:0.041899
## [197]    train-error:0.039106
## [198]    train-error:0.041899
## [199]    train-error:0.036313
## [200]    train-error:0.036313
## [201]    train-error:0.036313
## [202]    train-error:0.036313
## [203]    train-error:0.039106
## [204]    train-error:0.033520
## [205]    train-error:0.033520
## [206]    train-error:0.033520
## [207]    train-error:0.039106
## [208]    train-error:0.033520
## [209]    train-error:0.030726
## [210]    train-error:0.030726
## [211]    train-error:0.036313
## [212]    train-error:0.033520
## [213]    train-error:0.033520
## [214]    train-error:0.039106
## [215]    train-error:0.033520
## [216]    train-error:0.036313
## [217]    train-error:0.036313
## [218]    train-error:0.039106
## [219]    train-error:0.041899
## [220]    train-error:0.039106
## [221]    train-error:0.036313
## [222]    train-error:0.039106
## [223]    train-error:0.041899
## [224]    train-error:0.036313
## [225]    train-error:0.041899
## [226]    train-error:0.036313
## [227]    train-error:0.036313
## [228]    train-error:0.039106
## [229]    train-error:0.036313
## [230]    train-error:0.036313
## [231]    train-error:0.036313
## [232]    train-error:0.033520
## [233]    train-error:0.033520
## [234]    train-error:0.036313
## [235]    train-error:0.036313
## [236]    train-error:0.039106
## [237]    train-error:0.036313
## [238]    train-error:0.039106
## [239]    train-error:0.036313
## [240]    train-error:0.036313
## [241]    train-error:0.033520
## [242]    train-error:0.036313
## [243]    train-error:0.039106
## [244]    train-error:0.033520
## [245]    train-error:0.033520
## [246]    train-error:0.030726
## [247]    train-error:0.033520
## [248]    train-error:0.030726
## [249]    train-error:0.030726
## [250]    train-error:0.036313
## [251]    train-error:0.030726
## [252]    train-error:0.030726
## [253]    train-error:0.030726
## [254]    train-error:0.030726
## [255]    train-error:0.030726
## [256]    train-error:0.030726
## [257]    train-error:0.027933
## [258]    train-error:0.033520
## [259]    train-error:0.027933
## [260]    train-error:0.027933
## [261]    train-error:0.033520
## [262]    train-error:0.030726
## [263]    train-error:0.027933
## [264]    train-error:0.030726
## [265]    train-error:0.030726
## [266]    train-error:0.033520
## [267]    train-error:0.027933
## [268]    train-error:0.027933
## [269]    train-error:0.030726
## [270]    train-error:0.030726
## [271]    train-error:0.027933
## [272]    train-error:0.027933
## [273]    train-error:0.030726
## [274]    train-error:0.030726
## [275]    train-error:0.027933
## [276]    train-error:0.027933
## [277]    train-error:0.030726
## [278]    train-error:0.025140
## [279]    train-error:0.027933
## [280]    train-error:0.030726
## [281]    train-error:0.027933
## [282]    train-error:0.027933
## [283]    train-error:0.027933
## [284]    train-error:0.030726
## [285]    train-error:0.030726
## [286]    train-error:0.030726
## [287]    train-error:0.033520
## [288]    train-error:0.030726
## [289]    train-error:0.036313
## [290]    train-error:0.025140
## [291]    train-error:0.027933
## [292]    train-error:0.025140
## [293]    train-error:0.025140
## [294]    train-error:0.025140
## [295]    train-error:0.025140
## [296]    train-error:0.022346
## [297]    train-error:0.022346
## [298]    train-error:0.025140
## [299]    train-error:0.027933
## [300]    train-error:0.027933
## [301]    train-error:0.025140
## [302]    train-error:0.027933
## [303]    train-error:0.030726
## [304]    train-error:0.027933
## [305]    train-error:0.030726
## [306]    train-error:0.036313
## [307]    train-error:0.033520
## [308]    train-error:0.033520
## [309]    train-error:0.033520
## [310]    train-error:0.033520
## [311]    train-error:0.030726
## [312]    train-error:0.027933
## [313]    train-error:0.027933
## [314]    train-error:0.030726
## [315]    train-error:0.027933
## [316]    train-error:0.027933
## [317]    train-error:0.027933
## [318]    train-error:0.027933
## [319]    train-error:0.027933
## [320]    train-error:0.027933
## [321]    train-error:0.027933
## [322]    train-error:0.027933
## [323]    train-error:0.027933
## [324]    train-error:0.022346
## [325]    train-error:0.025140
## [326]    train-error:0.030726
## [327]    train-error:0.030726
## [328]    train-error:0.030726
## [329]    train-error:0.025140
## [330]    train-error:0.027933
## [331]    train-error:0.030726
## [332]    train-error:0.030726
## [333]    train-error:0.027933
## [334]    train-error:0.027933
## [335]    train-error:0.027933
## [336]    train-error:0.022346
## [337]    train-error:0.027933
## [338]    train-error:0.033520
## [339]    train-error:0.027933
## [340]    train-error:0.025140
## [341]    train-error:0.027933
## [342]    train-error:0.025140
## [343]    train-error:0.022346
## [344]    train-error:0.030726
## [345]    train-error:0.025140
## [346]    train-error:0.027933
## [347]    train-error:0.022346
## [348]    train-error:0.025140
## [349]    train-error:0.025140
## [350]    train-error:0.025140
## [351]    train-error:0.022346
## [352]    train-error:0.025140
## [353]    train-error:0.027933
## [354]    train-error:0.022346
## [355]    train-error:0.019553
## [356]    train-error:0.022346
## [357]    train-error:0.019553
## [358]    train-error:0.019553
## [359]    train-error:0.022346
## [360]    train-error:0.019553
## [361]    train-error:0.019553
## [362]    train-error:0.022346
## [363]    train-error:0.022346
## [364]    train-error:0.025140
## [365]    train-error:0.022346
## [366]    train-error:0.019553
## [367]    train-error:0.019553
## [368]    train-error:0.016760
## [369]    train-error:0.016760
## [370]    train-error:0.016760
## [371]    train-error:0.016760
## [372]    train-error:0.016760
## [373]    train-error:0.019553
## [374]    train-error:0.022346
## [375]    train-error:0.019553
## [376]    train-error:0.016760
## [377]    train-error:0.016760
## [378]    train-error:0.019553
## [379]    train-error:0.016760
## [380]    train-error:0.019553
## [381]    train-error:0.019553
## [382]    train-error:0.019553
## [383]    train-error:0.016760
## [384]    train-error:0.013966
## [385]    train-error:0.013966
## [386]    train-error:0.019553
## [387]    train-error:0.016760
## [388]    train-error:0.022346
## [389]    train-error:0.019553
## [390]    train-error:0.019553
## [391]    train-error:0.022346
## [392]    train-error:0.022346
## [393]    train-error:0.025140
## [394]    train-error:0.019553
## [395]    train-error:0.019553
## [396]    train-error:0.016760
## [397]    train-error:0.016760
## [398]    train-error:0.019553
## [399]    train-error:0.016760
## [400]    train-error:0.019553
## [401]    train-error:0.019553
## [402]    train-error:0.022346
## [403]    train-error:0.019553
## [404]    train-error:0.019553
## [405]    train-error:0.019553
## [406]    train-error:0.019553
## [407]    train-error:0.013966
## [408]    train-error:0.019553
## [409]    train-error:0.016760
## [410]    train-error:0.016760
## [411]    train-error:0.016760
## [412]    train-error:0.016760
## [413]    train-error:0.016760
## [414]    train-error:0.016760
## [415]    train-error:0.019553
## [416]    train-error:0.019553
## [417]    train-error:0.019553
## [418]    train-error:0.019553
## [419]    train-error:0.019553
## [420]    train-error:0.019553
## [421]    train-error:0.019553
## [422]    train-error:0.019553
## [423]    train-error:0.019553
## [424]    train-error:0.022346
## [425]    train-error:0.019553
## [426]    train-error:0.019553
## [427]    train-error:0.019553
## [428]    train-error:0.019553
## [429]    train-error:0.016760
## [430]    train-error:0.016760
## [431]    train-error:0.016760
## [432]    train-error:0.016760
## [433]    train-error:0.016760
## [434]    train-error:0.016760
## [435]    train-error:0.019553
## [436]    train-error:0.019553
## [437]    train-error:0.022346
## [438]    train-error:0.022346
## [439]    train-error:0.022346
## [440]    train-error:0.019553
## [441]    train-error:0.022346
## [442]    train-error:0.019553
## [443]    train-error:0.019553
## [444]    train-error:0.019553
## [445]    train-error:0.019553
## [446]    train-error:0.019553
## [447]    train-error:0.019553
## [448]    train-error:0.022346
## [449]    train-error:0.019553
## [450]    train-error:0.019553
## [451]    train-error:0.019553
## [452]    train-error:0.019553
## [453]    train-error:0.016760
## [454]    train-error:0.019553
## [455]    train-error:0.016760
## [456]    train-error:0.016760
## [457]    train-error:0.016760
## [458]    train-error:0.019553
## [459]    train-error:0.016760
## [460]    train-error:0.016760
## [461]    train-error:0.016760
## [462]    train-error:0.016760
## [463]    train-error:0.016760
## [464]    train-error:0.019553
## [465]    train-error:0.019553
## [466]    train-error:0.019553
## [467]    train-error:0.019553
## [468]    train-error:0.019553
## [469]    train-error:0.016760
## [470]    train-error:0.019553
## [471]    train-error:0.016760
## [472]    train-error:0.013966
## [473]    train-error:0.019553
## [474]    train-error:0.016760
## [475]    train-error:0.019553
## [476]    train-error:0.019553
## [477]    train-error:0.019553
## [478]    train-error:0.019553
## [479]    train-error:0.019553
## [480]    train-error:0.019553
## [481]    train-error:0.019553
## [482]    train-error:0.019553
## [483]    train-error:0.019553
## [484]    train-error:0.019553
## [485]    train-error:0.019553
## [486]    train-error:0.019553
## [487]    train-error:0.019553
## [488]    train-error:0.019553
## [489]    train-error:0.019553
## [490]    train-error:0.019553
## [491]    train-error:0.019553
## [492]    train-error:0.019553
## [493]    train-error:0.019553
## [494]    train-error:0.019553
## [495]    train-error:0.019553
## [496]    train-error:0.019553
## [497]    train-error:0.019553
## [498]    train-error:0.019553
## [499]    train-error:0.019553
## [500]    train-error:0.019553
## [501]    train-error:0.019553
## [502]    train-error:0.019553
## [503]    train-error:0.019553
## [504]    train-error:0.019553
## [505]    train-error:0.019553
## [506]    train-error:0.019553
## [507]    train-error:0.019553
## [508]    train-error:0.022346
## [509]    train-error:0.019553
## [510]    train-error:0.019553
## [511]    train-error:0.019553
## [512]    train-error:0.019553
## [513]    train-error:0.019553
## [514]    train-error:0.016760
## [515]    train-error:0.016760
## [516]    train-error:0.016760
## [517]    train-error:0.016760
## [518]    train-error:0.016760
## [519]    train-error:0.019553
## [520]    train-error:0.016760
## [521]    train-error:0.016760
## [522]    train-error:0.019553
## [523]    train-error:0.019553
## [524]    train-error:0.019553
## [525]    train-error:0.019553
## [526]    train-error:0.016760
## [527]    train-error:0.016760
## [528]    train-error:0.019553
## [529]    train-error:0.019553
## [530]    train-error:0.019553
## [531]    train-error:0.019553
## [532]    train-error:0.022346
## [533]    train-error:0.019553
## [534]    train-error:0.016760
## [535]    train-error:0.016760
## [536]    train-error:0.016760
## [537]    train-error:0.016760
## [538]    train-error:0.016760
## [539]    train-error:0.016760
## [540]    train-error:0.016760
## [541]    train-error:0.016760
## [542]    train-error:0.016760
## [543]    train-error:0.019553
## [544]    train-error:0.016760
## [545]    train-error:0.019553
## [546]    train-error:0.019553
## [547]    train-error:0.019553
## [548]    train-error:0.019553
## [549]    train-error:0.022346
## [550]    train-error:0.022346
## [551]    train-error:0.022346
## [552]    train-error:0.022346
## [553]    train-error:0.022346
## [554]    train-error:0.019553
## [555]    train-error:0.022346
## [556]    train-error:0.022346
## [557]    train-error:0.022346
## [558]    train-error:0.022346
## [559]    train-error:0.022346
## [560]    train-error:0.022346
## [561]    train-error:0.022346
## [562]    train-error:0.022346
## [563]    train-error:0.022346
## [564]    train-error:0.022346
## [565]    train-error:0.019553
## [566]    train-error:0.016760
## [567]    train-error:0.016760
## [568]    train-error:0.019553
## [569]    train-error:0.022346
## [570]    train-error:0.019553
## [571]    train-error:0.019553
## [572]    train-error:0.019553
## [573]    train-error:0.019553
## [574]    train-error:0.019553
## [575]    train-error:0.019553
## [576]    train-error:0.019553
## [577]    train-error:0.019553
## [578]    train-error:0.019553
## [0]  train-error:0.196078
## [1]  train-error:0.159664
## [2]  train-error:0.156863
## [3]  train-error:0.176471
## [4]  train-error:0.170868
## [5]  train-error:0.162465
## [6]  train-error:0.142857
## [7]  train-error:0.131653
## [8]  train-error:0.117647
## [9]  train-error:0.120448
## [10] train-error:0.114846
## [11] train-error:0.117647
## [12] train-error:0.120448
## [13] train-error:0.106443
## [14] train-error:0.109244
## [15] train-error:0.103641
## [16] train-error:0.106443
## [17] train-error:0.112045
## [18] train-error:0.109244
## [19] train-error:0.100840
## [20] train-error:0.095238
## [21] train-error:0.095238
## [22] train-error:0.095238
## [23] train-error:0.098039
## [24] train-error:0.095238
## [25] train-error:0.095238
## [26] train-error:0.098039
## [27] train-error:0.095238
## [28] train-error:0.100840
## [29] train-error:0.100840
## [30] train-error:0.098039
## [31] train-error:0.100840
## [32] train-error:0.106443
## [33] train-error:0.103641
## [34] train-error:0.103641
## [35] train-error:0.103641
## [36] train-error:0.098039
## [37] train-error:0.100840
## [38] train-error:0.098039
## [39] train-error:0.103641
## [40] train-error:0.095238
## [41] train-error:0.089636
## [42] train-error:0.089636
## [43] train-error:0.086835
## [44] train-error:0.089636
## [45] train-error:0.089636
## [46] train-error:0.092437
## [47] train-error:0.084034
## [48] train-error:0.081232
## [49] train-error:0.081232
## [50] train-error:0.081232
## [51] train-error:0.078431
## [52] train-error:0.078431
## [53] train-error:0.081232
## [54] train-error:0.081232
## [55] train-error:0.081232
## [56] train-error:0.086835
## [57] train-error:0.081232
## [58] train-error:0.078431
## [59] train-error:0.078431
## [60] train-error:0.081232
## [61] train-error:0.081232
## [62] train-error:0.081232
## [63] train-error:0.078431
## [64] train-error:0.078431
## [65] train-error:0.078431
## [66] train-error:0.072829
## [67] train-error:0.081232
## [68] train-error:0.081232
## [69] train-error:0.075630
## [70] train-error:0.081232
## [71] train-error:0.078431
## [72] train-error:0.078431
## [73] train-error:0.081232
## [74] train-error:0.081232
## [75] train-error:0.075630
## [76] train-error:0.075630
## [77] train-error:0.084034
## [78] train-error:0.084034
## [79] train-error:0.081232
## [80] train-error:0.075630
## [81] train-error:0.075630
## [82] train-error:0.078431
## [83] train-error:0.078431
## [84] train-error:0.078431
## [85] train-error:0.078431
## [86] train-error:0.070028
## [87] train-error:0.075630
## [88] train-error:0.075630
## [89] train-error:0.072829
## [90] train-error:0.072829
## [91] train-error:0.078431
## [92] train-error:0.072829
## [93] train-error:0.070028
## [94] train-error:0.081232
## [95] train-error:0.078431
## [96] train-error:0.078431
## [97] train-error:0.078431
## [98] train-error:0.075630
## [99] train-error:0.061625
## [100]    train-error:0.070028
## [101]    train-error:0.075630
## [102]    train-error:0.072829
## [103]    train-error:0.072829
## [104]    train-error:0.075630
## [105]    train-error:0.075630
## [106]    train-error:0.067227
## [107]    train-error:0.070028
## [108]    train-error:0.070028
## [109]    train-error:0.072829
## [110]    train-error:0.072829
## [111]    train-error:0.070028
## [112]    train-error:0.072829
## [113]    train-error:0.067227
## [114]    train-error:0.067227
## [115]    train-error:0.067227
## [116]    train-error:0.070028
## [117]    train-error:0.072829
## [118]    train-error:0.070028
## [119]    train-error:0.067227
## [120]    train-error:0.070028
## [121]    train-error:0.056022
## [122]    train-error:0.058824
## [123]    train-error:0.053221
## [124]    train-error:0.058824
## [125]    train-error:0.058824
## [126]    train-error:0.056022
## [127]    train-error:0.061625
## [128]    train-error:0.058824
## [129]    train-error:0.058824
## [130]    train-error:0.053221
## [131]    train-error:0.056022
## [132]    train-error:0.058824
## [133]    train-error:0.058824
## [134]    train-error:0.064426
## [135]    train-error:0.056022
## [136]    train-error:0.058824
## [137]    train-error:0.058824
## [138]    train-error:0.061625
## [139]    train-error:0.058824
## [140]    train-error:0.064426
## [141]    train-error:0.058824
## [142]    train-error:0.058824
## [143]    train-error:0.056022
## [144]    train-error:0.058824
## [145]    train-error:0.058824
## [146]    train-error:0.056022
## [147]    train-error:0.061625
## [148]    train-error:0.058824
## [149]    train-error:0.067227
## [150]    train-error:0.061625
## [151]    train-error:0.058824
## [152]    train-error:0.056022
## [153]    train-error:0.053221
## [154]    train-error:0.064426
## [155]    train-error:0.061625
## [156]    train-error:0.064426
## [157]    train-error:0.064426
## [158]    train-error:0.061625
## [159]    train-error:0.058824
## [160]    train-error:0.061625
## [161]    train-error:0.061625
## [162]    train-error:0.058824
## [163]    train-error:0.056022
## [164]    train-error:0.058824
## [165]    train-error:0.061625
## [166]    train-error:0.058824
## [167]    train-error:0.058824
## [168]    train-error:0.056022
## [169]    train-error:0.058824
## [170]    train-error:0.053221
## [171]    train-error:0.053221
## [172]    train-error:0.058824
## [173]    train-error:0.061625
## [174]    train-error:0.061625
## [175]    train-error:0.058824
## [176]    train-error:0.058824
## [177]    train-error:0.050420
## [178]    train-error:0.047619
## [179]    train-error:0.053221
## [180]    train-error:0.047619
## [181]    train-error:0.056022
## [182]    train-error:0.056022
## [183]    train-error:0.056022
## [184]    train-error:0.050420
## [185]    train-error:0.047619
## [186]    train-error:0.053221
## [187]    train-error:0.053221
## [188]    train-error:0.050420
## [189]    train-error:0.044818
## [190]    train-error:0.050420
## [191]    train-error:0.044818
## [192]    train-error:0.050420
## [193]    train-error:0.050420
## [194]    train-error:0.053221
## [195]    train-error:0.053221
## [196]    train-error:0.047619
## [197]    train-error:0.053221
## [198]    train-error:0.058824
## [199]    train-error:0.056022
## [200]    train-error:0.056022
## [201]    train-error:0.056022
## [202]    train-error:0.053221
## [203]    train-error:0.053221
## [204]    train-error:0.053221
## [205]    train-error:0.050420
## [206]    train-error:0.053221
## [207]    train-error:0.050420
## [208]    train-error:0.047619
## [209]    train-error:0.050420
## [210]    train-error:0.050420
## [211]    train-error:0.050420
## [212]    train-error:0.053221
## [213]    train-error:0.050420
## [214]    train-error:0.047619
## [215]    train-error:0.047619
## [216]    train-error:0.047619
## [217]    train-error:0.050420
## [218]    train-error:0.050420
## [219]    train-error:0.053221
## [220]    train-error:0.050420
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.047619
## [224]    train-error:0.044818
## [225]    train-error:0.044818
## [226]    train-error:0.044818
## [227]    train-error:0.044818
## [228]    train-error:0.047619
## [229]    train-error:0.047619
## [230]    train-error:0.042017
## [231]    train-error:0.044818
## [232]    train-error:0.042017
## [233]    train-error:0.044818
## [234]    train-error:0.039216
## [235]    train-error:0.039216
## [236]    train-error:0.042017
## [237]    train-error:0.033613
## [238]    train-error:0.036415
## [239]    train-error:0.036415
## [240]    train-error:0.036415
## [241]    train-error:0.036415
## [242]    train-error:0.033613
## [243]    train-error:0.036415
## [244]    train-error:0.036415
## [245]    train-error:0.036415
## [246]    train-error:0.042017
## [247]    train-error:0.044818
## [248]    train-error:0.042017
## [249]    train-error:0.042017
## [250]    train-error:0.039216
## [251]    train-error:0.039216
## [252]    train-error:0.042017
## [253]    train-error:0.039216
## [254]    train-error:0.039216
## [255]    train-error:0.042017
## [256]    train-error:0.044818
## [257]    train-error:0.042017
## [258]    train-error:0.044818
## [259]    train-error:0.047619
## [260]    train-error:0.047619
## [261]    train-error:0.042017
## [262]    train-error:0.042017
## [263]    train-error:0.039216
## [264]    train-error:0.039216
## [265]    train-error:0.042017
## [266]    train-error:0.042017
## [267]    train-error:0.036415
## [268]    train-error:0.042017
## [269]    train-error:0.039216
## [270]    train-error:0.042017
## [271]    train-error:0.044818
## [272]    train-error:0.042017
## [273]    train-error:0.044818
## [274]    train-error:0.042017
## [275]    train-error:0.044818
## [276]    train-error:0.044818
## [277]    train-error:0.042017
## [278]    train-error:0.044818
## [279]    train-error:0.044818
## [280]    train-error:0.042017
## [281]    train-error:0.036415
## [282]    train-error:0.042017
## [283]    train-error:0.042017
## [284]    train-error:0.039216
## [285]    train-error:0.039216
## [286]    train-error:0.039216
## [287]    train-error:0.039216
## [288]    train-error:0.033613
## [289]    train-error:0.036415
## [290]    train-error:0.036415
## [291]    train-error:0.036415
## [292]    train-error:0.033613
## [293]    train-error:0.039216
## [294]    train-error:0.039216
## [295]    train-error:0.033613
## [296]    train-error:0.039216
## [297]    train-error:0.033613
## [298]    train-error:0.036415
## [299]    train-error:0.036415
## [300]    train-error:0.036415
## [301]    train-error:0.036415
## [302]    train-error:0.036415
## [303]    train-error:0.030812
## [304]    train-error:0.033613
## [305]    train-error:0.036415
## [306]    train-error:0.036415
## [307]    train-error:0.036415
## [308]    train-error:0.033613
## [309]    train-error:0.036415
## [310]    train-error:0.036415
## [311]    train-error:0.036415
## [312]    train-error:0.039216
## [313]    train-error:0.033613
## [314]    train-error:0.036415
## [315]    train-error:0.033613
## [316]    train-error:0.033613
## [317]    train-error:0.036415
## [318]    train-error:0.036415
## [319]    train-error:0.033613
## [320]    train-error:0.036415
## [321]    train-error:0.030812
## [322]    train-error:0.030812
## [323]    train-error:0.030812
## [324]    train-error:0.030812
## [325]    train-error:0.030812
## [326]    train-error:0.036415
## [327]    train-error:0.036415
## [328]    train-error:0.030812
## [329]    train-error:0.030812
## [330]    train-error:0.030812
## [331]    train-error:0.033613
## [332]    train-error:0.030812
## [333]    train-error:0.030812
## [334]    train-error:0.030812
## [335]    train-error:0.030812
## [336]    train-error:0.042017
## [337]    train-error:0.036415
## [338]    train-error:0.033613
## [339]    train-error:0.039216
## [340]    train-error:0.033613
## [341]    train-error:0.039216
## [342]    train-error:0.042017
## [343]    train-error:0.042017
## [344]    train-error:0.039216
## [345]    train-error:0.039216
## [346]    train-error:0.039216
## [347]    train-error:0.042017
## [348]    train-error:0.039216
## [349]    train-error:0.036415
## [350]    train-error:0.036415
## [351]    train-error:0.039216
## [352]    train-error:0.033613
## [353]    train-error:0.030812
## [354]    train-error:0.039216
## [355]    train-error:0.033613
## [356]    train-error:0.033613
## [357]    train-error:0.030812
## [358]    train-error:0.033613
## [359]    train-error:0.033613
## [360]    train-error:0.036415
## [361]    train-error:0.036415
## [362]    train-error:0.033613
## [363]    train-error:0.030812
## [364]    train-error:0.033613
## [365]    train-error:0.042017
## [366]    train-error:0.042017
## [367]    train-error:0.039216
## [368]    train-error:0.039216
## [369]    train-error:0.039216
## [370]    train-error:0.042017
## [371]    train-error:0.036415
## [372]    train-error:0.033613
## [373]    train-error:0.036415
## [374]    train-error:0.033613
## [375]    train-error:0.028011
## [376]    train-error:0.030812
## [377]    train-error:0.033613
## [378]    train-error:0.033613
## [379]    train-error:0.033613
## [380]    train-error:0.039216
## [381]    train-error:0.036415
## [382]    train-error:0.033613
## [383]    train-error:0.033613
## [384]    train-error:0.033613
## [385]    train-error:0.033613
## [386]    train-error:0.025210
## [387]    train-error:0.030812
## [388]    train-error:0.033613
## [389]    train-error:0.030812
## [390]    train-error:0.033613
## [391]    train-error:0.033613
## [392]    train-error:0.030812
## [393]    train-error:0.028011
## [394]    train-error:0.030812
## [395]    train-error:0.030812
## [396]    train-error:0.033613
## [397]    train-error:0.028011
## [398]    train-error:0.033613
## [399]    train-error:0.033613
## [400]    train-error:0.028011
## [401]    train-error:0.030812
## [402]    train-error:0.030812
## [403]    train-error:0.033613
## [404]    train-error:0.030812
## [405]    train-error:0.033613
## [406]    train-error:0.036415
## [407]    train-error:0.030812
## [408]    train-error:0.030812
## [409]    train-error:0.028011
## [410]    train-error:0.025210
## [411]    train-error:0.028011
## [412]    train-error:0.030812
## [413]    train-error:0.028011
## [414]    train-error:0.030812
## [415]    train-error:0.028011
## [416]    train-error:0.025210
## [417]    train-error:0.025210
## [418]    train-error:0.028011
## [419]    train-error:0.028011
## [420]    train-error:0.025210
## [421]    train-error:0.028011
## [422]    train-error:0.028011
## [423]    train-error:0.028011
## [424]    train-error:0.022409
## [425]    train-error:0.025210
## [426]    train-error:0.025210
## [427]    train-error:0.030812
## [428]    train-error:0.033613
## [429]    train-error:0.033613
## [430]    train-error:0.036415
## [431]    train-error:0.028011
## [432]    train-error:0.028011
## [433]    train-error:0.030812
## [434]    train-error:0.030812
## [435]    train-error:0.025210
## [436]    train-error:0.028011
## [437]    train-error:0.028011
## [438]    train-error:0.030812
## [439]    train-error:0.025210
## [440]    train-error:0.028011
## [441]    train-error:0.030812
## [442]    train-error:0.028011
## [443]    train-error:0.030812
## [444]    train-error:0.028011
## [445]    train-error:0.030812
## [446]    train-error:0.028011
## [447]    train-error:0.025210
## [448]    train-error:0.025210
## [449]    train-error:0.033613
## [450]    train-error:0.025210
## [451]    train-error:0.028011
## [452]    train-error:0.025210
## [453]    train-error:0.025210
## [454]    train-error:0.030812
## [455]    train-error:0.030812
## [456]    train-error:0.028011
## [457]    train-error:0.028011
## [458]    train-error:0.030812
## [459]    train-error:0.030812
## [460]    train-error:0.033613
## [461]    train-error:0.033613
## [462]    train-error:0.033613
## [463]    train-error:0.030812
## [464]    train-error:0.030812
## [465]    train-error:0.030812
## [466]    train-error:0.033613
## [467]    train-error:0.036415
## [468]    train-error:0.033613
## [469]    train-error:0.033613
## [470]    train-error:0.033613
## [471]    train-error:0.033613
## [472]    train-error:0.033613
## [473]    train-error:0.033613
## [474]    train-error:0.036415
## [475]    train-error:0.036415
## [476]    train-error:0.036415
## [477]    train-error:0.036415
## [478]    train-error:0.030812
## [479]    train-error:0.030812
## [480]    train-error:0.030812
## [481]    train-error:0.033613
## [482]    train-error:0.030812
## [483]    train-error:0.030812
## [484]    train-error:0.033613
## [485]    train-error:0.030812
## [486]    train-error:0.030812
## [487]    train-error:0.030812
## [488]    train-error:0.030812
## [489]    train-error:0.030812
## [490]    train-error:0.030812
## [491]    train-error:0.030812
## [492]    train-error:0.030812
## [493]    train-error:0.030812
## [494]    train-error:0.030812
## [495]    train-error:0.030812
## [496]    train-error:0.030812
## [497]    train-error:0.030812
## [498]    train-error:0.030812
## [499]    train-error:0.028011
## [500]    train-error:0.030812
## [501]    train-error:0.030812
## [502]    train-error:0.030812
## [503]    train-error:0.030812
## [504]    train-error:0.030812
## [505]    train-error:0.030812
## [506]    train-error:0.030812
## [507]    train-error:0.030812
## [508]    train-error:0.030812
## [509]    train-error:0.033613
## [510]    train-error:0.033613
## [511]    train-error:0.033613
## [512]    train-error:0.033613
## [513]    train-error:0.033613
## [514]    train-error:0.033613
## [515]    train-error:0.030812
## [516]    train-error:0.030812
## [517]    train-error:0.030812
## [518]    train-error:0.030812
## [519]    train-error:0.030812
## [520]    train-error:0.030812
## [521]    train-error:0.030812
## [522]    train-error:0.030812
## [523]    train-error:0.030812
## [524]    train-error:0.030812
## [525]    train-error:0.030812
## [526]    train-error:0.030812
## [527]    train-error:0.030812
## [528]    train-error:0.030812
## [529]    train-error:0.030812
## [530]    train-error:0.030812
## [531]    train-error:0.030812
## [532]    train-error:0.030812
## [533]    train-error:0.030812
## [534]    train-error:0.030812
## [535]    train-error:0.030812
## [536]    train-error:0.030812
## [537]    train-error:0.030812
## [538]    train-error:0.028011
## [539]    train-error:0.028011
## [540]    train-error:0.030812
## [541]    train-error:0.025210
## [542]    train-error:0.025210
## [543]    train-error:0.025210
## [544]    train-error:0.025210
## [545]    train-error:0.028011
## [546]    train-error:0.022409
## [547]    train-error:0.022409
## [548]    train-error:0.022409
## [549]    train-error:0.025210
## [550]    train-error:0.025210
## [551]    train-error:0.025210
## [552]    train-error:0.025210
## [553]    train-error:0.025210
## [554]    train-error:0.025210
## [555]    train-error:0.025210
## [556]    train-error:0.028011
## [557]    train-error:0.022409
## [558]    train-error:0.025210
## [559]    train-error:0.025210
## [560]    train-error:0.025210
## [561]    train-error:0.028011
## [562]    train-error:0.028011
## [563]    train-error:0.028011
## [564]    train-error:0.028011
## [565]    train-error:0.028011
## [566]    train-error:0.025210
## [567]    train-error:0.028011
## [568]    train-error:0.028011
## [569]    train-error:0.028011
## [570]    train-error:0.028011
## [571]    train-error:0.028011
## [572]    train-error:0.028011
## [573]    train-error:0.028011
## [574]    train-error:0.028011
## [575]    train-error:0.028011
## [576]    train-error:0.022409
## [577]    train-error:0.025210
## [578]    train-error:0.025210
## [0]  train-error:0.173669
## [1]  train-error:0.165266
## [2]  train-error:0.151261
## [3]  train-error:0.154062
## [4]  train-error:0.154062
## [5]  train-error:0.148459
## [6]  train-error:0.137255
## [7]  train-error:0.142857
## [8]  train-error:0.140056
## [9]  train-error:0.128852
## [10] train-error:0.128852
## [11] train-error:0.120448
## [12] train-error:0.117647
## [13] train-error:0.120448
## [14] train-error:0.114846
## [15] train-error:0.120448
## [16] train-error:0.117647
## [17] train-error:0.112045
## [18] train-error:0.109244
## [19] train-error:0.112045
## [20] train-error:0.109244
## [21] train-error:0.100840
## [22] train-error:0.109244
## [23] train-error:0.106443
## [24] train-error:0.112045
## [25] train-error:0.106443
## [26] train-error:0.103641
## [27] train-error:0.098039
## [28] train-error:0.100840
## [29] train-error:0.103641
## [30] train-error:0.109244
## [31] train-error:0.098039
## [32] train-error:0.084034
## [33] train-error:0.089636
## [34] train-error:0.089636
## [35] train-error:0.092437
## [36] train-error:0.100840
## [37] train-error:0.098039
## [38] train-error:0.092437
## [39] train-error:0.092437
## [40] train-error:0.089636
## [41] train-error:0.092437
## [42] train-error:0.095238
## [43] train-error:0.095238
## [44] train-error:0.086835
## [45] train-error:0.092437
## [46] train-error:0.089636
## [47] train-error:0.089636
## [48] train-error:0.089636
## [49] train-error:0.084034
## [50] train-error:0.089636
## [51] train-error:0.089636
## [52] train-error:0.095238
## [53] train-error:0.095238
## [54] train-error:0.092437
## [55] train-error:0.098039
## [56] train-error:0.089636
## [57] train-error:0.092437
## [58] train-error:0.086835
## [59] train-error:0.084034
## [60] train-error:0.084034
## [61] train-error:0.089636
## [62] train-error:0.081232
## [63] train-error:0.070028
## [64] train-error:0.078431
## [65] train-error:0.075630
## [66] train-error:0.078431
## [67] train-error:0.078431
## [68] train-error:0.072829
## [69] train-error:0.070028
## [70] train-error:0.075630
## [71] train-error:0.070028
## [72] train-error:0.075630
## [73] train-error:0.075630
## [74] train-error:0.075630
## [75] train-error:0.070028
## [76] train-error:0.070028
## [77] train-error:0.075630
## [78] train-error:0.075630
## [79] train-error:0.075630
## [80] train-error:0.078431
## [81] train-error:0.075630
## [82] train-error:0.072829
## [83] train-error:0.078431
## [84] train-error:0.064426
## [85] train-error:0.070028
## [86] train-error:0.064426
## [87] train-error:0.067227
## [88] train-error:0.075630
## [89] train-error:0.070028
## [90] train-error:0.067227
## [91] train-error:0.064426
## [92] train-error:0.064426
## [93] train-error:0.067227
## [94] train-error:0.064426
## [95] train-error:0.067227
## [96] train-error:0.067227
## [97] train-error:0.070028
## [98] train-error:0.072829
## [99] train-error:0.067227
## [100]    train-error:0.064426
## [101]    train-error:0.061625
## [102]    train-error:0.064426
## [103]    train-error:0.067227
## [104]    train-error:0.064426
## [105]    train-error:0.067227
## [106]    train-error:0.061625
## [107]    train-error:0.067227
## [108]    train-error:0.067227
## [109]    train-error:0.058824
## [110]    train-error:0.061625
## [111]    train-error:0.064426
## [112]    train-error:0.058824
## [113]    train-error:0.056022
## [114]    train-error:0.058824
## [115]    train-error:0.064426
## [116]    train-error:0.061625
## [117]    train-error:0.064426
## [118]    train-error:0.061625
## [119]    train-error:0.056022
## [120]    train-error:0.053221
## [121]    train-error:0.056022
## [122]    train-error:0.056022
## [123]    train-error:0.056022
## [124]    train-error:0.058824
## [125]    train-error:0.056022
## [126]    train-error:0.058824
## [127]    train-error:0.056022
## [128]    train-error:0.058824
## [129]    train-error:0.061625
## [130]    train-error:0.061625
## [131]    train-error:0.058824
## [132]    train-error:0.058824
## [133]    train-error:0.056022
## [134]    train-error:0.053221
## [135]    train-error:0.053221
## [136]    train-error:0.056022
## [137]    train-error:0.058824
## [138]    train-error:0.058824
## [139]    train-error:0.058824
## [140]    train-error:0.058824
## [141]    train-error:0.061625
## [142]    train-error:0.061625
## [143]    train-error:0.058824
## [144]    train-error:0.056022
## [145]    train-error:0.058824
## [146]    train-error:0.056022
## [147]    train-error:0.056022
## [148]    train-error:0.056022
## [149]    train-error:0.056022
## [150]    train-error:0.053221
## [151]    train-error:0.044818
## [152]    train-error:0.047619
## [153]    train-error:0.056022
## [154]    train-error:0.056022
## [155]    train-error:0.061625
## [156]    train-error:0.058824
## [157]    train-error:0.058824
## [158]    train-error:0.056022
## [159]    train-error:0.058824
## [160]    train-error:0.061625
## [161]    train-error:0.061625
## [162]    train-error:0.061625
## [163]    train-error:0.061625
## [164]    train-error:0.061625
## [165]    train-error:0.061625
## [166]    train-error:0.056022
## [167]    train-error:0.050420
## [168]    train-error:0.039216
## [169]    train-error:0.042017
## [170]    train-error:0.042017
## [171]    train-error:0.042017
## [172]    train-error:0.047619
## [173]    train-error:0.047619
## [174]    train-error:0.056022
## [175]    train-error:0.050420
## [176]    train-error:0.053221
## [177]    train-error:0.047619
## [178]    train-error:0.053221
## [179]    train-error:0.053221
## [180]    train-error:0.050420
## [181]    train-error:0.056022
## [182]    train-error:0.058824
## [183]    train-error:0.053221
## [184]    train-error:0.053221
## [185]    train-error:0.056022
## [186]    train-error:0.058824
## [187]    train-error:0.058824
## [188]    train-error:0.056022
## [189]    train-error:0.053221
## [190]    train-error:0.056022
## [191]    train-error:0.056022
## [192]    train-error:0.050420
## [193]    train-error:0.050420
## [194]    train-error:0.050420
## [195]    train-error:0.056022
## [196]    train-error:0.053221
## [197]    train-error:0.053221
## [198]    train-error:0.044818
## [199]    train-error:0.050420
## [200]    train-error:0.047619
## [201]    train-error:0.053221
## [202]    train-error:0.044818
## [203]    train-error:0.042017
## [204]    train-error:0.044818
## [205]    train-error:0.042017
## [206]    train-error:0.047619
## [207]    train-error:0.044818
## [208]    train-error:0.042017
## [209]    train-error:0.039216
## [210]    train-error:0.042017
## [211]    train-error:0.039216
## [212]    train-error:0.039216
## [213]    train-error:0.039216
## [214]    train-error:0.036415
## [215]    train-error:0.042017
## [216]    train-error:0.039216
## [217]    train-error:0.039216
## [218]    train-error:0.039216
## [219]    train-error:0.042017
## [220]    train-error:0.042017
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.042017
## [224]    train-error:0.042017
## [225]    train-error:0.039216
## [226]    train-error:0.039216
## [227]    train-error:0.039216
## [228]    train-error:0.039216
## [229]    train-error:0.042017
## [230]    train-error:0.044818
## [231]    train-error:0.044818
## [232]    train-error:0.036415
## [233]    train-error:0.039216
## [234]    train-error:0.042017
## [235]    train-error:0.042017
## [236]    train-error:0.039216
## [237]    train-error:0.039216
## [238]    train-error:0.042017
## [239]    train-error:0.036415
## [240]    train-error:0.036415
## [241]    train-error:0.044818
## [242]    train-error:0.044818
## [243]    train-error:0.044818
## [244]    train-error:0.039216
## [245]    train-error:0.042017
## [246]    train-error:0.039216
## [247]    train-error:0.042017
## [248]    train-error:0.039216
## [249]    train-error:0.042017
## [250]    train-error:0.036415
## [251]    train-error:0.044818
## [252]    train-error:0.039216
## [253]    train-error:0.039216
## [254]    train-error:0.033613
## [255]    train-error:0.033613
## [256]    train-error:0.030812
## [257]    train-error:0.036415
## [258]    train-error:0.036415
## [259]    train-error:0.036415
## [260]    train-error:0.039216
## [261]    train-error:0.036415
## [262]    train-error:0.033613
## [263]    train-error:0.036415
## [264]    train-error:0.042017
## [265]    train-error:0.039216
## [266]    train-error:0.033613
## [267]    train-error:0.039216
## [268]    train-error:0.039216
## [269]    train-error:0.033613
## [270]    train-error:0.033613
## [271]    train-error:0.036415
## [272]    train-error:0.036415
## [273]    train-error:0.033613
## [274]    train-error:0.033613
## [275]    train-error:0.033613
## [276]    train-error:0.033613
## [277]    train-error:0.033613
## [278]    train-error:0.030812
## [279]    train-error:0.030812
## [280]    train-error:0.030812
## [281]    train-error:0.030812
## [282]    train-error:0.028011
## [283]    train-error:0.028011
## [284]    train-error:0.030812
## [285]    train-error:0.033613
## [286]    train-error:0.030812
## [287]    train-error:0.028011
## [288]    train-error:0.030812
## [289]    train-error:0.028011
## [290]    train-error:0.033613
## [291]    train-error:0.033613
## [292]    train-error:0.030812
## [293]    train-error:0.028011
## [294]    train-error:0.033613
## [295]    train-error:0.028011
## [296]    train-error:0.030812
## [297]    train-error:0.030812
## [298]    train-error:0.036415
## [299]    train-error:0.033613
## [300]    train-error:0.036415
## [301]    train-error:0.036415
## [302]    train-error:0.030812
## [303]    train-error:0.033613
## [304]    train-error:0.033613
## [305]    train-error:0.030812
## [306]    train-error:0.028011
## [307]    train-error:0.028011
## [308]    train-error:0.030812
## [309]    train-error:0.030812
## [310]    train-error:0.030812
## [311]    train-error:0.039216
## [312]    train-error:0.033613
## [313]    train-error:0.039216
## [314]    train-error:0.042017
## [315]    train-error:0.036415
## [316]    train-error:0.033613
## [317]    train-error:0.033613
## [318]    train-error:0.033613
## [319]    train-error:0.036415
## [320]    train-error:0.039216
## [321]    train-error:0.039216
## [322]    train-error:0.042017
## [323]    train-error:0.042017
## [324]    train-error:0.039216
## [325]    train-error:0.039216
## [326]    train-error:0.030812
## [327]    train-error:0.033613
## [328]    train-error:0.033613
## [329]    train-error:0.030812
## [330]    train-error:0.036415
## [331]    train-error:0.033613
## [332]    train-error:0.033613
## [333]    train-error:0.030812
## [334]    train-error:0.028011
## [335]    train-error:0.028011
## [336]    train-error:0.030812
## [337]    train-error:0.030812
## [338]    train-error:0.028011
## [339]    train-error:0.028011
## [340]    train-error:0.028011
## [341]    train-error:0.028011
## [342]    train-error:0.030812
## [343]    train-error:0.030812
## [344]    train-error:0.028011
## [345]    train-error:0.025210
## [346]    train-error:0.028011
## [347]    train-error:0.028011
## [348]    train-error:0.028011
## [349]    train-error:0.025210
## [350]    train-error:0.025210
## [351]    train-error:0.030812
## [352]    train-error:0.030812
## [353]    train-error:0.030812
## [354]    train-error:0.030812
## [355]    train-error:0.033613
## [356]    train-error:0.030812
## [357]    train-error:0.030812
## [358]    train-error:0.033613
## [359]    train-error:0.033613
## [360]    train-error:0.036415
## [361]    train-error:0.036415
## [362]    train-error:0.036415
## [363]    train-error:0.039216
## [364]    train-error:0.036415
## [365]    train-error:0.036415
## [366]    train-error:0.030812
## [367]    train-error:0.030812
## [368]    train-error:0.025210
## [369]    train-error:0.030812
## [370]    train-error:0.028011
## [371]    train-error:0.028011
## [372]    train-error:0.025210
## [373]    train-error:0.028011
## [374]    train-error:0.025210
## [375]    train-error:0.028011
## [376]    train-error:0.025210
## [377]    train-error:0.030812
## [378]    train-error:0.025210
## [379]    train-error:0.025210
## [380]    train-error:0.028011
## [381]    train-error:0.025210
## [382]    train-error:0.025210
## [383]    train-error:0.025210
## [384]    train-error:0.025210
## [385]    train-error:0.025210
## [386]    train-error:0.025210
## [387]    train-error:0.025210
## [388]    train-error:0.025210
## [389]    train-error:0.022409
## [390]    train-error:0.025210
## [391]    train-error:0.025210
## [392]    train-error:0.025210
## [393]    train-error:0.028011
## [394]    train-error:0.028011
## [395]    train-error:0.025210
## [396]    train-error:0.025210
## [397]    train-error:0.028011
## [398]    train-error:0.028011
## [399]    train-error:0.028011
## [400]    train-error:0.025210
## [401]    train-error:0.025210
## [402]    train-error:0.025210
## [403]    train-error:0.025210
## [404]    train-error:0.028011
## [405]    train-error:0.028011
## [406]    train-error:0.025210
## [407]    train-error:0.025210
## [408]    train-error:0.025210
## [409]    train-error:0.025210
## [410]    train-error:0.025210
## [411]    train-error:0.025210
## [412]    train-error:0.025210
## [413]    train-error:0.025210
## [414]    train-error:0.025210
## [415]    train-error:0.025210
## [416]    train-error:0.025210
## [417]    train-error:0.025210
## [418]    train-error:0.025210
## [419]    train-error:0.028011
## [420]    train-error:0.025210
## [421]    train-error:0.028011
## [422]    train-error:0.028011
## [423]    train-error:0.028011
## [424]    train-error:0.028011
## [425]    train-error:0.028011
## [426]    train-error:0.028011
## [427]    train-error:0.028011
## [428]    train-error:0.028011
## [429]    train-error:0.028011
## [430]    train-error:0.028011
## [431]    train-error:0.025210
## [432]    train-error:0.025210
## [433]    train-error:0.028011
## [434]    train-error:0.028011
## [435]    train-error:0.028011
## [436]    train-error:0.028011
## [437]    train-error:0.028011
## [438]    train-error:0.025210
## [439]    train-error:0.025210
## [440]    train-error:0.025210
## [441]    train-error:0.025210
## [442]    train-error:0.025210
## [443]    train-error:0.025210
## [444]    train-error:0.025210
## [445]    train-error:0.025210
## [446]    train-error:0.025210
## [447]    train-error:0.025210
## [448]    train-error:0.025210
## [449]    train-error:0.025210
## [450]    train-error:0.025210
## [451]    train-error:0.025210
## [452]    train-error:0.028011
## [453]    train-error:0.028011
## [454]    train-error:0.028011
## [455]    train-error:0.028011
## [456]    train-error:0.028011
## [457]    train-error:0.030812
## [458]    train-error:0.028011
## [459]    train-error:0.028011
## [460]    train-error:0.028011
## [461]    train-error:0.030812
## [462]    train-error:0.030812
## [463]    train-error:0.028011
## [464]    train-error:0.028011
## [465]    train-error:0.028011
## [466]    train-error:0.028011
## [467]    train-error:0.028011
## [468]    train-error:0.028011
## [469]    train-error:0.030812
## [470]    train-error:0.030812
## [471]    train-error:0.028011
## [472]    train-error:0.028011
## [473]    train-error:0.028011
## [474]    train-error:0.030812
## [475]    train-error:0.028011
## [476]    train-error:0.030812
## [477]    train-error:0.028011
## [478]    train-error:0.030812
## [479]    train-error:0.028011
## [480]    train-error:0.028011
## [481]    train-error:0.028011
## [482]    train-error:0.025210
## [483]    train-error:0.028011
## [484]    train-error:0.025210
## [485]    train-error:0.025210
## [486]    train-error:0.025210
## [487]    train-error:0.028011
## [488]    train-error:0.028011
## [489]    train-error:0.025210
## [490]    train-error:0.028011
## [491]    train-error:0.028011
## [492]    train-error:0.025210
## [493]    train-error:0.025210
## [494]    train-error:0.025210
## [495]    train-error:0.025210
## [496]    train-error:0.025210
## [497]    train-error:0.028011
## [498]    train-error:0.028011
## [499]    train-error:0.028011
## [500]    train-error:0.025210
## [501]    train-error:0.028011
## [502]    train-error:0.028011
## [503]    train-error:0.028011
## [504]    train-error:0.028011
## [505]    train-error:0.028011
## [506]    train-error:0.030812
## [507]    train-error:0.030812
## [508]    train-error:0.030812
## [509]    train-error:0.028011
## [510]    train-error:0.030812
## [511]    train-error:0.030812
## [512]    train-error:0.033613
## [513]    train-error:0.033613
## [514]    train-error:0.033613
## [515]    train-error:0.028011
## [516]    train-error:0.028011
## [517]    train-error:0.028011
## [518]    train-error:0.025210
## [519]    train-error:0.025210
## [520]    train-error:0.025210
## [521]    train-error:0.025210
## [522]    train-error:0.025210
## [523]    train-error:0.025210
## [524]    train-error:0.028011
## [525]    train-error:0.028011
## [526]    train-error:0.025210
## [527]    train-error:0.025210
## [528]    train-error:0.025210
## [529]    train-error:0.022409
## [530]    train-error:0.025210
## [531]    train-error:0.022409
## [532]    train-error:0.022409
## [533]    train-error:0.022409
## [534]    train-error:0.022409
## [535]    train-error:0.022409
## [536]    train-error:0.022409
## [537]    train-error:0.022409
## [538]    train-error:0.022409
## [539]    train-error:0.022409
## [540]    train-error:0.022409
## [541]    train-error:0.022409
## [542]    train-error:0.025210
## [543]    train-error:0.025210
## [544]    train-error:0.025210
## [545]    train-error:0.022409
## [546]    train-error:0.025210
## [547]    train-error:0.025210
## [548]    train-error:0.030812
## [549]    train-error:0.025210
## [550]    train-error:0.030812
## [551]    train-error:0.028011
## [552]    train-error:0.028011
## [553]    train-error:0.025210
## [554]    train-error:0.022409
## [555]    train-error:0.025210
## [556]    train-error:0.025210
## [557]    train-error:0.022409
## [558]    train-error:0.022409
## [559]    train-error:0.025210
## [560]    train-error:0.025210
## [561]    train-error:0.025210
## [562]    train-error:0.025210
## [563]    train-error:0.022409
## [564]    train-error:0.025210
## [565]    train-error:0.025210
## [566]    train-error:0.025210
## [567]    train-error:0.025210
## [568]    train-error:0.025210
## [569]    train-error:0.025210
## [570]    train-error:0.025210
## [571]    train-error:0.025210
## [572]    train-error:0.025210
## [573]    train-error:0.025210
## [574]    train-error:0.025210
## [575]    train-error:0.025210
## [576]    train-error:0.025210
## [577]    train-error:0.025210
## [578]    train-error:0.025210
## [0]  train-error:0.293296
## [1]  train-error:0.184358
## [2]  train-error:0.175978
## [3]  train-error:0.215084
## [4]  train-error:0.206704
## [5]  train-error:0.167598
## [6]  train-error:0.164804
## [7]  train-error:0.164804
## [8]  train-error:0.173184
## [9]  train-error:0.173184
## [10] train-error:0.156425
## [11] train-error:0.153631
## [12] train-error:0.159218
## [13] train-error:0.164804
## [14] train-error:0.164804
## [15] train-error:0.153631
## [16] train-error:0.145251
## [17] train-error:0.150838
## [18] train-error:0.148045
## [19] train-error:0.142458
## [20] train-error:0.145251
## [21] train-error:0.142458
## [22] train-error:0.148045
## [23] train-error:0.156425
## [24] train-error:0.153631
## [25] train-error:0.162011
## [26] train-error:0.159218
## [27] train-error:0.159218
## [28] train-error:0.145251
## [29] train-error:0.145251
## [30] train-error:0.150838
## [31] train-error:0.139665
## [32] train-error:0.136872
## [33] train-error:0.139665
## [34] train-error:0.145251
## [35] train-error:0.148045
## [36] train-error:0.148045
## [37] train-error:0.136872
## [38] train-error:0.134078
## [39] train-error:0.142458
## [40] train-error:0.145251
## [41] train-error:0.148045
## [42] train-error:0.142458
## [43] train-error:0.148045
## [44] train-error:0.148045
## [45] train-error:0.153631
## [46] train-error:0.153631
## [47] train-error:0.142458
## [48] train-error:0.139665
## [49] train-error:0.136872
## [50] train-error:0.139665
## [51] train-error:0.134078
## [52] train-error:0.139665
## [53] train-error:0.128492
## [54] train-error:0.142458
## [55] train-error:0.142458
## [56] train-error:0.134078
## [57] train-error:0.136872
## [58] train-error:0.136872
## [59] train-error:0.139665
## [60] train-error:0.136872
## [61] train-error:0.136872
## [62] train-error:0.142458
## [63] train-error:0.131285
## [64] train-error:0.128492
## [65] train-error:0.131285
## [66] train-error:0.134078
## [67] train-error:0.128492
## [68] train-error:0.136872
## [69] train-error:0.136872
## [70] train-error:0.131285
## [71] train-error:0.134078
## [72] train-error:0.131285
## [73] train-error:0.131285
## [74] train-error:0.128492
## [75] train-error:0.134078
## [76] train-error:0.125698
## [77] train-error:0.117318
## [78] train-error:0.128492
## [79] train-error:0.128492
## [80] train-error:0.125698
## [81] train-error:0.122905
## [82] train-error:0.114525
## [83] train-error:0.122905
## [84] train-error:0.125698
## [85] train-error:0.122905
## [86] train-error:0.122905
## [87] train-error:0.120112
## [88] train-error:0.117318
## [89] train-error:0.120112
## [90] train-error:0.120112
## [91] train-error:0.108939
## [92] train-error:0.120112
## [93] train-error:0.125698
## [94] train-error:0.125698
## [95] train-error:0.120112
## [96] train-error:0.120112
## [97] train-error:0.120112
## [98] train-error:0.122905
## [99] train-error:0.117318
## [100]    train-error:0.111732
## [101]    train-error:0.117318
## [102]    train-error:0.117318
## [103]    train-error:0.114525
## [104]    train-error:0.117318
## [105]    train-error:0.122905
## [106]    train-error:0.125698
## [107]    train-error:0.120112
## [108]    train-error:0.122905
## [109]    train-error:0.114525
## [110]    train-error:0.125698
## [111]    train-error:0.122905
## [112]    train-error:0.120112
## [113]    train-error:0.114525
## [114]    train-error:0.117318
## [115]    train-error:0.120112
## [116]    train-error:0.117318
## [117]    train-error:0.111732
## [118]    train-error:0.122905
## [119]    train-error:0.122905
## [120]    train-error:0.120112
## [121]    train-error:0.111732
## [122]    train-error:0.117318
## [123]    train-error:0.125698
## [124]    train-error:0.117318
## [125]    train-error:0.117318
## [126]    train-error:0.117318
## [127]    train-error:0.114525
## [128]    train-error:0.117318
## [129]    train-error:0.117318
## [130]    train-error:0.106145
## [131]    train-error:0.117318
## [132]    train-error:0.114525
## [133]    train-error:0.117318
## [134]    train-error:0.122905
## [135]    train-error:0.117318
## [136]    train-error:0.117318
## [137]    train-error:0.117318
## [138]    train-error:0.114525
## [139]    train-error:0.125698
## [140]    train-error:0.122905
## [141]    train-error:0.117318
## [142]    train-error:0.117318
## [143]    train-error:0.122905
## [144]    train-error:0.120112
## [145]    train-error:0.114525
## [146]    train-error:0.117318
## [147]    train-error:0.117318
## [148]    train-error:0.114525
## [149]    train-error:0.108939
## [150]    train-error:0.111732
## [151]    train-error:0.114525
## [152]    train-error:0.111732
## [153]    train-error:0.122905
## [154]    train-error:0.114525
## [155]    train-error:0.114525
## [156]    train-error:0.114525
## [157]    train-error:0.117318
## [158]    train-error:0.125698
## [159]    train-error:0.125698
## [160]    train-error:0.120112
## [161]    train-error:0.108939
## [162]    train-error:0.117318
## [163]    train-error:0.106145
## [164]    train-error:0.103352
## [165]    train-error:0.108939
## [166]    train-error:0.111732
## [167]    train-error:0.111732
## [168]    train-error:0.111732
## [169]    train-error:0.111732
## [170]    train-error:0.111732
## [171]    train-error:0.111732
## [172]    train-error:0.108939
## [173]    train-error:0.103352
## [174]    train-error:0.106145
## [175]    train-error:0.100559
## [176]    train-error:0.111732
## [177]    train-error:0.100559
## [178]    train-error:0.100559
## [179]    train-error:0.094972
## [180]    train-error:0.097765
## [181]    train-error:0.094972
## [182]    train-error:0.103352
## [183]    train-error:0.100559
## [184]    train-error:0.103352
## [185]    train-error:0.108939
## [186]    train-error:0.108939
## [187]    train-error:0.108939
## [188]    train-error:0.100559
## [189]    train-error:0.100559
## [190]    train-error:0.106145
## [191]    train-error:0.097765
## [192]    train-error:0.097765
## [193]    train-error:0.108939
## [194]    train-error:0.106145
## [195]    train-error:0.108939
## [196]    train-error:0.103352
## [197]    train-error:0.103352
## [198]    train-error:0.108939
## [199]    train-error:0.103352
## [200]    train-error:0.108939
## [201]    train-error:0.106145
## [202]    train-error:0.111732
## [203]    train-error:0.106145
## [204]    train-error:0.103352
## [205]    train-error:0.106145
## [206]    train-error:0.103352
## [207]    train-error:0.100559
## [208]    train-error:0.108939
## [209]    train-error:0.111732
## [210]    train-error:0.106145
## [211]    train-error:0.108939
## [212]    train-error:0.106145
## [213]    train-error:0.106145
## [214]    train-error:0.108939
## [215]    train-error:0.106145
## [216]    train-error:0.106145
## [217]    train-error:0.100559
## [218]    train-error:0.103352
## [219]    train-error:0.103352
## [220]    train-error:0.103352
## [221]    train-error:0.100559
## [222]    train-error:0.103352
## [223]    train-error:0.106145
## [224]    train-error:0.106145
## [225]    train-error:0.094972
## [226]    train-error:0.094972
## [227]    train-error:0.097765
## [228]    train-error:0.097765
## [229]    train-error:0.097765
## [230]    train-error:0.100559
## [231]    train-error:0.100559
## [232]    train-error:0.100559
## [233]    train-error:0.094972
## [234]    train-error:0.100559
## [235]    train-error:0.103352
## [236]    train-error:0.097765
## [237]    train-error:0.103352
## [238]    train-error:0.100559
## [239]    train-error:0.103352
## [240]    train-error:0.103352
## [241]    train-error:0.097765
## [242]    train-error:0.094972
## [243]    train-error:0.103352
## [244]    train-error:0.106145
## [245]    train-error:0.097765
## [246]    train-error:0.097765
## [247]    train-error:0.092179
## [248]    train-error:0.092179
## [249]    train-error:0.097765
## [250]    train-error:0.094972
## [251]    train-error:0.097765
## [252]    train-error:0.092179
## [253]    train-error:0.097765
## [254]    train-error:0.092179
## [255]    train-error:0.092179
## [256]    train-error:0.089385
## [257]    train-error:0.100559
## [258]    train-error:0.092179
## [259]    train-error:0.089385
## [260]    train-error:0.092179
## [261]    train-error:0.092179
## [262]    train-error:0.092179
## [263]    train-error:0.097765
## [264]    train-error:0.100559
## [265]    train-error:0.100559
## [266]    train-error:0.092179
## [267]    train-error:0.100559
## [268]    train-error:0.097765
## [269]    train-error:0.097765
## [270]    train-error:0.103352
## [271]    train-error:0.106145
## [272]    train-error:0.103352
## [273]    train-error:0.100559
## [274]    train-error:0.100559
## [275]    train-error:0.106145
## [276]    train-error:0.108939
## [277]    train-error:0.108939
## [278]    train-error:0.103352
## [279]    train-error:0.103352
## [280]    train-error:0.100559
## [281]    train-error:0.097765
## [282]    train-error:0.103352
## [283]    train-error:0.100559
## [284]    train-error:0.100559
## [285]    train-error:0.097765
## [286]    train-error:0.086592
## [287]    train-error:0.092179
## [288]    train-error:0.086592
## [289]    train-error:0.092179
## [290]    train-error:0.089385
## [291]    train-error:0.097765
## [292]    train-error:0.089385
## [293]    train-error:0.092179
## [294]    train-error:0.086592
## [295]    train-error:0.089385
## [296]    train-error:0.092179
## [297]    train-error:0.092179
## [298]    train-error:0.081006
## [299]    train-error:0.092179
## [300]    train-error:0.089385
## [301]    train-error:0.086592
## [302]    train-error:0.089385
## [303]    train-error:0.092179
## [304]    train-error:0.086592
## [305]    train-error:0.083799
## [306]    train-error:0.103352
## [307]    train-error:0.083799
## [308]    train-error:0.089385
## [309]    train-error:0.092179
## [310]    train-error:0.089385
## [311]    train-error:0.089385
## [312]    train-error:0.097765
## [313]    train-error:0.086592
## [314]    train-error:0.089385
## [315]    train-error:0.097765
## [316]    train-error:0.089385
## [317]    train-error:0.083799
## [318]    train-error:0.086592
## [319]    train-error:0.086592
## [320]    train-error:0.094972
## [321]    train-error:0.092179
## [322]    train-error:0.089385
## [323]    train-error:0.086592
## [324]    train-error:0.083799
## [325]    train-error:0.092179
## [326]    train-error:0.086592
## [327]    train-error:0.089385
## [328]    train-error:0.086592
## [329]    train-error:0.083799
## [330]    train-error:0.089385
## [331]    train-error:0.089385
## [332]    train-error:0.092179
## [333]    train-error:0.083799
## [334]    train-error:0.089385
## [335]    train-error:0.089385
## [336]    train-error:0.089385
## [337]    train-error:0.083799
## [338]    train-error:0.083799
## [339]    train-error:0.086592
## [340]    train-error:0.081006
## [341]    train-error:0.083799
## [342]    train-error:0.086592
## [343]    train-error:0.092179
## [344]    train-error:0.086592
## [345]    train-error:0.083799
## [346]    train-error:0.083799
## [347]    train-error:0.083799
## [348]    train-error:0.078212
## [349]    train-error:0.083799
## [350]    train-error:0.081006
## [351]    train-error:0.083799
## [352]    train-error:0.086592
## [353]    train-error:0.092179
## [354]    train-error:0.094972
## [355]    train-error:0.086592
## [356]    train-error:0.083799
## [357]    train-error:0.081006
## [358]    train-error:0.081006
## [359]    train-error:0.089385
## [360]    train-error:0.081006
## [361]    train-error:0.083799
## [362]    train-error:0.081006
## [363]    train-error:0.081006
## [364]    train-error:0.075419
## [365]    train-error:0.075419
## [366]    train-error:0.075419
## [367]    train-error:0.075419
## [368]    train-error:0.078212
## [369]    train-error:0.072626
## [370]    train-error:0.083799
## [371]    train-error:0.075419
## [372]    train-error:0.078212
## [373]    train-error:0.083799
## [374]    train-error:0.081006
## [375]    train-error:0.081006
## [376]    train-error:0.081006
## [377]    train-error:0.078212
## [378]    train-error:0.078212
## [379]    train-error:0.081006
## [380]    train-error:0.075419
## [381]    train-error:0.075419
## [382]    train-error:0.078212
## [383]    train-error:0.069832
## [384]    train-error:0.069832
## [385]    train-error:0.072626
## [386]    train-error:0.064246
## [387]    train-error:0.069832
## [388]    train-error:0.072626
## [389]    train-error:0.078212
## [390]    train-error:0.075419
## [391]    train-error:0.069832
## [392]    train-error:0.075419
## [393]    train-error:0.072626
## [394]    train-error:0.072626
## [395]    train-error:0.072626
## [396]    train-error:0.067039
## [397]    train-error:0.067039
## [398]    train-error:0.069832
## [399]    train-error:0.075419
## [400]    train-error:0.078212
## [401]    train-error:0.078212
## [402]    train-error:0.078212
## [403]    train-error:0.075419
## [404]    train-error:0.089385
## [405]    train-error:0.081006
## [406]    train-error:0.081006
## [407]    train-error:0.083799
## [408]    train-error:0.072626
## [409]    train-error:0.072626
## [410]    train-error:0.081006
## [411]    train-error:0.081006
## [412]    train-error:0.081006
## [413]    train-error:0.081006
## [414]    train-error:0.081006
## [415]    train-error:0.078212
## [416]    train-error:0.081006
## [417]    train-error:0.075419
## [418]    train-error:0.078212
## [419]    train-error:0.075419
## [420]    train-error:0.086592
## [421]    train-error:0.075419
## [422]    train-error:0.075419
## [423]    train-error:0.078212
## [424]    train-error:0.081006
## [425]    train-error:0.086592
## [426]    train-error:0.078212
## [427]    train-error:0.075419
## [428]    train-error:0.078212
## [429]    train-error:0.078212
## [430]    train-error:0.081006
## [431]    train-error:0.081006
## [432]    train-error:0.078212
## [433]    train-error:0.081006
## [434]    train-error:0.078212
## [435]    train-error:0.083799
## [436]    train-error:0.081006
## [437]    train-error:0.078212
## [438]    train-error:0.069832
## [439]    train-error:0.072626
## [440]    train-error:0.072626
## [441]    train-error:0.075419
## [442]    train-error:0.078212
## [443]    train-error:0.075419
## [444]    train-error:0.072626
## [445]    train-error:0.069832
## [446]    train-error:0.067039
## [447]    train-error:0.069832
## [448]    train-error:0.078212
## [449]    train-error:0.078212
## [450]    train-error:0.072626
## [451]    train-error:0.078212
## [452]    train-error:0.075419
## [453]    train-error:0.078212
## [454]    train-error:0.083799
## [455]    train-error:0.081006
## [456]    train-error:0.075419
## [457]    train-error:0.075419
## [458]    train-error:0.081006
## [459]    train-error:0.081006
## [460]    train-error:0.083799
## [461]    train-error:0.081006
## [462]    train-error:0.072626
## [463]    train-error:0.072626
## [464]    train-error:0.075419
## [465]    train-error:0.072626
## [466]    train-error:0.069832
## [467]    train-error:0.067039
## [468]    train-error:0.069832
## [469]    train-error:0.067039
## [470]    train-error:0.069832
## [471]    train-error:0.075419
## [472]    train-error:0.072626
## [473]    train-error:0.072626
## [474]    train-error:0.081006
## [475]    train-error:0.086592
## [476]    train-error:0.083799
## [477]    train-error:0.086592
## [478]    train-error:0.086592
## [479]    train-error:0.097765
## [480]    train-error:0.094972
## [481]    train-error:0.092179
## [482]    train-error:0.089385
## [483]    train-error:0.081006
## [484]    train-error:0.083799
## [485]    train-error:0.086592
## [486]    train-error:0.083799
## [0]  train-error:0.190476
## [1]  train-error:0.204482
## [2]  train-error:0.204482
## [3]  train-error:0.193277
## [4]  train-error:0.196078
## [5]  train-error:0.193277
## [6]  train-error:0.182073
## [7]  train-error:0.182073
## [8]  train-error:0.176471
## [9]  train-error:0.170868
## [10] train-error:0.154062
## [11] train-error:0.156863
## [12] train-error:0.162465
## [13] train-error:0.159664
## [14] train-error:0.165266
## [15] train-error:0.159664
## [16] train-error:0.162465
## [17] train-error:0.156863
## [18] train-error:0.168067
## [19] train-error:0.154062
## [20] train-error:0.170868
## [21] train-error:0.162465
## [22] train-error:0.165266
## [23] train-error:0.162465
## [24] train-error:0.165266
## [25] train-error:0.170868
## [26] train-error:0.148459
## [27] train-error:0.156863
## [28] train-error:0.165266
## [29] train-error:0.159664
## [30] train-error:0.154062
## [31] train-error:0.151261
## [32] train-error:0.162465
## [33] train-error:0.140056
## [34] train-error:0.145658
## [35] train-error:0.148459
## [36] train-error:0.128852
## [37] train-error:0.151261
## [38] train-error:0.145658
## [39] train-error:0.148459
## [40] train-error:0.142857
## [41] train-error:0.154062
## [42] train-error:0.145658
## [43] train-error:0.145658
## [44] train-error:0.142857
## [45] train-error:0.148459
## [46] train-error:0.131653
## [47] train-error:0.134454
## [48] train-error:0.117647
## [49] train-error:0.137255
## [50] train-error:0.140056
## [51] train-error:0.126050
## [52] train-error:0.126050
## [53] train-error:0.131653
## [54] train-error:0.131653
## [55] train-error:0.126050
## [56] train-error:0.126050
## [57] train-error:0.126050
## [58] train-error:0.126050
## [59] train-error:0.123249
## [60] train-error:0.126050
## [61] train-error:0.120448
## [62] train-error:0.123249
## [63] train-error:0.123249
## [64] train-error:0.117647
## [65] train-error:0.112045
## [66] train-error:0.106443
## [67] train-error:0.106443
## [68] train-error:0.103641
## [69] train-error:0.103641
## [70] train-error:0.106443
## [71] train-error:0.100840
## [72] train-error:0.098039
## [73] train-error:0.103641
## [74] train-error:0.103641
## [75] train-error:0.106443
## [76] train-error:0.106443
## [77] train-error:0.100840
## [78] train-error:0.109244
## [79] train-error:0.103641
## [80] train-error:0.109244
## [81] train-error:0.106443
## [82] train-error:0.109244
## [83] train-error:0.112045
## [84] train-error:0.114846
## [85] train-error:0.114846
## [86] train-error:0.112045
## [87] train-error:0.109244
## [88] train-error:0.109244
## [89] train-error:0.109244
## [90] train-error:0.109244
## [91] train-error:0.103641
## [92] train-error:0.109244
## [93] train-error:0.114846
## [94] train-error:0.109244
## [95] train-error:0.109244
## [96] train-error:0.114846
## [97] train-error:0.106443
## [98] train-error:0.100840
## [99] train-error:0.103641
## [100]    train-error:0.106443
## [101]    train-error:0.112045
## [102]    train-error:0.112045
## [103]    train-error:0.114846
## [104]    train-error:0.114846
## [105]    train-error:0.114846
## [106]    train-error:0.112045
## [107]    train-error:0.114846
## [108]    train-error:0.112045
## [109]    train-error:0.109244
## [110]    train-error:0.109244
## [111]    train-error:0.112045
## [112]    train-error:0.112045
## [113]    train-error:0.109244
## [114]    train-error:0.112045
## [115]    train-error:0.112045
## [116]    train-error:0.112045
## [117]    train-error:0.112045
## [118]    train-error:0.112045
## [119]    train-error:0.117647
## [120]    train-error:0.112045
## [121]    train-error:0.100840
## [122]    train-error:0.100840
## [123]    train-error:0.106443
## [124]    train-error:0.109244
## [125]    train-error:0.109244
## [126]    train-error:0.103641
## [127]    train-error:0.100840
## [128]    train-error:0.100840
## [129]    train-error:0.100840
## [130]    train-error:0.095238
## [131]    train-error:0.103641
## [132]    train-error:0.106443
## [133]    train-error:0.106443
## [134]    train-error:0.100840
## [135]    train-error:0.109244
## [136]    train-error:0.109244
## [137]    train-error:0.112045
## [138]    train-error:0.109244
## [139]    train-error:0.109244
## [140]    train-error:0.109244
## [141]    train-error:0.106443
## [142]    train-error:0.109244
## [143]    train-error:0.103641
## [144]    train-error:0.103641
## [145]    train-error:0.112045
## [146]    train-error:0.103641
## [147]    train-error:0.100840
## [148]    train-error:0.100840
## [149]    train-error:0.098039
## [150]    train-error:0.098039
## [151]    train-error:0.098039
## [152]    train-error:0.098039
## [153]    train-error:0.098039
## [154]    train-error:0.100840
## [155]    train-error:0.103641
## [156]    train-error:0.100840
## [157]    train-error:0.092437
## [158]    train-error:0.098039
## [159]    train-error:0.092437
## [160]    train-error:0.089636
## [161]    train-error:0.084034
## [162]    train-error:0.092437
## [163]    train-error:0.089636
## [164]    train-error:0.095238
## [165]    train-error:0.092437
## [166]    train-error:0.092437
## [167]    train-error:0.089636
## [168]    train-error:0.098039
## [169]    train-error:0.095238
## [170]    train-error:0.098039
## [171]    train-error:0.098039
## [172]    train-error:0.095238
## [173]    train-error:0.095238
## [174]    train-error:0.092437
## [175]    train-error:0.089636
## [176]    train-error:0.092437
## [177]    train-error:0.092437
## [178]    train-error:0.095238
## [179]    train-error:0.092437
## [180]    train-error:0.089636
## [181]    train-error:0.092437
## [182]    train-error:0.092437
## [183]    train-error:0.089636
## [184]    train-error:0.095238
## [185]    train-error:0.098039
## [186]    train-error:0.098039
## [187]    train-error:0.095238
## [188]    train-error:0.098039
## [189]    train-error:0.092437
## [190]    train-error:0.086835
## [191]    train-error:0.084034
## [192]    train-error:0.086835
## [193]    train-error:0.086835
## [194]    train-error:0.089636
## [195]    train-error:0.095238
## [196]    train-error:0.098039
## [197]    train-error:0.098039
## [198]    train-error:0.098039
## [199]    train-error:0.095238
## [200]    train-error:0.092437
## [201]    train-error:0.089636
## [202]    train-error:0.092437
## [203]    train-error:0.089636
## [204]    train-error:0.089636
## [205]    train-error:0.089636
## [206]    train-error:0.089636
## [207]    train-error:0.084034
## [208]    train-error:0.092437
## [209]    train-error:0.089636
## [210]    train-error:0.089636
## [211]    train-error:0.092437
## [212]    train-error:0.098039
## [213]    train-error:0.089636
## [214]    train-error:0.084034
## [215]    train-error:0.089636
## [216]    train-error:0.092437
## [217]    train-error:0.089636
## [218]    train-error:0.086835
## [219]    train-error:0.086835
## [220]    train-error:0.086835
## [221]    train-error:0.084034
## [222]    train-error:0.086835
## [223]    train-error:0.089636
## [224]    train-error:0.089636
## [225]    train-error:0.086835
## [226]    train-error:0.086835
## [227]    train-error:0.086835
## [228]    train-error:0.084034
## [229]    train-error:0.081232
## [230]    train-error:0.086835
## [231]    train-error:0.084034
## [232]    train-error:0.098039
## [233]    train-error:0.092437
## [234]    train-error:0.092437
## [235]    train-error:0.092437
## [236]    train-error:0.086835
## [237]    train-error:0.084034
## [238]    train-error:0.086835
## [239]    train-error:0.089636
## [240]    train-error:0.098039
## [241]    train-error:0.081232
## [242]    train-error:0.081232
## [243]    train-error:0.075630
## [244]    train-error:0.078431
## [245]    train-error:0.081232
## [246]    train-error:0.078431
## [247]    train-error:0.084034
## [248]    train-error:0.084034
## [249]    train-error:0.081232
## [250]    train-error:0.089636
## [251]    train-error:0.081232
## [252]    train-error:0.089636
## [253]    train-error:0.086835
## [254]    train-error:0.089636
## [255]    train-error:0.086835
## [256]    train-error:0.084034
## [257]    train-error:0.081232
## [258]    train-error:0.086835
## [259]    train-error:0.089636
## [260]    train-error:0.081232
## [261]    train-error:0.086835
## [262]    train-error:0.081232
## [263]    train-error:0.086835
## [264]    train-error:0.086835
## [265]    train-error:0.084034
## [266]    train-error:0.084034
## [267]    train-error:0.084034
## [268]    train-error:0.084034
## [269]    train-error:0.081232
## [270]    train-error:0.084034
## [271]    train-error:0.081232
## [272]    train-error:0.084034
## [273]    train-error:0.081232
## [274]    train-error:0.078431
## [275]    train-error:0.078431
## [276]    train-error:0.081232
## [277]    train-error:0.075630
## [278]    train-error:0.081232
## [279]    train-error:0.081232
## [280]    train-error:0.075630
## [281]    train-error:0.075630
## [282]    train-error:0.084034
## [283]    train-error:0.078431
## [284]    train-error:0.075630
## [285]    train-error:0.084034
## [286]    train-error:0.078431
## [287]    train-error:0.070028
## [288]    train-error:0.075630
## [289]    train-error:0.067227
## [290]    train-error:0.075630
## [291]    train-error:0.078431
## [292]    train-error:0.067227
## [293]    train-error:0.067227
## [294]    train-error:0.072829
## [295]    train-error:0.081232
## [296]    train-error:0.086835
## [297]    train-error:0.078431
## [298]    train-error:0.075630
## [299]    train-error:0.084034
## [300]    train-error:0.078431
## [301]    train-error:0.072829
## [302]    train-error:0.084034
## [303]    train-error:0.078431
## [304]    train-error:0.084034
## [305]    train-error:0.078431
## [306]    train-error:0.075630
## [307]    train-error:0.078431
## [308]    train-error:0.070028
## [309]    train-error:0.070028
## [310]    train-error:0.075630
## [311]    train-error:0.070028
## [312]    train-error:0.081232
## [313]    train-error:0.081232
## [314]    train-error:0.081232
## [315]    train-error:0.084034
## [316]    train-error:0.084034
## [317]    train-error:0.078431
## [318]    train-error:0.078431
## [319]    train-error:0.081232
## [320]    train-error:0.081232
## [321]    train-error:0.081232
## [322]    train-error:0.084034
## [323]    train-error:0.081232
## [324]    train-error:0.081232
## [325]    train-error:0.081232
## [326]    train-error:0.084034
## [327]    train-error:0.078431
## [328]    train-error:0.081232
## [329]    train-error:0.067227
## [330]    train-error:0.072829
## [331]    train-error:0.070028
## [332]    train-error:0.067227
## [333]    train-error:0.064426
## [334]    train-error:0.070028
## [335]    train-error:0.070028
## [336]    train-error:0.070028
## [337]    train-error:0.070028
## [338]    train-error:0.067227
## [339]    train-error:0.070028
## [340]    train-error:0.067227
## [341]    train-error:0.067227
## [342]    train-error:0.070028
## [343]    train-error:0.067227
## [344]    train-error:0.070028
## [345]    train-error:0.067227
## [346]    train-error:0.072829
## [347]    train-error:0.070028
## [348]    train-error:0.075630
## [349]    train-error:0.072829
## [350]    train-error:0.070028
## [351]    train-error:0.075630
## [352]    train-error:0.070028
## [353]    train-error:0.067227
## [354]    train-error:0.067227
## [355]    train-error:0.070028
## [356]    train-error:0.070028
## [357]    train-error:0.070028
## [358]    train-error:0.072829
## [359]    train-error:0.072829
## [360]    train-error:0.070028
## [361]    train-error:0.070028
## [362]    train-error:0.075630
## [363]    train-error:0.067227
## [364]    train-error:0.067227
## [365]    train-error:0.070028
## [366]    train-error:0.070028
## [367]    train-error:0.072829
## [368]    train-error:0.061625
## [369]    train-error:0.070028
## [370]    train-error:0.061625
## [371]    train-error:0.070028
## [372]    train-error:0.067227
## [373]    train-error:0.061625
## [374]    train-error:0.064426
## [375]    train-error:0.061625
## [376]    train-error:0.070028
## [377]    train-error:0.064426
## [378]    train-error:0.067227
## [379]    train-error:0.072829
## [380]    train-error:0.067227
## [381]    train-error:0.056022
## [382]    train-error:0.058824
## [383]    train-error:0.061625
## [384]    train-error:0.061625
## [385]    train-error:0.058824
## [386]    train-error:0.058824
## [387]    train-error:0.061625
## [388]    train-error:0.067227
## [389]    train-error:0.064426
## [390]    train-error:0.061625
## [391]    train-error:0.067227
## [392]    train-error:0.061625
## [393]    train-error:0.064426
## [394]    train-error:0.067227
## [395]    train-error:0.070028
## [396]    train-error:0.070028
## [397]    train-error:0.070028
## [398]    train-error:0.070028
## [399]    train-error:0.072829
## [400]    train-error:0.072829
## [401]    train-error:0.064426
## [402]    train-error:0.067227
## [403]    train-error:0.070028
## [404]    train-error:0.070028
## [405]    train-error:0.070028
## [406]    train-error:0.061625
## [407]    train-error:0.064426
## [408]    train-error:0.070028
## [409]    train-error:0.067227
## [410]    train-error:0.067227
## [411]    train-error:0.064426
## [412]    train-error:0.067227
## [413]    train-error:0.072829
## [414]    train-error:0.070028
## [415]    train-error:0.072829
## [416]    train-error:0.064426
## [417]    train-error:0.072829
## [418]    train-error:0.072829
## [419]    train-error:0.072829
## [420]    train-error:0.070028
## [421]    train-error:0.072829
## [422]    train-error:0.064426
## [423]    train-error:0.061625
## [424]    train-error:0.064426
## [425]    train-error:0.061625
## [426]    train-error:0.064426
## [427]    train-error:0.064426
## [428]    train-error:0.064426
## [429]    train-error:0.061625
## [430]    train-error:0.064426
## [431]    train-error:0.064426
## [432]    train-error:0.064426
## [433]    train-error:0.064426
## [434]    train-error:0.067227
## [435]    train-error:0.070028
## [436]    train-error:0.064426
## [437]    train-error:0.070028
## [438]    train-error:0.067227
## [439]    train-error:0.064426
## [440]    train-error:0.072829
## [441]    train-error:0.067227
## [442]    train-error:0.072829
## [443]    train-error:0.064426
## [444]    train-error:0.070028
## [445]    train-error:0.067227
## [446]    train-error:0.070028
## [447]    train-error:0.070028
## [448]    train-error:0.075630
## [449]    train-error:0.070028
## [450]    train-error:0.070028
## [451]    train-error:0.067227
## [452]    train-error:0.067227
## [453]    train-error:0.067227
## [454]    train-error:0.067227
## [455]    train-error:0.067227
## [456]    train-error:0.067227
## [457]    train-error:0.064426
## [458]    train-error:0.067227
## [459]    train-error:0.064426
## [460]    train-error:0.061625
## [461]    train-error:0.058824
## [462]    train-error:0.056022
## [463]    train-error:0.067227
## [464]    train-error:0.064426
## [465]    train-error:0.064426
## [466]    train-error:0.067227
## [467]    train-error:0.061625
## [468]    train-error:0.058824
## [469]    train-error:0.064426
## [470]    train-error:0.061625
## [471]    train-error:0.053221
## [472]    train-error:0.064426
## [473]    train-error:0.064426
## [474]    train-error:0.064426
## [475]    train-error:0.064426
## [476]    train-error:0.064426
## [477]    train-error:0.064426
## [478]    train-error:0.064426
## [479]    train-error:0.061625
## [480]    train-error:0.058824
## [481]    train-error:0.058824
## [482]    train-error:0.058824
## [483]    train-error:0.064426
## [484]    train-error:0.061625
## [485]    train-error:0.058824
## [486]    train-error:0.061625
## [0]  train-error:0.296919
## [1]  train-error:0.271709
## [2]  train-error:0.226891
## [3]  train-error:0.274510
## [4]  train-error:0.243697
## [5]  train-error:0.226891
## [6]  train-error:0.232493
## [7]  train-error:0.229692
## [8]  train-error:0.193277
## [9]  train-error:0.190476
## [10] train-error:0.184874
## [11] train-error:0.170868
## [12] train-error:0.170868
## [13] train-error:0.165266
## [14] train-error:0.179272
## [15] train-error:0.170868
## [16] train-error:0.165266
## [17] train-error:0.145658
## [18] train-error:0.145658
## [19] train-error:0.154062
## [20] train-error:0.154062
## [21] train-error:0.156863
## [22] train-error:0.162465
## [23] train-error:0.148459
## [24] train-error:0.145658
## [25] train-error:0.156863
## [26] train-error:0.145658
## [27] train-error:0.142857
## [28] train-error:0.140056
## [29] train-error:0.140056
## [30] train-error:0.142857
## [31] train-error:0.128852
## [32] train-error:0.134454
## [33] train-error:0.137255
## [34] train-error:0.126050
## [35] train-error:0.131653
## [36] train-error:0.126050
## [37] train-error:0.120448
## [38] train-error:0.128852
## [39] train-error:0.123249
## [40] train-error:0.123249
## [41] train-error:0.126050
## [42] train-error:0.126050
## [43] train-error:0.140056
## [44] train-error:0.140056
## [45] train-error:0.117647
## [46] train-error:0.128852
## [47] train-error:0.123249
## [48] train-error:0.126050
## [49] train-error:0.126050
## [50] train-error:0.123249
## [51] train-error:0.114846
## [52] train-error:0.120448
## [53] train-error:0.114846
## [54] train-error:0.123249
## [55] train-error:0.123249
## [56] train-error:0.120448
## [57] train-error:0.131653
## [58] train-error:0.128852
## [59] train-error:0.126050
## [60] train-error:0.123249
## [61] train-error:0.123249
## [62] train-error:0.126050
## [63] train-error:0.126050
## [64] train-error:0.126050
## [65] train-error:0.112045
## [66] train-error:0.112045
## [67] train-error:0.112045
## [68] train-error:0.103641
## [69] train-error:0.103641
## [70] train-error:0.112045
## [71] train-error:0.114846
## [72] train-error:0.114846
## [73] train-error:0.117647
## [74] train-error:0.109244
## [75] train-error:0.106443
## [76] train-error:0.098039
## [77] train-error:0.098039
## [78] train-error:0.106443
## [79] train-error:0.109244
## [80] train-error:0.117647
## [81] train-error:0.103641
## [82] train-error:0.106443
## [83] train-error:0.112045
## [84] train-error:0.109244
## [85] train-error:0.109244
## [86] train-error:0.114846
## [87] train-error:0.100840
## [88] train-error:0.100840
## [89] train-error:0.106443
## [90] train-error:0.106443
## [91] train-error:0.103641
## [92] train-error:0.106443
## [93] train-error:0.106443
## [94] train-error:0.098039
## [95] train-error:0.117647
## [96] train-error:0.112045
## [97] train-error:0.112045
## [98] train-error:0.109244
## [99] train-error:0.109244
## [100]    train-error:0.109244
## [101]    train-error:0.100840
## [102]    train-error:0.109244
## [103]    train-error:0.112045
## [104]    train-error:0.114846
## [105]    train-error:0.112045
## [106]    train-error:0.112045
## [107]    train-error:0.109244
## [108]    train-error:0.112045
## [109]    train-error:0.109244
## [110]    train-error:0.112045
## [111]    train-error:0.109244
## [112]    train-error:0.103641
## [113]    train-error:0.103641
## [114]    train-error:0.095238
## [115]    train-error:0.098039
## [116]    train-error:0.092437
## [117]    train-error:0.098039
## [118]    train-error:0.100840
## [119]    train-error:0.098039
## [120]    train-error:0.098039
## [121]    train-error:0.098039
## [122]    train-error:0.106443
## [123]    train-error:0.100840
## [124]    train-error:0.109244
## [125]    train-error:0.098039
## [126]    train-error:0.103641
## [127]    train-error:0.100840
## [128]    train-error:0.103641
## [129]    train-error:0.103641
## [130]    train-error:0.098039
## [131]    train-error:0.098039
## [132]    train-error:0.106443
## [133]    train-error:0.106443
## [134]    train-error:0.095238
## [135]    train-error:0.100840
## [136]    train-error:0.098039
## [137]    train-error:0.092437
## [138]    train-error:0.095238
## [139]    train-error:0.092437
## [140]    train-error:0.092437
## [141]    train-error:0.095238
## [142]    train-error:0.084034
## [143]    train-error:0.089636
## [144]    train-error:0.092437
## [145]    train-error:0.092437
## [146]    train-error:0.095238
## [147]    train-error:0.092437
## [148]    train-error:0.098039
## [149]    train-error:0.098039
## [150]    train-error:0.100840
## [151]    train-error:0.103641
## [152]    train-error:0.089636
## [153]    train-error:0.092437
## [154]    train-error:0.098039
## [155]    train-error:0.103641
## [156]    train-error:0.100840
## [157]    train-error:0.098039
## [158]    train-error:0.095238
## [159]    train-error:0.095238
## [160]    train-error:0.095238
## [161]    train-error:0.100840
## [162]    train-error:0.098039
## [163]    train-error:0.100840
## [164]    train-error:0.095238
## [165]    train-error:0.103641
## [166]    train-error:0.103641
## [167]    train-error:0.100840
## [168]    train-error:0.100840
## [169]    train-error:0.095238
## [170]    train-error:0.089636
## [171]    train-error:0.089636
## [172]    train-error:0.089636
## [173]    train-error:0.095238
## [174]    train-error:0.100840
## [175]    train-error:0.100840
## [176]    train-error:0.092437
## [177]    train-error:0.089636
## [178]    train-error:0.098039
## [179]    train-error:0.095238
## [180]    train-error:0.095238
## [181]    train-error:0.098039
## [182]    train-error:0.098039
## [183]    train-error:0.095238
## [184]    train-error:0.098039
## [185]    train-error:0.098039
## [186]    train-error:0.103641
## [187]    train-error:0.092437
## [188]    train-error:0.100840
## [189]    train-error:0.098039
## [190]    train-error:0.098039
## [191]    train-error:0.092437
## [192]    train-error:0.095238
## [193]    train-error:0.095238
## [194]    train-error:0.086835
## [195]    train-error:0.092437
## [196]    train-error:0.086835
## [197]    train-error:0.092437
## [198]    train-error:0.098039
## [199]    train-error:0.092437
## [200]    train-error:0.095238
## [201]    train-error:0.095238
## [202]    train-error:0.098039
## [203]    train-error:0.095238
## [204]    train-error:0.089636
## [205]    train-error:0.098039
## [206]    train-error:0.098039
## [207]    train-error:0.098039
## [208]    train-error:0.092437
## [209]    train-error:0.095238
## [210]    train-error:0.098039
## [211]    train-error:0.098039
## [212]    train-error:0.095238
## [213]    train-error:0.095238
## [214]    train-error:0.095238
## [215]    train-error:0.098039
## [216]    train-error:0.095238
## [217]    train-error:0.098039
## [218]    train-error:0.095238
## [219]    train-error:0.092437
## [220]    train-error:0.098039
## [221]    train-error:0.098039
## [222]    train-error:0.089636
## [223]    train-error:0.086835
## [224]    train-error:0.081232
## [225]    train-error:0.081232
## [226]    train-error:0.086835
## [227]    train-error:0.089636
## [228]    train-error:0.084034
## [229]    train-error:0.086835
## [230]    train-error:0.086835
## [231]    train-error:0.084034
## [232]    train-error:0.084034
## [233]    train-error:0.086835
## [234]    train-error:0.086835
## [235]    train-error:0.081232
## [236]    train-error:0.078431
## [237]    train-error:0.081232
## [238]    train-error:0.086835
## [239]    train-error:0.084034
## [240]    train-error:0.078431
## [241]    train-error:0.084034
## [242]    train-error:0.084034
## [243]    train-error:0.078431
## [244]    train-error:0.084034
## [245]    train-error:0.084034
## [246]    train-error:0.086835
## [247]    train-error:0.089636
## [248]    train-error:0.092437
## [249]    train-error:0.089636
## [250]    train-error:0.089636
## [251]    train-error:0.081232
## [252]    train-error:0.084034
## [253]    train-error:0.086835
## [254]    train-error:0.084034
## [255]    train-error:0.086835
## [256]    train-error:0.095238
## [257]    train-error:0.092437
## [258]    train-error:0.095238
## [259]    train-error:0.089636
## [260]    train-error:0.086835
## [261]    train-error:0.084034
## [262]    train-error:0.086835
## [263]    train-error:0.092437
## [264]    train-error:0.095238
## [265]    train-error:0.095238
## [266]    train-error:0.089636
## [267]    train-error:0.095238
## [268]    train-error:0.081232
## [269]    train-error:0.086835
## [270]    train-error:0.084034
## [271]    train-error:0.081232
## [272]    train-error:0.086835
## [273]    train-error:0.086835
## [274]    train-error:0.095238
## [275]    train-error:0.092437
## [276]    train-error:0.089636
## [277]    train-error:0.086835
## [278]    train-error:0.092437
## [279]    train-error:0.092437
## [280]    train-error:0.089636
## [281]    train-error:0.092437
## [282]    train-error:0.086835
## [283]    train-error:0.086835
## [284]    train-error:0.086835
## [285]    train-error:0.086835
## [286]    train-error:0.089636
## [287]    train-error:0.086835
## [288]    train-error:0.086835
## [289]    train-error:0.086835
## [290]    train-error:0.084034
## [291]    train-error:0.084034
## [292]    train-error:0.086835
## [293]    train-error:0.086835
## [294]    train-error:0.089636
## [295]    train-error:0.084034
## [296]    train-error:0.086835
## [297]    train-error:0.084034
## [298]    train-error:0.081232
## [299]    train-error:0.081232
## [300]    train-error:0.075630
## [301]    train-error:0.075630
## [302]    train-error:0.078431
## [303]    train-error:0.081232
## [304]    train-error:0.081232
## [305]    train-error:0.086835
## [306]    train-error:0.081232
## [307]    train-error:0.081232
## [308]    train-error:0.084034
## [309]    train-error:0.089636
## [310]    train-error:0.098039
## [311]    train-error:0.095238
## [312]    train-error:0.084034
## [313]    train-error:0.084034
## [314]    train-error:0.078431
## [315]    train-error:0.078431
## [316]    train-error:0.086835
## [317]    train-error:0.078431
## [318]    train-error:0.084034
## [319]    train-error:0.086835
## [320]    train-error:0.089636
## [321]    train-error:0.081232
## [322]    train-error:0.084034
## [323]    train-error:0.081232
## [324]    train-error:0.084034
## [325]    train-error:0.084034
## [326]    train-error:0.081232
## [327]    train-error:0.081232
## [328]    train-error:0.081232
## [329]    train-error:0.084034
## [330]    train-error:0.084034
## [331]    train-error:0.084034
## [332]    train-error:0.078431
## [333]    train-error:0.078431
## [334]    train-error:0.092437
## [335]    train-error:0.086835
## [336]    train-error:0.081232
## [337]    train-error:0.081232
## [338]    train-error:0.084034
## [339]    train-error:0.078431
## [340]    train-error:0.078431
## [341]    train-error:0.075630
## [342]    train-error:0.081232
## [343]    train-error:0.084034
## [344]    train-error:0.078431
## [345]    train-error:0.075630
## [346]    train-error:0.078431
## [347]    train-error:0.075630
## [348]    train-error:0.078431
## [349]    train-error:0.075630
## [350]    train-error:0.078431
## [351]    train-error:0.084034
## [352]    train-error:0.081232
## [353]    train-error:0.075630
## [354]    train-error:0.078431
## [355]    train-error:0.081232
## [356]    train-error:0.078431
## [357]    train-error:0.081232
## [358]    train-error:0.081232
## [359]    train-error:0.078431
## [360]    train-error:0.081232
## [361]    train-error:0.081232
## [362]    train-error:0.078431
## [363]    train-error:0.081232
## [364]    train-error:0.078431
## [365]    train-error:0.081232
## [366]    train-error:0.081232
## [367]    train-error:0.081232
## [368]    train-error:0.078431
## [369]    train-error:0.075630
## [370]    train-error:0.078431
## [371]    train-error:0.081232
## [372]    train-error:0.081232
## [373]    train-error:0.081232
## [374]    train-error:0.084034
## [375]    train-error:0.084034
## [376]    train-error:0.078431
## [377]    train-error:0.081232
## [378]    train-error:0.078431
## [379]    train-error:0.078431
## [380]    train-error:0.081232
## [381]    train-error:0.084034
## [382]    train-error:0.078431
## [383]    train-error:0.081232
## [384]    train-error:0.084034
## [385]    train-error:0.084034
## [386]    train-error:0.078431
## [387]    train-error:0.078431
## [388]    train-error:0.084034
## [389]    train-error:0.086835
## [390]    train-error:0.084034
## [391]    train-error:0.084034
## [392]    train-error:0.084034
## [393]    train-error:0.086835
## [394]    train-error:0.086835
## [395]    train-error:0.084034
## [396]    train-error:0.081232
## [397]    train-error:0.081232
## [398]    train-error:0.086835
## [399]    train-error:0.084034
## [400]    train-error:0.078431
## [401]    train-error:0.084034
## [402]    train-error:0.084034
## [403]    train-error:0.089636
## [404]    train-error:0.084034
## [405]    train-error:0.084034
## [406]    train-error:0.081232
## [407]    train-error:0.081232
## [408]    train-error:0.084034
## [409]    train-error:0.078431
## [410]    train-error:0.081232
## [411]    train-error:0.081232
## [412]    train-error:0.092437
## [413]    train-error:0.089636
## [414]    train-error:0.092437
## [415]    train-error:0.092437
## [416]    train-error:0.095238
## [417]    train-error:0.089636
## [418]    train-error:0.081232
## [419]    train-error:0.081232
## [420]    train-error:0.081232
## [421]    train-error:0.086835
## [422]    train-error:0.086835
## [423]    train-error:0.084034
## [424]    train-error:0.084034
## [425]    train-error:0.086835
## [426]    train-error:0.084034
## [427]    train-error:0.089636
## [428]    train-error:0.089636
## [429]    train-error:0.084034
## [430]    train-error:0.089636
## [431]    train-error:0.084034
## [432]    train-error:0.086835
## [433]    train-error:0.078431
## [434]    train-error:0.089636
## [435]    train-error:0.086835
## [436]    train-error:0.084034
## [437]    train-error:0.089636
## [438]    train-error:0.089636
## [439]    train-error:0.084034
## [440]    train-error:0.084034
## [441]    train-error:0.084034
## [442]    train-error:0.084034
## [443]    train-error:0.086835
## [444]    train-error:0.092437
## [445]    train-error:0.092437
## [446]    train-error:0.089636
## [447]    train-error:0.095238
## [448]    train-error:0.092437
## [449]    train-error:0.089636
## [450]    train-error:0.089636
## [451]    train-error:0.084034
## [452]    train-error:0.072829
## [453]    train-error:0.075630
## [454]    train-error:0.078431
## [455]    train-error:0.078431
## [456]    train-error:0.084034
## [457]    train-error:0.095238
## [458]    train-error:0.092437
## [459]    train-error:0.086835
## [460]    train-error:0.086835
## [461]    train-error:0.086835
## [462]    train-error:0.078431
## [463]    train-error:0.089636
## [464]    train-error:0.081232
## [465]    train-error:0.086835
## [466]    train-error:0.078431
## [467]    train-error:0.081232
## [468]    train-error:0.081232
## [469]    train-error:0.084034
## [470]    train-error:0.086835
## [471]    train-error:0.086835
## [472]    train-error:0.081232
## [473]    train-error:0.089636
## [474]    train-error:0.092437
## [475]    train-error:0.086835
## [476]    train-error:0.081232
## [477]    train-error:0.086835
## [478]    train-error:0.084034
## [479]    train-error:0.086835
## [480]    train-error:0.078431
## [481]    train-error:0.081232
## [482]    train-error:0.081232
## [483]    train-error:0.084034
## [484]    train-error:0.086835
## [485]    train-error:0.086835
## [486]    train-error:0.089636
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.209497
## [7]  train-error:0.206704
## [8]  train-error:0.206704
## [9]  train-error:0.189944
## [10] train-error:0.184358
## [11] train-error:0.192737
## [12] train-error:0.187151
## [13] train-error:0.178771
## [14] train-error:0.198324
## [15] train-error:0.192737
## [16] train-error:0.198324
## [17] train-error:0.189944
## [18] train-error:0.189944
## [19] train-error:0.184358
## [20] train-error:0.198324
## [21] train-error:0.192737
## [22] train-error:0.195531
## [23] train-error:0.192737
## [24] train-error:0.201117
## [25] train-error:0.187151
## [26] train-error:0.195531
## [27] train-error:0.187151
## [28] train-error:0.189944
## [29] train-error:0.184358
## [30] train-error:0.187151
## [31] train-error:0.189944
## [32] train-error:0.192737
## [33] train-error:0.187151
## [34] train-error:0.192737
## [35] train-error:0.192737
## [36] train-error:0.189944
## [37] train-error:0.189944
## [38] train-error:0.187151
## [39] train-error:0.181564
## [40] train-error:0.187151
## [41] train-error:0.195531
## [42] train-error:0.184358
## [43] train-error:0.192737
## [44] train-error:0.187151
## [45] train-error:0.192737
## [46] train-error:0.189944
## [47] train-error:0.192737
## [48] train-error:0.189944
## [49] train-error:0.189944
## [50] train-error:0.189944
## [51] train-error:0.187151
## [52] train-error:0.195531
## [53] train-error:0.192737
## [54] train-error:0.184358
## [55] train-error:0.187151
## [56] train-error:0.187151
## [57] train-error:0.187151
## [58] train-error:0.187151
## [59] train-error:0.187151
## [60] train-error:0.187151
## [61] train-error:0.192737
## [62] train-error:0.187151
## [63] train-error:0.189944
## [64] train-error:0.184358
## [65] train-error:0.184358
## [66] train-error:0.192737
## [67] train-error:0.192737
## [68] train-error:0.192737
## [69] train-error:0.192737
## [70] train-error:0.195531
## [71] train-error:0.198324
## [72] train-error:0.184358
## [73] train-error:0.189944
## [74] train-error:0.189944
## [75] train-error:0.189944
## [76] train-error:0.192737
## [77] train-error:0.192737
## [78] train-error:0.187151
## [79] train-error:0.187151
## [80] train-error:0.175978
## [81] train-error:0.181564
## [82] train-error:0.187151
## [83] train-error:0.175978
## [84] train-error:0.173184
## [85] train-error:0.187151
## [86] train-error:0.184358
## [87] train-error:0.195531
## [88] train-error:0.195531
## [89] train-error:0.187151
## [90] train-error:0.181564
## [91] train-error:0.173184
## [92] train-error:0.173184
## [93] train-error:0.181564
## [94] train-error:0.184358
## [95] train-error:0.181564
## [96] train-error:0.178771
## [97] train-error:0.184358
## [98] train-error:0.181564
## [99] train-error:0.184358
## [100]    train-error:0.181564
## [101]    train-error:0.181564
## [102]    train-error:0.189944
## [103]    train-error:0.189944
## [104]    train-error:0.187151
## [105]    train-error:0.189944
## [106]    train-error:0.189944
## [107]    train-error:0.189944
## [108]    train-error:0.189944
## [109]    train-error:0.189944
## [110]    train-error:0.181564
## [111]    train-error:0.181564
## [112]    train-error:0.181564
## [113]    train-error:0.184358
## [114]    train-error:0.184358
## [115]    train-error:0.181564
## [116]    train-error:0.184358
## [117]    train-error:0.178771
## [118]    train-error:0.181564
## [119]    train-error:0.184358
## [120]    train-error:0.181564
## [121]    train-error:0.187151
## [122]    train-error:0.187151
## [123]    train-error:0.184358
## [124]    train-error:0.192737
## [125]    train-error:0.184358
## [126]    train-error:0.181564
## [127]    train-error:0.189944
## [128]    train-error:0.192737
## [129]    train-error:0.195531
## [130]    train-error:0.187151
## [131]    train-error:0.187151
## [132]    train-error:0.181564
## [133]    train-error:0.187151
## [134]    train-error:0.195531
## [135]    train-error:0.181564
## [136]    train-error:0.181564
## [137]    train-error:0.181564
## [138]    train-error:0.184358
## [139]    train-error:0.181564
## [140]    train-error:0.181564
## [141]    train-error:0.178771
## [142]    train-error:0.178771
## [143]    train-error:0.178771
## [144]    train-error:0.181564
## [145]    train-error:0.181564
## [146]    train-error:0.178771
## [147]    train-error:0.181564
## [148]    train-error:0.178771
## [149]    train-error:0.181564
## [150]    train-error:0.184358
## [151]    train-error:0.184358
## [152]    train-error:0.187151
## [153]    train-error:0.184358
## [154]    train-error:0.187151
## [155]    train-error:0.184358
## [156]    train-error:0.178771
## [157]    train-error:0.178771
## [158]    train-error:0.181564
## [159]    train-error:0.178771
## [160]    train-error:0.178771
## [161]    train-error:0.178771
## [162]    train-error:0.181564
## [163]    train-error:0.187151
## [164]    train-error:0.187151
## [165]    train-error:0.181564
## [166]    train-error:0.181564
## [167]    train-error:0.175978
## [168]    train-error:0.175978
## [169]    train-error:0.178771
## [170]    train-error:0.178771
## [171]    train-error:0.175978
## [172]    train-error:0.178771
## [173]    train-error:0.175978
## [174]    train-error:0.184358
## [175]    train-error:0.181564
## [176]    train-error:0.187151
## [177]    train-error:0.189944
## [178]    train-error:0.187151
## [179]    train-error:0.184358
## [180]    train-error:0.181564
## [181]    train-error:0.184358
## [182]    train-error:0.187151
## [183]    train-error:0.187151
## [184]    train-error:0.187151
## [185]    train-error:0.187151
## [186]    train-error:0.187151
## [187]    train-error:0.181564
## [188]    train-error:0.181564
## [189]    train-error:0.181564
## [190]    train-error:0.181564
## [191]    train-error:0.181564
## [192]    train-error:0.189944
## [193]    train-error:0.184358
## [194]    train-error:0.187151
## [195]    train-error:0.184358
## [196]    train-error:0.189944
## [197]    train-error:0.187151
## [198]    train-error:0.181564
## [199]    train-error:0.178771
## [200]    train-error:0.181564
## [201]    train-error:0.184358
## [202]    train-error:0.187151
## [203]    train-error:0.184358
## [204]    train-error:0.181564
## [205]    train-error:0.184358
## [206]    train-error:0.181564
## [207]    train-error:0.181564
## [208]    train-error:0.187151
## [209]    train-error:0.184358
## [210]    train-error:0.181564
## [211]    train-error:0.175978
## [212]    train-error:0.178771
## [213]    train-error:0.175978
## [214]    train-error:0.178771
## [215]    train-error:0.181564
## [216]    train-error:0.181564
## [217]    train-error:0.178771
## [218]    train-error:0.181564
## [219]    train-error:0.181564
## [220]    train-error:0.175978
## [221]    train-error:0.184358
## [222]    train-error:0.184358
## [223]    train-error:0.184358
## [224]    train-error:0.184358
## [225]    train-error:0.181564
## [226]    train-error:0.181564
## [227]    train-error:0.181564
## [228]    train-error:0.175978
## [229]    train-error:0.178771
## [230]    train-error:0.175978
## [231]    train-error:0.175978
## [232]    train-error:0.170391
## [233]    train-error:0.175978
## [234]    train-error:0.173184
## [235]    train-error:0.175978
## [236]    train-error:0.175978
## [237]    train-error:0.173184
## [238]    train-error:0.178771
## [239]    train-error:0.181564
## [240]    train-error:0.181564
## [241]    train-error:0.181564
## [242]    train-error:0.181564
## [243]    train-error:0.181564
## [244]    train-error:0.178771
## [245]    train-error:0.178771
## [246]    train-error:0.181564
## [247]    train-error:0.178771
## [248]    train-error:0.178771
## [249]    train-error:0.178771
## [250]    train-error:0.175978
## [251]    train-error:0.173184
## [252]    train-error:0.173184
## [253]    train-error:0.173184
## [254]    train-error:0.173184
## [255]    train-error:0.175978
## [256]    train-error:0.173184
## [257]    train-error:0.170391
## [258]    train-error:0.170391
## [259]    train-error:0.173184
## [260]    train-error:0.173184
## [261]    train-error:0.173184
## [262]    train-error:0.173184
## [263]    train-error:0.173184
## [264]    train-error:0.167598
## [265]    train-error:0.167598
## [266]    train-error:0.167598
## [267]    train-error:0.167598
## [268]    train-error:0.164804
## [269]    train-error:0.170391
## [270]    train-error:0.164804
## [271]    train-error:0.164804
## [272]    train-error:0.170391
## [273]    train-error:0.170391
## [274]    train-error:0.167598
## [275]    train-error:0.164804
## [276]    train-error:0.170391
## [277]    train-error:0.167598
## [278]    train-error:0.164804
## [279]    train-error:0.164804
## [280]    train-error:0.164804
## [281]    train-error:0.167598
## [282]    train-error:0.170391
## [283]    train-error:0.173184
## [284]    train-error:0.167598
## [285]    train-error:0.164804
## [286]    train-error:0.173184
## [287]    train-error:0.178771
## [288]    train-error:0.175978
## [289]    train-error:0.170391
## [290]    train-error:0.173184
## [291]    train-error:0.173184
## [292]    train-error:0.167598
## [293]    train-error:0.164804
## [294]    train-error:0.164804
## [295]    train-error:0.164804
## [296]    train-error:0.175978
## [297]    train-error:0.170391
## [298]    train-error:0.167598
## [299]    train-error:0.170391
## [300]    train-error:0.175978
## [301]    train-error:0.170391
## [302]    train-error:0.170391
## [303]    train-error:0.170391
## [304]    train-error:0.170391
## [305]    train-error:0.167598
## [306]    train-error:0.170391
## [307]    train-error:0.167598
## [308]    train-error:0.159218
## [309]    train-error:0.164804
## [310]    train-error:0.164804
## [311]    train-error:0.164804
## [312]    train-error:0.162011
## [313]    train-error:0.162011
## [314]    train-error:0.167598
## [315]    train-error:0.173184
## [316]    train-error:0.170391
## [317]    train-error:0.170391
## [318]    train-error:0.167598
## [319]    train-error:0.167598
## [320]    train-error:0.167598
## [321]    train-error:0.167598
## [322]    train-error:0.164804
## [323]    train-error:0.164804
## [324]    train-error:0.164804
## [325]    train-error:0.164804
## [326]    train-error:0.164804
## [327]    train-error:0.164804
## [328]    train-error:0.167598
## [329]    train-error:0.167598
## [330]    train-error:0.170391
## [331]    train-error:0.167598
## [332]    train-error:0.164804
## [333]    train-error:0.173184
## [334]    train-error:0.173184
## [335]    train-error:0.173184
## [336]    train-error:0.175978
## [337]    train-error:0.173184
## [338]    train-error:0.173184
## [339]    train-error:0.173184
## [340]    train-error:0.164804
## [341]    train-error:0.156425
## [342]    train-error:0.167598
## [343]    train-error:0.164804
## [344]    train-error:0.170391
## [345]    train-error:0.159218
## [346]    train-error:0.162011
## [347]    train-error:0.162011
## [348]    train-error:0.156425
## [349]    train-error:0.162011
## [350]    train-error:0.162011
## [351]    train-error:0.153631
## [352]    train-error:0.164804
## [353]    train-error:0.164804
## [354]    train-error:0.170391
## [355]    train-error:0.170391
## [356]    train-error:0.170391
## [357]    train-error:0.173184
## [358]    train-error:0.173184
## [359]    train-error:0.173184
## [360]    train-error:0.173184
## [361]    train-error:0.173184
## [362]    train-error:0.173184
## [363]    train-error:0.167598
## [364]    train-error:0.167598
## [365]    train-error:0.164804
## [366]    train-error:0.164804
## [367]    train-error:0.159218
## [368]    train-error:0.156425
## [369]    train-error:0.159218
## [370]    train-error:0.162011
## [371]    train-error:0.159218
## [372]    train-error:0.159218
## [373]    train-error:0.164804
## [374]    train-error:0.159218
## [375]    train-error:0.159218
## [376]    train-error:0.162011
## [377]    train-error:0.162011
## [378]    train-error:0.164804
## [379]    train-error:0.156425
## [380]    train-error:0.164804
## [381]    train-error:0.162011
## [382]    train-error:0.159218
## [383]    train-error:0.162011
## [384]    train-error:0.167598
## [385]    train-error:0.164804
## [386]    train-error:0.167598
## [387]    train-error:0.167598
## [388]    train-error:0.162011
## [389]    train-error:0.167598
## [390]    train-error:0.170391
## [391]    train-error:0.167598
## [392]    train-error:0.167598
## [393]    train-error:0.170391
## [394]    train-error:0.170391
## [395]    train-error:0.173184
## [396]    train-error:0.164804
## [397]    train-error:0.167598
## [398]    train-error:0.162011
## [399]    train-error:0.159218
## [400]    train-error:0.175978
## [401]    train-error:0.162011
## [402]    train-error:0.162011
## [403]    train-error:0.159218
## [404]    train-error:0.159218
## [405]    train-error:0.159218
## [406]    train-error:0.159218
## [407]    train-error:0.159218
## [408]    train-error:0.159218
## [409]    train-error:0.162011
## [410]    train-error:0.159218
## [411]    train-error:0.164804
## [412]    train-error:0.162011
## [413]    train-error:0.153631
## [414]    train-error:0.150838
## [415]    train-error:0.156425
## [416]    train-error:0.153631
## [417]    train-error:0.150838
## [418]    train-error:0.148045
## [419]    train-error:0.150838
## [420]    train-error:0.148045
## [421]    train-error:0.156425
## [422]    train-error:0.156425
## [423]    train-error:0.156425
## [424]    train-error:0.156425
## [425]    train-error:0.156425
## [426]    train-error:0.159218
## [427]    train-error:0.159218
## [428]    train-error:0.159218
## [429]    train-error:0.159218
## [430]    train-error:0.159218
## [431]    train-error:0.159218
## [432]    train-error:0.159218
## [433]    train-error:0.159218
## [434]    train-error:0.156425
## [435]    train-error:0.159218
## [436]    train-error:0.159218
## [437]    train-error:0.159218
## [438]    train-error:0.167598
## [439]    train-error:0.162011
## [440]    train-error:0.167598
## [441]    train-error:0.167598
## [442]    train-error:0.162011
## [443]    train-error:0.162011
## [444]    train-error:0.164804
## [0]  train-error:0.190476
## [1]  train-error:0.204482
## [2]  train-error:0.212885
## [3]  train-error:0.193277
## [4]  train-error:0.182073
## [5]  train-error:0.193277
## [6]  train-error:0.179272
## [7]  train-error:0.184874
## [8]  train-error:0.176471
## [9]  train-error:0.179272
## [10] train-error:0.184874
## [11] train-error:0.184874
## [12] train-error:0.190476
## [13] train-error:0.190476
## [14] train-error:0.179272
## [15] train-error:0.184874
## [16] train-error:0.168067
## [17] train-error:0.170868
## [18] train-error:0.176471
## [19] train-error:0.179272
## [20] train-error:0.173669
## [21] train-error:0.176471
## [22] train-error:0.168067
## [23] train-error:0.182073
## [24] train-error:0.176471
## [25] train-error:0.182073
## [26] train-error:0.176471
## [27] train-error:0.184874
## [28] train-error:0.182073
## [29] train-error:0.184874
## [30] train-error:0.182073
## [31] train-error:0.184874
## [32] train-error:0.173669
## [33] train-error:0.184874
## [34] train-error:0.182073
## [35] train-error:0.187675
## [36] train-error:0.184874
## [37] train-error:0.190476
## [38] train-error:0.184874
## [39] train-error:0.187675
## [40] train-error:0.190476
## [41] train-error:0.187675
## [42] train-error:0.176471
## [43] train-error:0.193277
## [44] train-error:0.182073
## [45] train-error:0.176471
## [46] train-error:0.184874
## [47] train-error:0.173669
## [48] train-error:0.179272
## [49] train-error:0.176471
## [50] train-error:0.168067
## [51] train-error:0.176471
## [52] train-error:0.179272
## [53] train-error:0.179272
## [54] train-error:0.179272
## [55] train-error:0.176471
## [56] train-error:0.170868
## [57] train-error:0.168067
## [58] train-error:0.170868
## [59] train-error:0.170868
## [60] train-error:0.168067
## [61] train-error:0.173669
## [62] train-error:0.173669
## [63] train-error:0.170868
## [64] train-error:0.168067
## [65] train-error:0.179272
## [66] train-error:0.165266
## [67] train-error:0.165266
## [68] train-error:0.162465
## [69] train-error:0.168067
## [70] train-error:0.165266
## [71] train-error:0.159664
## [72] train-error:0.159664
## [73] train-error:0.159664
## [74] train-error:0.170868
## [75] train-error:0.156863
## [76] train-error:0.162465
## [77] train-error:0.165266
## [78] train-error:0.170868
## [79] train-error:0.165266
## [80] train-error:0.165266
## [81] train-error:0.159664
## [82] train-error:0.165266
## [83] train-error:0.159664
## [84] train-error:0.168067
## [85] train-error:0.165266
## [86] train-error:0.159664
## [87] train-error:0.168067
## [88] train-error:0.179272
## [89] train-error:0.168067
## [90] train-error:0.165266
## [91] train-error:0.159664
## [92] train-error:0.168067
## [93] train-error:0.165266
## [94] train-error:0.162465
## [95] train-error:0.168067
## [96] train-error:0.162465
## [97] train-error:0.165266
## [98] train-error:0.165266
## [99] train-error:0.159664
## [100]    train-error:0.159664
## [101]    train-error:0.159664
## [102]    train-error:0.156863
## [103]    train-error:0.151261
## [104]    train-error:0.145658
## [105]    train-error:0.156863
## [106]    train-error:0.142857
## [107]    train-error:0.151261
## [108]    train-error:0.159664
## [109]    train-error:0.159664
## [110]    train-error:0.151261
## [111]    train-error:0.134454
## [112]    train-error:0.156863
## [113]    train-error:0.142857
## [114]    train-error:0.148459
## [115]    train-error:0.151261
## [116]    train-error:0.154062
## [117]    train-error:0.154062
## [118]    train-error:0.156863
## [119]    train-error:0.154062
## [120]    train-error:0.162465
## [121]    train-error:0.145658
## [122]    train-error:0.145658
## [123]    train-error:0.148459
## [124]    train-error:0.140056
## [125]    train-error:0.145658
## [126]    train-error:0.140056
## [127]    train-error:0.148459
## [128]    train-error:0.145658
## [129]    train-error:0.145658
## [130]    train-error:0.156863
## [131]    train-error:0.148459
## [132]    train-error:0.142857
## [133]    train-error:0.140056
## [134]    train-error:0.140056
## [135]    train-error:0.148459
## [136]    train-error:0.148459
## [137]    train-error:0.156863
## [138]    train-error:0.140056
## [139]    train-error:0.142857
## [140]    train-error:0.140056
## [141]    train-error:0.140056
## [142]    train-error:0.134454
## [143]    train-error:0.140056
## [144]    train-error:0.134454
## [145]    train-error:0.137255
## [146]    train-error:0.134454
## [147]    train-error:0.128852
## [148]    train-error:0.126050
## [149]    train-error:0.137255
## [150]    train-error:0.137255
## [151]    train-error:0.134454
## [152]    train-error:0.142857
## [153]    train-error:0.142857
## [154]    train-error:0.142857
## [155]    train-error:0.142857
## [156]    train-error:0.131653
## [157]    train-error:0.131653
## [158]    train-error:0.134454
## [159]    train-error:0.142857
## [160]    train-error:0.137255
## [161]    train-error:0.134454
## [162]    train-error:0.131653
## [163]    train-error:0.134454
## [164]    train-error:0.128852
## [165]    train-error:0.131653
## [166]    train-error:0.137255
## [167]    train-error:0.137255
## [168]    train-error:0.131653
## [169]    train-error:0.140056
## [170]    train-error:0.134454
## [171]    train-error:0.137255
## [172]    train-error:0.140056
## [173]    train-error:0.137255
## [174]    train-error:0.140056
## [175]    train-error:0.137255
## [176]    train-error:0.137255
## [177]    train-error:0.134454
## [178]    train-error:0.137255
## [179]    train-error:0.134454
## [180]    train-error:0.137255
## [181]    train-error:0.140056
## [182]    train-error:0.134454
## [183]    train-error:0.140056
## [184]    train-error:0.145658
## [185]    train-error:0.142857
## [186]    train-error:0.137255
## [187]    train-error:0.137255
## [188]    train-error:0.148459
## [189]    train-error:0.140056
## [190]    train-error:0.145658
## [191]    train-error:0.142857
## [192]    train-error:0.137255
## [193]    train-error:0.142857
## [194]    train-error:0.134454
## [195]    train-error:0.142857
## [196]    train-error:0.145658
## [197]    train-error:0.145658
## [198]    train-error:0.142857
## [199]    train-error:0.131653
## [200]    train-error:0.137255
## [201]    train-error:0.137255
## [202]    train-error:0.140056
## [203]    train-error:0.142857
## [204]    train-error:0.140056
## [205]    train-error:0.134454
## [206]    train-error:0.131653
## [207]    train-error:0.134454
## [208]    train-error:0.145658
## [209]    train-error:0.145658
## [210]    train-error:0.148459
## [211]    train-error:0.142857
## [212]    train-error:0.145658
## [213]    train-error:0.145658
## [214]    train-error:0.140056
## [215]    train-error:0.142857
## [216]    train-error:0.142857
## [217]    train-error:0.128852
## [218]    train-error:0.128852
## [219]    train-error:0.140056
## [220]    train-error:0.140056
## [221]    train-error:0.148459
## [222]    train-error:0.148459
## [223]    train-error:0.148459
## [224]    train-error:0.142857
## [225]    train-error:0.142857
## [226]    train-error:0.140056
## [227]    train-error:0.142857
## [228]    train-error:0.145658
## [229]    train-error:0.145658
## [230]    train-error:0.151261
## [231]    train-error:0.156863
## [232]    train-error:0.156863
## [233]    train-error:0.156863
## [234]    train-error:0.159664
## [235]    train-error:0.156863
## [236]    train-error:0.151261
## [237]    train-error:0.145658
## [238]    train-error:0.142857
## [239]    train-error:0.148459
## [240]    train-error:0.148459
## [241]    train-error:0.145658
## [242]    train-error:0.145658
## [243]    train-error:0.140056
## [244]    train-error:0.142857
## [245]    train-error:0.137255
## [246]    train-error:0.140056
## [247]    train-error:0.137255
## [248]    train-error:0.140056
## [249]    train-error:0.140056
## [250]    train-error:0.140056
## [251]    train-error:0.140056
## [252]    train-error:0.142857
## [253]    train-error:0.140056
## [254]    train-error:0.142857
## [255]    train-error:0.140056
## [256]    train-error:0.140056
## [257]    train-error:0.151261
## [258]    train-error:0.137255
## [259]    train-error:0.142857
## [260]    train-error:0.145658
## [261]    train-error:0.145658
## [262]    train-error:0.148459
## [263]    train-error:0.142857
## [264]    train-error:0.140056
## [265]    train-error:0.137255
## [266]    train-error:0.137255
## [267]    train-error:0.145658
## [268]    train-error:0.142857
## [269]    train-error:0.134454
## [270]    train-error:0.142857
## [271]    train-error:0.145658
## [272]    train-error:0.140056
## [273]    train-error:0.137255
## [274]    train-error:0.145658
## [275]    train-error:0.145658
## [276]    train-error:0.140056
## [277]    train-error:0.134454
## [278]    train-error:0.145658
## [279]    train-error:0.137255
## [280]    train-error:0.145658
## [281]    train-error:0.137255
## [282]    train-error:0.137255
## [283]    train-error:0.137255
## [284]    train-error:0.145658
## [285]    train-error:0.151261
## [286]    train-error:0.148459
## [287]    train-error:0.148459
## [288]    train-error:0.145658
## [289]    train-error:0.145658
## [290]    train-error:0.145658
## [291]    train-error:0.145658
## [292]    train-error:0.137255
## [293]    train-error:0.137255
## [294]    train-error:0.137255
## [295]    train-error:0.134454
## [296]    train-error:0.137255
## [297]    train-error:0.128852
## [298]    train-error:0.131653
## [299]    train-error:0.131653
## [300]    train-error:0.131653
## [301]    train-error:0.131653
## [302]    train-error:0.131653
## [303]    train-error:0.131653
## [304]    train-error:0.140056
## [305]    train-error:0.134454
## [306]    train-error:0.140056
## [307]    train-error:0.131653
## [308]    train-error:0.134454
## [309]    train-error:0.137255
## [310]    train-error:0.137255
## [311]    train-error:0.134454
## [312]    train-error:0.134454
## [313]    train-error:0.131653
## [314]    train-error:0.131653
## [315]    train-error:0.131653
## [316]    train-error:0.137255
## [317]    train-error:0.137255
## [318]    train-error:0.137255
## [319]    train-error:0.137255
## [320]    train-error:0.131653
## [321]    train-error:0.140056
## [322]    train-error:0.134454
## [323]    train-error:0.140056
## [324]    train-error:0.140056
## [325]    train-error:0.137255
## [326]    train-error:0.140056
## [327]    train-error:0.137255
## [328]    train-error:0.140056
## [329]    train-error:0.140056
## [330]    train-error:0.142857
## [331]    train-error:0.145658
## [332]    train-error:0.145658
## [333]    train-error:0.140056
## [334]    train-error:0.140056
## [335]    train-error:0.142857
## [336]    train-error:0.145658
## [337]    train-error:0.137255
## [338]    train-error:0.140056
## [339]    train-error:0.142857
## [340]    train-error:0.140056
## [341]    train-error:0.137255
## [342]    train-error:0.137255
## [343]    train-error:0.134454
## [344]    train-error:0.140056
## [345]    train-error:0.137255
## [346]    train-error:0.140056
## [347]    train-error:0.145658
## [348]    train-error:0.142857
## [349]    train-error:0.140056
## [350]    train-error:0.140056
## [351]    train-error:0.137255
## [352]    train-error:0.142857
## [353]    train-error:0.142857
## [354]    train-error:0.145658
## [355]    train-error:0.140056
## [356]    train-error:0.142857
## [357]    train-error:0.134454
## [358]    train-error:0.140056
## [359]    train-error:0.137255
## [360]    train-error:0.128852
## [361]    train-error:0.131653
## [362]    train-error:0.131653
## [363]    train-error:0.128852
## [364]    train-error:0.131653
## [365]    train-error:0.137255
## [366]    train-error:0.137255
## [367]    train-error:0.134454
## [368]    train-error:0.137255
## [369]    train-error:0.137255
## [370]    train-error:0.134454
## [371]    train-error:0.137255
## [372]    train-error:0.128852
## [373]    train-error:0.131653
## [374]    train-error:0.128852
## [375]    train-error:0.128852
## [376]    train-error:0.128852
## [377]    train-error:0.128852
## [378]    train-error:0.123249
## [379]    train-error:0.134454
## [380]    train-error:0.131653
## [381]    train-error:0.131653
## [382]    train-error:0.134454
## [383]    train-error:0.137255
## [384]    train-error:0.137255
## [385]    train-error:0.137255
## [386]    train-error:0.134454
## [387]    train-error:0.134454
## [388]    train-error:0.137255
## [389]    train-error:0.137255
## [390]    train-error:0.137255
## [391]    train-error:0.134454
## [392]    train-error:0.131653
## [393]    train-error:0.134454
## [394]    train-error:0.131653
## [395]    train-error:0.131653
## [396]    train-error:0.131653
## [397]    train-error:0.134454
## [398]    train-error:0.137255
## [399]    train-error:0.134454
## [400]    train-error:0.137255
## [401]    train-error:0.134454
## [402]    train-error:0.128852
## [403]    train-error:0.131653
## [404]    train-error:0.131653
## [405]    train-error:0.128852
## [406]    train-error:0.128852
## [407]    train-error:0.128852
## [408]    train-error:0.131653
## [409]    train-error:0.126050
## [410]    train-error:0.128852
## [411]    train-error:0.123249
## [412]    train-error:0.120448
## [413]    train-error:0.123249
## [414]    train-error:0.123249
## [415]    train-error:0.126050
## [416]    train-error:0.126050
## [417]    train-error:0.134454
## [418]    train-error:0.126050
## [419]    train-error:0.123249
## [420]    train-error:0.123249
## [421]    train-error:0.123249
## [422]    train-error:0.123249
## [423]    train-error:0.128852
## [424]    train-error:0.131653
## [425]    train-error:0.128852
## [426]    train-error:0.131653
## [427]    train-error:0.131653
## [428]    train-error:0.134454
## [429]    train-error:0.134454
## [430]    train-error:0.131653
## [431]    train-error:0.131653
## [432]    train-error:0.131653
## [433]    train-error:0.134454
## [434]    train-error:0.137255
## [435]    train-error:0.137255
## [436]    train-error:0.145658
## [437]    train-error:0.128852
## [438]    train-error:0.137255
## [439]    train-error:0.134454
## [440]    train-error:0.120448
## [441]    train-error:0.120448
## [442]    train-error:0.123249
## [443]    train-error:0.131653
## [444]    train-error:0.131653
## [0]  train-error:0.218487
## [1]  train-error:0.215686
## [2]  train-error:0.215686
## [3]  train-error:0.212885
## [4]  train-error:0.201681
## [5]  train-error:0.196078
## [6]  train-error:0.196078
## [7]  train-error:0.204482
## [8]  train-error:0.204482
## [9]  train-error:0.198880
## [10] train-error:0.198880
## [11] train-error:0.184874
## [12] train-error:0.198880
## [13] train-error:0.193277
## [14] train-error:0.182073
## [15] train-error:0.179272
## [16] train-error:0.184874
## [17] train-error:0.179272
## [18] train-error:0.179272
## [19] train-error:0.182073
## [20] train-error:0.193277
## [21] train-error:0.190476
## [22] train-error:0.193277
## [23] train-error:0.184874
## [24] train-error:0.187675
## [25] train-error:0.182073
## [26] train-error:0.176471
## [27] train-error:0.176471
## [28] train-error:0.179272
## [29] train-error:0.182073
## [30] train-error:0.184874
## [31] train-error:0.179272
## [32] train-error:0.179272
## [33] train-error:0.179272
## [34] train-error:0.165266
## [35] train-error:0.170868
## [36] train-error:0.173669
## [37] train-error:0.176471
## [38] train-error:0.173669
## [39] train-error:0.159664
## [40] train-error:0.168067
## [41] train-error:0.159664
## [42] train-error:0.165266
## [43] train-error:0.170868
## [44] train-error:0.176471
## [45] train-error:0.170868
## [46] train-error:0.179272
## [47] train-error:0.182073
## [48] train-error:0.176471
## [49] train-error:0.165266
## [50] train-error:0.170868
## [51] train-error:0.162465
## [52] train-error:0.168067
## [53] train-error:0.165266
## [54] train-error:0.168067
## [55] train-error:0.162465
## [56] train-error:0.176471
## [57] train-error:0.168067
## [58] train-error:0.168067
## [59] train-error:0.162465
## [60] train-error:0.162465
## [61] train-error:0.165266
## [62] train-error:0.168067
## [63] train-error:0.168067
## [64] train-error:0.168067
## [65] train-error:0.168067
## [66] train-error:0.165266
## [67] train-error:0.165266
## [68] train-error:0.165266
## [69] train-error:0.165266
## [70] train-error:0.168067
## [71] train-error:0.165266
## [72] train-error:0.168067
## [73] train-error:0.159664
## [74] train-error:0.168067
## [75] train-error:0.165266
## [76] train-error:0.162465
## [77] train-error:0.162465
## [78] train-error:0.179272
## [79] train-error:0.159664
## [80] train-error:0.165266
## [81] train-error:0.162465
## [82] train-error:0.168067
## [83] train-error:0.159664
## [84] train-error:0.165266
## [85] train-error:0.159664
## [86] train-error:0.159664
## [87] train-error:0.165266
## [88] train-error:0.162465
## [89] train-error:0.159664
## [90] train-error:0.165266
## [91] train-error:0.168067
## [92] train-error:0.162465
## [93] train-error:0.165266
## [94] train-error:0.168067
## [95] train-error:0.179272
## [96] train-error:0.173669
## [97] train-error:0.168067
## [98] train-error:0.173669
## [99] train-error:0.173669
## [100]    train-error:0.176471
## [101]    train-error:0.170868
## [102]    train-error:0.168067
## [103]    train-error:0.156863
## [104]    train-error:0.151261
## [105]    train-error:0.154062
## [106]    train-error:0.142857
## [107]    train-error:0.154062
## [108]    train-error:0.145658
## [109]    train-error:0.145658
## [110]    train-error:0.148459
## [111]    train-error:0.148459
## [112]    train-error:0.154062
## [113]    train-error:0.154062
## [114]    train-error:0.165266
## [115]    train-error:0.165266
## [116]    train-error:0.159664
## [117]    train-error:0.159664
## [118]    train-error:0.156863
## [119]    train-error:0.159664
## [120]    train-error:0.159664
## [121]    train-error:0.154062
## [122]    train-error:0.151261
## [123]    train-error:0.148459
## [124]    train-error:0.151261
## [125]    train-error:0.156863
## [126]    train-error:0.156863
## [127]    train-error:0.156863
## [128]    train-error:0.151261
## [129]    train-error:0.154062
## [130]    train-error:0.154062
## [131]    train-error:0.154062
## [132]    train-error:0.151261
## [133]    train-error:0.154062
## [134]    train-error:0.151261
## [135]    train-error:0.154062
## [136]    train-error:0.154062
## [137]    train-error:0.151261
## [138]    train-error:0.148459
## [139]    train-error:0.142857
## [140]    train-error:0.156863
## [141]    train-error:0.151261
## [142]    train-error:0.156863
## [143]    train-error:0.154062
## [144]    train-error:0.145658
## [145]    train-error:0.148459
## [146]    train-error:0.151261
## [147]    train-error:0.148459
## [148]    train-error:0.148459
## [149]    train-error:0.148459
## [150]    train-error:0.148459
## [151]    train-error:0.148459
## [152]    train-error:0.145658
## [153]    train-error:0.140056
## [154]    train-error:0.140056
## [155]    train-error:0.137255
## [156]    train-error:0.137255
## [157]    train-error:0.137255
## [158]    train-error:0.140056
## [159]    train-error:0.142857
## [160]    train-error:0.140056
## [161]    train-error:0.142857
## [162]    train-error:0.151261
## [163]    train-error:0.151261
## [164]    train-error:0.151261
## [165]    train-error:0.145658
## [166]    train-error:0.142857
## [167]    train-error:0.148459
## [168]    train-error:0.151261
## [169]    train-error:0.151261
## [170]    train-error:0.148459
## [171]    train-error:0.148459
## [172]    train-error:0.148459
## [173]    train-error:0.151261
## [174]    train-error:0.154062
## [175]    train-error:0.148459
## [176]    train-error:0.145658
## [177]    train-error:0.142857
## [178]    train-error:0.142857
## [179]    train-error:0.148459
## [180]    train-error:0.148459
## [181]    train-error:0.148459
## [182]    train-error:0.145658
## [183]    train-error:0.145658
## [184]    train-error:0.148459
## [185]    train-error:0.142857
## [186]    train-error:0.142857
## [187]    train-error:0.140056
## [188]    train-error:0.142857
## [189]    train-error:0.142857
## [190]    train-error:0.145658
## [191]    train-error:0.137255
## [192]    train-error:0.137255
## [193]    train-error:0.140056
## [194]    train-error:0.137255
## [195]    train-error:0.142857
## [196]    train-error:0.140056
## [197]    train-error:0.145658
## [198]    train-error:0.145658
## [199]    train-error:0.145658
## [200]    train-error:0.145658
## [201]    train-error:0.151261
## [202]    train-error:0.151261
## [203]    train-error:0.151261
## [204]    train-error:0.148459
## [205]    train-error:0.151261
## [206]    train-error:0.145658
## [207]    train-error:0.151261
## [208]    train-error:0.154062
## [209]    train-error:0.151261
## [210]    train-error:0.156863
## [211]    train-error:0.156863
## [212]    train-error:0.154062
## [213]    train-error:0.156863
## [214]    train-error:0.159664
## [215]    train-error:0.156863
## [216]    train-error:0.159664
## [217]    train-error:0.154062
## [218]    train-error:0.159664
## [219]    train-error:0.156863
## [220]    train-error:0.159664
## [221]    train-error:0.159664
## [222]    train-error:0.154062
## [223]    train-error:0.151261
## [224]    train-error:0.151261
## [225]    train-error:0.151261
## [226]    train-error:0.151261
## [227]    train-error:0.148459
## [228]    train-error:0.151261
## [229]    train-error:0.148459
## [230]    train-error:0.151261
## [231]    train-error:0.151261
## [232]    train-error:0.151261
## [233]    train-error:0.148459
## [234]    train-error:0.156863
## [235]    train-error:0.156863
## [236]    train-error:0.151261
## [237]    train-error:0.151261
## [238]    train-error:0.145658
## [239]    train-error:0.145658
## [240]    train-error:0.142857
## [241]    train-error:0.145658
## [242]    train-error:0.142857
## [243]    train-error:0.142857
## [244]    train-error:0.145658
## [245]    train-error:0.137255
## [246]    train-error:0.142857
## [247]    train-error:0.151261
## [248]    train-error:0.154062
## [249]    train-error:0.156863
## [250]    train-error:0.156863
## [251]    train-error:0.151261
## [252]    train-error:0.154062
## [253]    train-error:0.156863
## [254]    train-error:0.148459
## [255]    train-error:0.154062
## [256]    train-error:0.156863
## [257]    train-error:0.154062
## [258]    train-error:0.142857
## [259]    train-error:0.148459
## [260]    train-error:0.151261
## [261]    train-error:0.142857
## [262]    train-error:0.145658
## [263]    train-error:0.148459
## [264]    train-error:0.151261
## [265]    train-error:0.154062
## [266]    train-error:0.154062
## [267]    train-error:0.151261
## [268]    train-error:0.154062
## [269]    train-error:0.154062
## [270]    train-error:0.154062
## [271]    train-error:0.145658
## [272]    train-error:0.151261
## [273]    train-error:0.148459
## [274]    train-error:0.145658
## [275]    train-error:0.142857
## [276]    train-error:0.142857
## [277]    train-error:0.140056
## [278]    train-error:0.140056
## [279]    train-error:0.145658
## [280]    train-error:0.140056
## [281]    train-error:0.137255
## [282]    train-error:0.140056
## [283]    train-error:0.140056
## [284]    train-error:0.137255
## [285]    train-error:0.137255
## [286]    train-error:0.137255
## [287]    train-error:0.140056
## [288]    train-error:0.142857
## [289]    train-error:0.142857
## [290]    train-error:0.140056
## [291]    train-error:0.142857
## [292]    train-error:0.140056
## [293]    train-error:0.145658
## [294]    train-error:0.145658
## [295]    train-error:0.145658
## [296]    train-error:0.145658
## [297]    train-error:0.142857
## [298]    train-error:0.140056
## [299]    train-error:0.137255
## [300]    train-error:0.142857
## [301]    train-error:0.134454
## [302]    train-error:0.137255
## [303]    train-error:0.137255
## [304]    train-error:0.145658
## [305]    train-error:0.148459
## [306]    train-error:0.142857
## [307]    train-error:0.137255
## [308]    train-error:0.137255
## [309]    train-error:0.140056
## [310]    train-error:0.134454
## [311]    train-error:0.140056
## [312]    train-error:0.140056
## [313]    train-error:0.142857
## [314]    train-error:0.137255
## [315]    train-error:0.134454
## [316]    train-error:0.142857
## [317]    train-error:0.145658
## [318]    train-error:0.151261
## [319]    train-error:0.148459
## [320]    train-error:0.156863
## [321]    train-error:0.154062
## [322]    train-error:0.148459
## [323]    train-error:0.151261
## [324]    train-error:0.151261
## [325]    train-error:0.148459
## [326]    train-error:0.148459
## [327]    train-error:0.151261
## [328]    train-error:0.148459
## [329]    train-error:0.140056
## [330]    train-error:0.140056
## [331]    train-error:0.137255
## [332]    train-error:0.137255
## [333]    train-error:0.137255
## [334]    train-error:0.137255
## [335]    train-error:0.134454
## [336]    train-error:0.134454
## [337]    train-error:0.134454
## [338]    train-error:0.140056
## [339]    train-error:0.140056
## [340]    train-error:0.137255
## [341]    train-error:0.137255
## [342]    train-error:0.134454
## [343]    train-error:0.134454
## [344]    train-error:0.134454
## [345]    train-error:0.137255
## [346]    train-error:0.131653
## [347]    train-error:0.131653
## [348]    train-error:0.142857
## [349]    train-error:0.140056
## [350]    train-error:0.134454
## [351]    train-error:0.137255
## [352]    train-error:0.131653
## [353]    train-error:0.137255
## [354]    train-error:0.140056
## [355]    train-error:0.142857
## [356]    train-error:0.145658
## [357]    train-error:0.148459
## [358]    train-error:0.145658
## [359]    train-error:0.142857
## [360]    train-error:0.142857
## [361]    train-error:0.137255
## [362]    train-error:0.140056
## [363]    train-error:0.140056
## [364]    train-error:0.142857
## [365]    train-error:0.142857
## [366]    train-error:0.140056
## [367]    train-error:0.134454
## [368]    train-error:0.140056
## [369]    train-error:0.140056
## [370]    train-error:0.134454
## [371]    train-error:0.140056
## [372]    train-error:0.137255
## [373]    train-error:0.134454
## [374]    train-error:0.134454
## [375]    train-error:0.137255
## [376]    train-error:0.134454
## [377]    train-error:0.140056
## [378]    train-error:0.137255
## [379]    train-error:0.140056
## [380]    train-error:0.137255
## [381]    train-error:0.134454
## [382]    train-error:0.134454
## [383]    train-error:0.134454
## [384]    train-error:0.137255
## [385]    train-error:0.131653
## [386]    train-error:0.128852
## [387]    train-error:0.140056
## [388]    train-error:0.140056
## [389]    train-error:0.142857
## [390]    train-error:0.145658
## [391]    train-error:0.142857
## [392]    train-error:0.142857
## [393]    train-error:0.156863
## [394]    train-error:0.145658
## [395]    train-error:0.148459
## [396]    train-error:0.140056
## [397]    train-error:0.142857
## [398]    train-error:0.142857
## [399]    train-error:0.145658
## [400]    train-error:0.145658
## [401]    train-error:0.131653
## [402]    train-error:0.134454
## [403]    train-error:0.137255
## [404]    train-error:0.142857
## [405]    train-error:0.142857
## [406]    train-error:0.151261
## [407]    train-error:0.148459
## [408]    train-error:0.140056
## [409]    train-error:0.145658
## [410]    train-error:0.140056
## [411]    train-error:0.134454
## [412]    train-error:0.140056
## [413]    train-error:0.137255
## [414]    train-error:0.140056
## [415]    train-error:0.140056
## [416]    train-error:0.145658
## [417]    train-error:0.148459
## [418]    train-error:0.142857
## [419]    train-error:0.140056
## [420]    train-error:0.142857
## [421]    train-error:0.140056
## [422]    train-error:0.140056
## [423]    train-error:0.137255
## [424]    train-error:0.140056
## [425]    train-error:0.140056
## [426]    train-error:0.140056
## [427]    train-error:0.140056
## [428]    train-error:0.140056
## [429]    train-error:0.134454
## [430]    train-error:0.134454
## [431]    train-error:0.134454
## [432]    train-error:0.134454
## [433]    train-error:0.140056
## [434]    train-error:0.137255
## [435]    train-error:0.134454
## [436]    train-error:0.140056
## [437]    train-error:0.140056
## [438]    train-error:0.140056
## [439]    train-error:0.145658
## [440]    train-error:0.142857
## [441]    train-error:0.142857
## [442]    train-error:0.142857
## [443]    train-error:0.142857
## [444]    train-error:0.142857
## [0]  train-error:0.212290
## [1]  train-error:0.217877
## [2]  train-error:0.217877
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.212290
## [9]  train-error:0.212290
## [10] train-error:0.206704
## [11] train-error:0.206704
## [12] train-error:0.203911
## [13] train-error:0.198324
## [14] train-error:0.215084
## [15] train-error:0.201117
## [16] train-error:0.201117
## [17] train-error:0.192737
## [18] train-error:0.187151
## [19] train-error:0.187151
## [20] train-error:0.212290
## [21] train-error:0.217877
## [22] train-error:0.220670
## [23] train-error:0.209497
## [24] train-error:0.220670
## [25] train-error:0.220670
## [26] train-error:0.212290
## [27] train-error:0.209497
## [28] train-error:0.201117
## [29] train-error:0.195531
## [30] train-error:0.215084
## [31] train-error:0.209497
## [32] train-error:0.203911
## [33] train-error:0.192737
## [34] train-error:0.187151
## [35] train-error:0.187151
## [36] train-error:0.178771
## [37] train-error:0.181564
## [38] train-error:0.181564
## [39] train-error:0.181564
## [40] train-error:0.178771
## [41] train-error:0.181564
## [42] train-error:0.192737
## [43] train-error:0.192737
## [44] train-error:0.195531
## [45] train-error:0.187151
## [46] train-error:0.195531
## [47] train-error:0.195531
## [48] train-error:0.198324
## [49] train-error:0.187151
## [50] train-error:0.192737
## [51] train-error:0.181564
## [52] train-error:0.184358
## [53] train-error:0.195531
## [54] train-error:0.189944
## [55] train-error:0.187151
## [56] train-error:0.187151
## [57] train-error:0.181564
## [58] train-error:0.184358
## [59] train-error:0.178771
## [60] train-error:0.178771
## [61] train-error:0.173184
## [62] train-error:0.167598
## [63] train-error:0.167598
## [64] train-error:0.167598
## [65] train-error:0.167598
## [66] train-error:0.167598
## [67] train-error:0.170391
## [68] train-error:0.170391
## [69] train-error:0.175978
## [70] train-error:0.173184
## [71] train-error:0.170391
## [72] train-error:0.181564
## [73] train-error:0.175978
## [74] train-error:0.170391
## [75] train-error:0.173184
## [76] train-error:0.173184
## [77] train-error:0.170391
## [78] train-error:0.170391
## [79] train-error:0.181564
## [80] train-error:0.170391
## [81] train-error:0.173184
## [82] train-error:0.173184
## [83] train-error:0.181564
## [84] train-error:0.178771
## [85] train-error:0.173184
## [86] train-error:0.173184
## [87] train-error:0.173184
## [88] train-error:0.173184
## [89] train-error:0.175978
## [90] train-error:0.173184
## [91] train-error:0.173184
## [92] train-error:0.170391
## [93] train-error:0.173184
## [94] train-error:0.173184
## [95] train-error:0.175978
## [96] train-error:0.173184
## [97] train-error:0.175978
## [98] train-error:0.173184
## [99] train-error:0.173184
## [100]    train-error:0.173184
## [101]    train-error:0.175978
## [102]    train-error:0.175978
## [103]    train-error:0.178771
## [104]    train-error:0.173184
## [105]    train-error:0.173184
## [106]    train-error:0.173184
## [107]    train-error:0.170391
## [108]    train-error:0.173184
## [109]    train-error:0.170391
## [110]    train-error:0.173184
## [111]    train-error:0.178771
## [112]    train-error:0.175978
## [113]    train-error:0.175978
## [114]    train-error:0.162011
## [115]    train-error:0.164804
## [116]    train-error:0.167598
## [117]    train-error:0.173184
## [118]    train-error:0.164804
## [119]    train-error:0.167598
## [120]    train-error:0.167598
## [121]    train-error:0.164804
## [122]    train-error:0.170391
## [123]    train-error:0.173184
## [124]    train-error:0.170391
## [125]    train-error:0.173184
## [126]    train-error:0.178771
## [127]    train-error:0.178771
## [128]    train-error:0.175978
## [129]    train-error:0.170391
## [130]    train-error:0.173184
## [131]    train-error:0.170391
## [132]    train-error:0.167598
## [133]    train-error:0.164804
## [134]    train-error:0.167598
## [135]    train-error:0.162011
## [136]    train-error:0.162011
## [137]    train-error:0.164804
## [138]    train-error:0.167598
## [139]    train-error:0.164804
## [140]    train-error:0.167598
## [141]    train-error:0.167598
## [142]    train-error:0.170391
## [143]    train-error:0.170391
## [144]    train-error:0.173184
## [145]    train-error:0.173184
## [146]    train-error:0.175978
## [147]    train-error:0.170391
## [148]    train-error:0.167598
## [149]    train-error:0.170391
## [150]    train-error:0.167598
## [151]    train-error:0.170391
## [152]    train-error:0.170391
## [153]    train-error:0.173184
## [154]    train-error:0.173184
## [155]    train-error:0.175978
## [156]    train-error:0.173184
## [157]    train-error:0.173184
## [158]    train-error:0.173184
## [159]    train-error:0.175978
## [160]    train-error:0.167598
## [161]    train-error:0.167598
## [162]    train-error:0.170391
## [163]    train-error:0.173184
## [164]    train-error:0.170391
## [165]    train-error:0.167598
## [166]    train-error:0.170391
## [167]    train-error:0.170391
## [168]    train-error:0.164804
## [169]    train-error:0.170391
## [170]    train-error:0.173184
## [171]    train-error:0.173184
## [172]    train-error:0.167598
## [173]    train-error:0.167598
## [174]    train-error:0.164804
## [175]    train-error:0.170391
## [176]    train-error:0.167598
## [177]    train-error:0.167598
## [178]    train-error:0.173184
## [179]    train-error:0.173184
## [180]    train-error:0.173184
## [181]    train-error:0.173184
## [182]    train-error:0.175978
## [183]    train-error:0.164804
## [184]    train-error:0.167598
## [185]    train-error:0.170391
## [186]    train-error:0.167598
## [187]    train-error:0.164804
## [188]    train-error:0.164804
## [189]    train-error:0.164804
## [190]    train-error:0.162011
## [191]    train-error:0.162011
## [192]    train-error:0.159218
## [193]    train-error:0.162011
## [194]    train-error:0.159218
## [195]    train-error:0.153631
## [196]    train-error:0.156425
## [197]    train-error:0.156425
## [198]    train-error:0.164804
## [199]    train-error:0.167598
## [200]    train-error:0.167598
## [201]    train-error:0.167598
## [202]    train-error:0.167598
## [203]    train-error:0.167598
## [204]    train-error:0.167598
## [205]    train-error:0.167598
## [206]    train-error:0.170391
## [207]    train-error:0.167598
## [208]    train-error:0.167598
## [209]    train-error:0.167598
## [210]    train-error:0.164804
## [211]    train-error:0.164804
## [212]    train-error:0.164804
## [213]    train-error:0.164804
## [214]    train-error:0.164804
## [215]    train-error:0.164804
## [216]    train-error:0.164804
## [217]    train-error:0.164804
## [218]    train-error:0.167598
## [219]    train-error:0.164804
## [220]    train-error:0.162011
## [221]    train-error:0.159218
## [222]    train-error:0.159218
## [223]    train-error:0.156425
## [224]    train-error:0.159218
## [225]    train-error:0.153631
## [226]    train-error:0.153631
## [227]    train-error:0.153631
## [228]    train-error:0.156425
## [229]    train-error:0.153631
## [230]    train-error:0.153631
## [231]    train-error:0.153631
## [232]    train-error:0.153631
## [233]    train-error:0.150838
## [234]    train-error:0.148045
## [235]    train-error:0.148045
## [236]    train-error:0.150838
## [237]    train-error:0.153631
## [238]    train-error:0.156425
## [239]    train-error:0.150838
## [240]    train-error:0.150838
## [241]    train-error:0.150838
## [242]    train-error:0.153631
## [243]    train-error:0.153631
## [244]    train-error:0.153631
## [245]    train-error:0.153631
## [246]    train-error:0.153631
## [247]    train-error:0.153631
## [248]    train-error:0.150838
## [249]    train-error:0.153631
## [250]    train-error:0.153631
## [251]    train-error:0.153631
## [252]    train-error:0.153631
## [253]    train-error:0.153631
## [254]    train-error:0.153631
## [255]    train-error:0.153631
## [256]    train-error:0.153631
## [257]    train-error:0.150838
## [258]    train-error:0.150838
## [259]    train-error:0.153631
## [260]    train-error:0.150838
## [261]    train-error:0.150838
## [262]    train-error:0.153631
## [263]    train-error:0.150838
## [264]    train-error:0.150838
## [265]    train-error:0.150838
## [266]    train-error:0.150838
## [267]    train-error:0.148045
## [268]    train-error:0.150838
## [269]    train-error:0.153631
## [270]    train-error:0.150838
## [271]    train-error:0.156425
## [272]    train-error:0.150838
## [273]    train-error:0.150838
## [274]    train-error:0.153631
## [275]    train-error:0.150838
## [276]    train-error:0.145251
## [277]    train-error:0.145251
## [278]    train-error:0.153631
## [279]    train-error:0.150838
## [280]    train-error:0.150838
## [281]    train-error:0.148045
## [282]    train-error:0.150838
## [283]    train-error:0.150838
## [284]    train-error:0.145251
## [285]    train-error:0.145251
## [286]    train-error:0.145251
## [287]    train-error:0.148045
## [288]    train-error:0.145251
## [289]    train-error:0.145251
## [290]    train-error:0.145251
## [291]    train-error:0.145251
## [292]    train-error:0.142458
## [293]    train-error:0.148045
## [294]    train-error:0.145251
## [295]    train-error:0.148045
## [296]    train-error:0.148045
## [297]    train-error:0.148045
## [298]    train-error:0.142458
## [299]    train-error:0.148045
## [300]    train-error:0.142458
## [301]    train-error:0.142458
## [302]    train-error:0.142458
## [303]    train-error:0.145251
## [304]    train-error:0.145251
## [305]    train-error:0.148045
## [306]    train-error:0.150838
## [307]    train-error:0.148045
## [308]    train-error:0.150838
## [309]    train-error:0.148045
## [310]    train-error:0.148045
## [311]    train-error:0.148045
## [312]    train-error:0.145251
## [313]    train-error:0.145251
## [314]    train-error:0.150838
## [315]    train-error:0.142458
## [316]    train-error:0.145251
## [317]    train-error:0.148045
## [318]    train-error:0.153631
## [319]    train-error:0.150838
## [320]    train-error:0.150838
## [321]    train-error:0.148045
## [322]    train-error:0.150838
## [323]    train-error:0.150838
## [324]    train-error:0.150838
## [325]    train-error:0.150838
## [326]    train-error:0.148045
## [327]    train-error:0.153631
## [328]    train-error:0.150838
## [329]    train-error:0.150838
## [330]    train-error:0.150838
## [331]    train-error:0.153631
## [332]    train-error:0.156425
## [333]    train-error:0.148045
## [334]    train-error:0.153631
## [335]    train-error:0.153631
## [336]    train-error:0.153631
## [337]    train-error:0.145251
## [338]    train-error:0.145251
## [339]    train-error:0.145251
## [340]    train-error:0.145251
## [341]    train-error:0.148045
## [342]    train-error:0.148045
## [343]    train-error:0.145251
## [344]    train-error:0.145251
## [345]    train-error:0.148045
## [346]    train-error:0.145251
## [347]    train-error:0.142458
## [348]    train-error:0.145251
## [349]    train-error:0.145251
## [350]    train-error:0.148045
## [351]    train-error:0.139665
## [352]    train-error:0.139665
## [353]    train-error:0.142458
## [354]    train-error:0.148045
## [355]    train-error:0.142458
## [356]    train-error:0.145251
## [357]    train-error:0.142458
## [358]    train-error:0.142458
## [359]    train-error:0.142458
## [360]    train-error:0.142458
## [361]    train-error:0.139665
## [362]    train-error:0.136872
## [363]    train-error:0.139665
## [364]    train-error:0.145251
## [365]    train-error:0.142458
## [366]    train-error:0.139665
## [367]    train-error:0.142458
## [368]    train-error:0.139665
## [369]    train-error:0.139665
## [370]    train-error:0.136872
## [371]    train-error:0.136872
## [372]    train-error:0.142458
## [373]    train-error:0.134078
## [374]    train-error:0.142458
## [375]    train-error:0.136872
## [376]    train-error:0.142458
## [377]    train-error:0.139665
## [378]    train-error:0.139665
## [379]    train-error:0.139665
## [380]    train-error:0.139665
## [381]    train-error:0.136872
## [382]    train-error:0.148045
## [383]    train-error:0.148045
## [384]    train-error:0.148045
## [385]    train-error:0.150838
## [386]    train-error:0.153631
## [387]    train-error:0.159218
## [0]  train-error:0.358543
## [1]  train-error:0.243697
## [2]  train-error:0.260504
## [3]  train-error:0.226891
## [4]  train-error:0.210084
## [5]  train-error:0.198880
## [6]  train-error:0.184874
## [7]  train-error:0.193277
## [8]  train-error:0.193277
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.193277
## [12] train-error:0.193277
## [13] train-error:0.190476
## [14] train-error:0.193277
## [15] train-error:0.193277
## [16] train-error:0.190476
## [17] train-error:0.184874
## [18] train-error:0.190476
## [19] train-error:0.190476
## [20] train-error:0.193277
## [21] train-error:0.190476
## [22] train-error:0.187675
## [23] train-error:0.182073
## [24] train-error:0.173669
## [25] train-error:0.170868
## [26] train-error:0.165266
## [27] train-error:0.176471
## [28] train-error:0.165266
## [29] train-error:0.162465
## [30] train-error:0.168067
## [31] train-error:0.170868
## [32] train-error:0.173669
## [33] train-error:0.170868
## [34] train-error:0.173669
## [35] train-error:0.182073
## [36] train-error:0.184874
## [37] train-error:0.182073
## [38] train-error:0.187675
## [39] train-error:0.182073
## [40] train-error:0.176471
## [41] train-error:0.187675
## [42] train-error:0.173669
## [43] train-error:0.168067
## [44] train-error:0.168067
## [45] train-error:0.168067
## [46] train-error:0.170868
## [47] train-error:0.170868
## [48] train-error:0.165266
## [49] train-error:0.170868
## [50] train-error:0.170868
## [51] train-error:0.170868
## [52] train-error:0.168067
## [53] train-error:0.165266
## [54] train-error:0.159664
## [55] train-error:0.165266
## [56] train-error:0.165266
## [57] train-error:0.165266
## [58] train-error:0.165266
## [59] train-error:0.168067
## [60] train-error:0.168067
## [61] train-error:0.168067
## [62] train-error:0.165266
## [63] train-error:0.165266
## [64] train-error:0.159664
## [65] train-error:0.165266
## [66] train-error:0.168067
## [67] train-error:0.170868
## [68] train-error:0.173669
## [69] train-error:0.173669
## [70] train-error:0.173669
## [71] train-error:0.159664
## [72] train-error:0.159664
## [73] train-error:0.162465
## [74] train-error:0.162465
## [75] train-error:0.165266
## [76] train-error:0.162465
## [77] train-error:0.165266
## [78] train-error:0.165266
## [79] train-error:0.168067
## [80] train-error:0.165266
## [81] train-error:0.170868
## [82] train-error:0.165266
## [83] train-error:0.165266
## [84] train-error:0.165266
## [85] train-error:0.159664
## [86] train-error:0.159664
## [87] train-error:0.156863
## [88] train-error:0.156863
## [89] train-error:0.159664
## [90] train-error:0.154062
## [91] train-error:0.156863
## [92] train-error:0.156863
## [93] train-error:0.154062
## [94] train-error:0.151261
## [95] train-error:0.159664
## [96] train-error:0.145658
## [97] train-error:0.154062
## [98] train-error:0.148459
## [99] train-error:0.154062
## [100]    train-error:0.154062
## [101]    train-error:0.148459
## [102]    train-error:0.156863
## [103]    train-error:0.145658
## [104]    train-error:0.151261
## [105]    train-error:0.156863
## [106]    train-error:0.159664
## [107]    train-error:0.151261
## [108]    train-error:0.154062
## [109]    train-error:0.151261
## [110]    train-error:0.154062
## [111]    train-error:0.148459
## [112]    train-error:0.154062
## [113]    train-error:0.151261
## [114]    train-error:0.145658
## [115]    train-error:0.148459
## [116]    train-error:0.145658
## [117]    train-error:0.140056
## [118]    train-error:0.142857
## [119]    train-error:0.140056
## [120]    train-error:0.140056
## [121]    train-error:0.140056
## [122]    train-error:0.131653
## [123]    train-error:0.134454
## [124]    train-error:0.128852
## [125]    train-error:0.134454
## [126]    train-error:0.131653
## [127]    train-error:0.128852
## [128]    train-error:0.131653
## [129]    train-error:0.128852
## [130]    train-error:0.126050
## [131]    train-error:0.128852
## [132]    train-error:0.134454
## [133]    train-error:0.140056
## [134]    train-error:0.140056
## [135]    train-error:0.140056
## [136]    train-error:0.137255
## [137]    train-error:0.140056
## [138]    train-error:0.142857
## [139]    train-error:0.140056
## [140]    train-error:0.142857
## [141]    train-error:0.134454
## [142]    train-error:0.131653
## [143]    train-error:0.134454
## [144]    train-error:0.134454
## [145]    train-error:0.131653
## [146]    train-error:0.128852
## [147]    train-error:0.134454
## [148]    train-error:0.142857
## [149]    train-error:0.131653
## [150]    train-error:0.142857
## [151]    train-error:0.140056
## [152]    train-error:0.140056
## [153]    train-error:0.142857
## [154]    train-error:0.140056
## [155]    train-error:0.140056
## [156]    train-error:0.140056
## [157]    train-error:0.137255
## [158]    train-error:0.142857
## [159]    train-error:0.148459
## [160]    train-error:0.140056
## [161]    train-error:0.140056
## [162]    train-error:0.137255
## [163]    train-error:0.148459
## [164]    train-error:0.128852
## [165]    train-error:0.140056
## [166]    train-error:0.140056
## [167]    train-error:0.142857
## [168]    train-error:0.142857
## [169]    train-error:0.140056
## [170]    train-error:0.142857
## [171]    train-error:0.142857
## [172]    train-error:0.142857
## [173]    train-error:0.151261
## [174]    train-error:0.148459
## [175]    train-error:0.151261
## [176]    train-error:0.148459
## [177]    train-error:0.148459
## [178]    train-error:0.148459
## [179]    train-error:0.148459
## [180]    train-error:0.156863
## [181]    train-error:0.151261
## [182]    train-error:0.154062
## [183]    train-error:0.154062
## [184]    train-error:0.151261
## [185]    train-error:0.151261
## [186]    train-error:0.145658
## [187]    train-error:0.145658
## [188]    train-error:0.148459
## [189]    train-error:0.145658
## [190]    train-error:0.142857
## [191]    train-error:0.154062
## [192]    train-error:0.140056
## [193]    train-error:0.137255
## [194]    train-error:0.137255
## [195]    train-error:0.134454
## [196]    train-error:0.134454
## [197]    train-error:0.142857
## [198]    train-error:0.134454
## [199]    train-error:0.137255
## [200]    train-error:0.137255
## [201]    train-error:0.142857
## [202]    train-error:0.145658
## [203]    train-error:0.145658
## [204]    train-error:0.140056
## [205]    train-error:0.145658
## [206]    train-error:0.148459
## [207]    train-error:0.140056
## [208]    train-error:0.137255
## [209]    train-error:0.131653
## [210]    train-error:0.131653
## [211]    train-error:0.134454
## [212]    train-error:0.134454
## [213]    train-error:0.134454
## [214]    train-error:0.134454
## [215]    train-error:0.137255
## [216]    train-error:0.134454
## [217]    train-error:0.131653
## [218]    train-error:0.131653
## [219]    train-error:0.134454
## [220]    train-error:0.140056
## [221]    train-error:0.142857
## [222]    train-error:0.142857
## [223]    train-error:0.145658
## [224]    train-error:0.140056
## [225]    train-error:0.131653
## [226]    train-error:0.137255
## [227]    train-error:0.134454
## [228]    train-error:0.145658
## [229]    train-error:0.140056
## [230]    train-error:0.142857
## [231]    train-error:0.140056
## [232]    train-error:0.131653
## [233]    train-error:0.142857
## [234]    train-error:0.137255
## [235]    train-error:0.142857
## [236]    train-error:0.142857
## [237]    train-error:0.137255
## [238]    train-error:0.137255
## [239]    train-error:0.131653
## [240]    train-error:0.131653
## [241]    train-error:0.131653
## [242]    train-error:0.134454
## [243]    train-error:0.134454
## [244]    train-error:0.131653
## [245]    train-error:0.126050
## [246]    train-error:0.123249
## [247]    train-error:0.137255
## [248]    train-error:0.134454
## [249]    train-error:0.142857
## [250]    train-error:0.134454
## [251]    train-error:0.137255
## [252]    train-error:0.140056
## [253]    train-error:0.134454
## [254]    train-error:0.134454
## [255]    train-error:0.134454
## [256]    train-error:0.137255
## [257]    train-error:0.137255
## [258]    train-error:0.134454
## [259]    train-error:0.134454
## [260]    train-error:0.134454
## [261]    train-error:0.140056
## [262]    train-error:0.142857
## [263]    train-error:0.140056
## [264]    train-error:0.148459
## [265]    train-error:0.142857
## [266]    train-error:0.145658
## [267]    train-error:0.142857
## [268]    train-error:0.142857
## [269]    train-error:0.148459
## [270]    train-error:0.151261
## [271]    train-error:0.151261
## [272]    train-error:0.145658
## [273]    train-error:0.145658
## [274]    train-error:0.145658
## [275]    train-error:0.145658
## [276]    train-error:0.142857
## [277]    train-error:0.142857
## [278]    train-error:0.142857
## [279]    train-error:0.137255
## [280]    train-error:0.145658
## [281]    train-error:0.137255
## [282]    train-error:0.134454
## [283]    train-error:0.137255
## [284]    train-error:0.142857
## [285]    train-error:0.140056
## [286]    train-error:0.142857
## [287]    train-error:0.145658
## [288]    train-error:0.145658
## [289]    train-error:0.148459
## [290]    train-error:0.142857
## [291]    train-error:0.142857
## [292]    train-error:0.140056
## [293]    train-error:0.134454
## [294]    train-error:0.134454
## [295]    train-error:0.137255
## [296]    train-error:0.128852
## [297]    train-error:0.134454
## [298]    train-error:0.134454
## [299]    train-error:0.137255
## [300]    train-error:0.137255
## [301]    train-error:0.131653
## [302]    train-error:0.128852
## [303]    train-error:0.137255
## [304]    train-error:0.140056
## [305]    train-error:0.137255
## [306]    train-error:0.128852
## [307]    train-error:0.128852
## [308]    train-error:0.128852
## [309]    train-error:0.131653
## [310]    train-error:0.126050
## [311]    train-error:0.134454
## [312]    train-error:0.134454
## [313]    train-error:0.134454
## [314]    train-error:0.137255
## [315]    train-error:0.134454
## [316]    train-error:0.131653
## [317]    train-error:0.128852
## [318]    train-error:0.131653
## [319]    train-error:0.131653
## [320]    train-error:0.126050
## [321]    train-error:0.128852
## [322]    train-error:0.131653
## [323]    train-error:0.131653
## [324]    train-error:0.137255
## [325]    train-error:0.137255
## [326]    train-error:0.131653
## [327]    train-error:0.126050
## [328]    train-error:0.123249
## [329]    train-error:0.131653
## [330]    train-error:0.123249
## [331]    train-error:0.128852
## [332]    train-error:0.123249
## [333]    train-error:0.123249
## [334]    train-error:0.126050
## [335]    train-error:0.123249
## [336]    train-error:0.126050
## [337]    train-error:0.134454
## [338]    train-error:0.128852
## [339]    train-error:0.137255
## [340]    train-error:0.137255
## [341]    train-error:0.134454
## [342]    train-error:0.137255
## [343]    train-error:0.126050
## [344]    train-error:0.131653
## [345]    train-error:0.134454
## [346]    train-error:0.126050
## [347]    train-error:0.140056
## [348]    train-error:0.128852
## [349]    train-error:0.131653
## [350]    train-error:0.131653
## [351]    train-error:0.131653
## [352]    train-error:0.123249
## [353]    train-error:0.126050
## [354]    train-error:0.120448
## [355]    train-error:0.128852
## [356]    train-error:0.123249
## [357]    train-error:0.120448
## [358]    train-error:0.120448
## [359]    train-error:0.112045
## [360]    train-error:0.114846
## [361]    train-error:0.112045
## [362]    train-error:0.112045
## [363]    train-error:0.112045
## [364]    train-error:0.103641
## [365]    train-error:0.106443
## [366]    train-error:0.103641
## [367]    train-error:0.106443
## [368]    train-error:0.106443
## [369]    train-error:0.103641
## [370]    train-error:0.103641
## [371]    train-error:0.106443
## [372]    train-error:0.103641
## [373]    train-error:0.103641
## [374]    train-error:0.100840
## [375]    train-error:0.103641
## [376]    train-error:0.109244
## [377]    train-error:0.106443
## [378]    train-error:0.098039
## [379]    train-error:0.100840
## [380]    train-error:0.100840
## [381]    train-error:0.106443
## [382]    train-error:0.109244
## [383]    train-error:0.106443
## [384]    train-error:0.109244
## [385]    train-error:0.103641
## [386]    train-error:0.109244
## [387]    train-error:0.112045
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.243697
## [3]  train-error:0.246499
## [4]  train-error:0.212885
## [5]  train-error:0.218487
## [6]  train-error:0.229692
## [7]  train-error:0.221289
## [8]  train-error:0.207283
## [9]  train-error:0.207283
## [10] train-error:0.207283
## [11] train-error:0.207283
## [12] train-error:0.207283
## [13] train-error:0.210084
## [14] train-error:0.207283
## [15] train-error:0.210084
## [16] train-error:0.204482
## [17] train-error:0.201681
## [18] train-error:0.201681
## [19] train-error:0.201681
## [20] train-error:0.201681
## [21] train-error:0.204482
## [22] train-error:0.198880
## [23] train-error:0.193277
## [24] train-error:0.190476
## [25] train-error:0.196078
## [26] train-error:0.198880
## [27] train-error:0.198880
## [28] train-error:0.190476
## [29] train-error:0.193277
## [30] train-error:0.190476
## [31] train-error:0.190476
## [32] train-error:0.190476
## [33] train-error:0.190476
## [34] train-error:0.187675
## [35] train-error:0.201681
## [36] train-error:0.193277
## [37] train-error:0.198880
## [38] train-error:0.193277
## [39] train-error:0.190476
## [40] train-error:0.184874
## [41] train-error:0.184874
## [42] train-error:0.184874
## [43] train-error:0.179272
## [44] train-error:0.182073
## [45] train-error:0.187675
## [46] train-error:0.190476
## [47] train-error:0.196078
## [48] train-error:0.187675
## [49] train-error:0.182073
## [50] train-error:0.187675
## [51] train-error:0.184874
## [52] train-error:0.187675
## [53] train-error:0.179272
## [54] train-error:0.179272
## [55] train-error:0.176471
## [56] train-error:0.170868
## [57] train-error:0.170868
## [58] train-error:0.168067
## [59] train-error:0.168067
## [60] train-error:0.165266
## [61] train-error:0.159664
## [62] train-error:0.168067
## [63] train-error:0.168067
## [64] train-error:0.168067
## [65] train-error:0.165266
## [66] train-error:0.168067
## [67] train-error:0.168067
## [68] train-error:0.165266
## [69] train-error:0.159664
## [70] train-error:0.165266
## [71] train-error:0.162465
## [72] train-error:0.165266
## [73] train-error:0.159664
## [74] train-error:0.162465
## [75] train-error:0.162465
## [76] train-error:0.170868
## [77] train-error:0.168067
## [78] train-error:0.162465
## [79] train-error:0.162465
## [80] train-error:0.173669
## [81] train-error:0.173669
## [82] train-error:0.176471
## [83] train-error:0.170868
## [84] train-error:0.168067
## [85] train-error:0.176471
## [86] train-error:0.156863
## [87] train-error:0.159664
## [88] train-error:0.162465
## [89] train-error:0.168067
## [90] train-error:0.170868
## [91] train-error:0.170868
## [92] train-error:0.168067
## [93] train-error:0.168067
## [94] train-error:0.165266
## [95] train-error:0.159664
## [96] train-error:0.168067
## [97] train-error:0.165266
## [98] train-error:0.173669
## [99] train-error:0.168067
## [100]    train-error:0.168067
## [101]    train-error:0.168067
## [102]    train-error:0.165266
## [103]    train-error:0.165266
## [104]    train-error:0.168067
## [105]    train-error:0.168067
## [106]    train-error:0.173669
## [107]    train-error:0.162465
## [108]    train-error:0.165266
## [109]    train-error:0.168067
## [110]    train-error:0.154062
## [111]    train-error:0.165266
## [112]    train-error:0.162465
## [113]    train-error:0.154062
## [114]    train-error:0.156863
## [115]    train-error:0.156863
## [116]    train-error:0.154062
## [117]    train-error:0.151261
## [118]    train-error:0.154062
## [119]    train-error:0.154062
## [120]    train-error:0.165266
## [121]    train-error:0.159664
## [122]    train-error:0.162465
## [123]    train-error:0.156863
## [124]    train-error:0.159664
## [125]    train-error:0.154062
## [126]    train-error:0.156863
## [127]    train-error:0.154062
## [128]    train-error:0.156863
## [129]    train-error:0.156863
## [130]    train-error:0.154062
## [131]    train-error:0.156863
## [132]    train-error:0.165266
## [133]    train-error:0.162465
## [134]    train-error:0.165266
## [135]    train-error:0.162465
## [136]    train-error:0.159664
## [137]    train-error:0.156863
## [138]    train-error:0.159664
## [139]    train-error:0.162465
## [140]    train-error:0.165266
## [141]    train-error:0.162465
## [142]    train-error:0.159664
## [143]    train-error:0.165266
## [144]    train-error:0.159664
## [145]    train-error:0.154062
## [146]    train-error:0.162465
## [147]    train-error:0.156863
## [148]    train-error:0.159664
## [149]    train-error:0.159664
## [150]    train-error:0.162465
## [151]    train-error:0.159664
## [152]    train-error:0.151261
## [153]    train-error:0.154062
## [154]    train-error:0.156863
## [155]    train-error:0.156863
## [156]    train-error:0.151261
## [157]    train-error:0.156863
## [158]    train-error:0.156863
## [159]    train-error:0.156863
## [160]    train-error:0.154062
## [161]    train-error:0.154062
## [162]    train-error:0.156863
## [163]    train-error:0.154062
## [164]    train-error:0.156863
## [165]    train-error:0.156863
## [166]    train-error:0.154062
## [167]    train-error:0.148459
## [168]    train-error:0.151261
## [169]    train-error:0.156863
## [170]    train-error:0.156863
## [171]    train-error:0.159664
## [172]    train-error:0.156863
## [173]    train-error:0.154062
## [174]    train-error:0.159664
## [175]    train-error:0.156863
## [176]    train-error:0.156863
## [177]    train-error:0.159664
## [178]    train-error:0.148459
## [179]    train-error:0.156863
## [180]    train-error:0.156863
## [181]    train-error:0.151261
## [182]    train-error:0.154062
## [183]    train-error:0.154062
## [184]    train-error:0.145658
## [185]    train-error:0.148459
## [186]    train-error:0.148459
## [187]    train-error:0.151261
## [188]    train-error:0.156863
## [189]    train-error:0.154062
## [190]    train-error:0.154062
## [191]    train-error:0.154062
## [192]    train-error:0.154062
## [193]    train-error:0.148459
## [194]    train-error:0.151261
## [195]    train-error:0.148459
## [196]    train-error:0.145658
## [197]    train-error:0.145658
## [198]    train-error:0.148459
## [199]    train-error:0.148459
## [200]    train-error:0.148459
## [201]    train-error:0.151261
## [202]    train-error:0.154062
## [203]    train-error:0.159664
## [204]    train-error:0.151261
## [205]    train-error:0.154062
## [206]    train-error:0.154062
## [207]    train-error:0.162465
## [208]    train-error:0.148459
## [209]    train-error:0.151261
## [210]    train-error:0.148459
## [211]    train-error:0.151261
## [212]    train-error:0.148459
## [213]    train-error:0.145658
## [214]    train-error:0.148459
## [215]    train-error:0.148459
## [216]    train-error:0.151261
## [217]    train-error:0.151261
## [218]    train-error:0.145658
## [219]    train-error:0.148459
## [220]    train-error:0.145658
## [221]    train-error:0.145658
## [222]    train-error:0.145658
## [223]    train-error:0.145658
## [224]    train-error:0.145658
## [225]    train-error:0.148459
## [226]    train-error:0.148459
## [227]    train-error:0.148459
## [228]    train-error:0.148459
## [229]    train-error:0.148459
## [230]    train-error:0.148459
## [231]    train-error:0.145658
## [232]    train-error:0.148459
## [233]    train-error:0.151261
## [234]    train-error:0.151261
## [235]    train-error:0.156863
## [236]    train-error:0.154062
## [237]    train-error:0.154062
## [238]    train-error:0.151261
## [239]    train-error:0.154062
## [240]    train-error:0.148459
## [241]    train-error:0.151261
## [242]    train-error:0.154062
## [243]    train-error:0.140056
## [244]    train-error:0.142857
## [245]    train-error:0.134454
## [246]    train-error:0.145658
## [247]    train-error:0.151261
## [248]    train-error:0.142857
## [249]    train-error:0.145658
## [250]    train-error:0.142857
## [251]    train-error:0.142857
## [252]    train-error:0.145658
## [253]    train-error:0.148459
## [254]    train-error:0.145658
## [255]    train-error:0.151261
## [256]    train-error:0.142857
## [257]    train-error:0.151261
## [258]    train-error:0.145658
## [259]    train-error:0.145658
## [260]    train-error:0.145658
## [261]    train-error:0.148459
## [262]    train-error:0.145658
## [263]    train-error:0.142857
## [264]    train-error:0.142857
## [265]    train-error:0.145658
## [266]    train-error:0.142857
## [267]    train-error:0.145658
## [268]    train-error:0.142857
## [269]    train-error:0.148459
## [270]    train-error:0.151261
## [271]    train-error:0.154062
## [272]    train-error:0.154062
## [273]    train-error:0.148459
## [274]    train-error:0.145658
## [275]    train-error:0.142857
## [276]    train-error:0.140056
## [277]    train-error:0.145658
## [278]    train-error:0.145658
## [279]    train-error:0.140056
## [280]    train-error:0.142857
## [281]    train-error:0.142857
## [282]    train-error:0.128852
## [283]    train-error:0.137255
## [284]    train-error:0.145658
## [285]    train-error:0.145658
## [286]    train-error:0.142857
## [287]    train-error:0.142857
## [288]    train-error:0.140056
## [289]    train-error:0.142857
## [290]    train-error:0.134454
## [291]    train-error:0.137255
## [292]    train-error:0.140056
## [293]    train-error:0.142857
## [294]    train-error:0.148459
## [295]    train-error:0.145658
## [296]    train-error:0.148459
## [297]    train-error:0.137255
## [298]    train-error:0.142857
## [299]    train-error:0.140056
## [300]    train-error:0.134454
## [301]    train-error:0.137255
## [302]    train-error:0.137255
## [303]    train-error:0.126050
## [304]    train-error:0.131653
## [305]    train-error:0.131653
## [306]    train-error:0.134454
## [307]    train-error:0.134454
## [308]    train-error:0.131653
## [309]    train-error:0.128852
## [310]    train-error:0.126050
## [311]    train-error:0.142857
## [312]    train-error:0.137255
## [313]    train-error:0.140056
## [314]    train-error:0.137255
## [315]    train-error:0.137255
## [316]    train-error:0.137255
## [317]    train-error:0.134454
## [318]    train-error:0.134454
## [319]    train-error:0.134454
## [320]    train-error:0.128852
## [321]    train-error:0.131653
## [322]    train-error:0.131653
## [323]    train-error:0.131653
## [324]    train-error:0.126050
## [325]    train-error:0.126050
## [326]    train-error:0.126050
## [327]    train-error:0.126050
## [328]    train-error:0.131653
## [329]    train-error:0.134454
## [330]    train-error:0.137255
## [331]    train-error:0.137255
## [332]    train-error:0.134454
## [333]    train-error:0.134454
## [334]    train-error:0.134454
## [335]    train-error:0.131653
## [336]    train-error:0.131653
## [337]    train-error:0.126050
## [338]    train-error:0.126050
## [339]    train-error:0.126050
## [340]    train-error:0.126050
## [341]    train-error:0.131653
## [342]    train-error:0.137255
## [343]    train-error:0.128852
## [344]    train-error:0.134454
## [345]    train-error:0.134454
## [346]    train-error:0.137255
## [347]    train-error:0.140056
## [348]    train-error:0.134454
## [349]    train-error:0.137255
## [350]    train-error:0.142857
## [351]    train-error:0.142857
## [352]    train-error:0.137255
## [353]    train-error:0.134454
## [354]    train-error:0.140056
## [355]    train-error:0.137255
## [356]    train-error:0.134454
## [357]    train-error:0.137255
## [358]    train-error:0.140056
## [359]    train-error:0.140056
## [360]    train-error:0.137255
## [361]    train-error:0.134454
## [362]    train-error:0.137255
## [363]    train-error:0.137255
## [364]    train-error:0.137255
## [365]    train-error:0.140056
## [366]    train-error:0.140056
## [367]    train-error:0.137255
## [368]    train-error:0.134454
## [369]    train-error:0.137255
## [370]    train-error:0.134454
## [371]    train-error:0.134454
## [372]    train-error:0.134454
## [373]    train-error:0.134454
## [374]    train-error:0.137255
## [375]    train-error:0.137255
## [376]    train-error:0.137255
## [377]    train-error:0.128852
## [378]    train-error:0.140056
## [379]    train-error:0.145658
## [380]    train-error:0.145658
## [381]    train-error:0.140056
## [382]    train-error:0.134454
## [383]    train-error:0.134454
## [384]    train-error:0.142857
## [385]    train-error:0.137255
## [386]    train-error:0.134454
## [387]    train-error:0.145658
## [0]  train-error:0.229050
## [1]  train-error:0.220670
## [2]  train-error:0.223464
## [3]  train-error:0.206704
## [4]  train-error:0.203911
## [5]  train-error:0.198324
## [6]  train-error:0.192737
## [7]  train-error:0.181564
## [8]  train-error:0.187151
## [9]  train-error:0.187151
## [10] train-error:0.175978
## [11] train-error:0.170391
## [12] train-error:0.150838
## [13] train-error:0.159218
## [14] train-error:0.148045
## [15] train-error:0.145251
## [16] train-error:0.148045
## [17] train-error:0.145251
## [18] train-error:0.139665
## [19] train-error:0.148045
## [20] train-error:0.142458
## [21] train-error:0.145251
## [22] train-error:0.145251
## [23] train-error:0.139665
## [24] train-error:0.139665
## [25] train-error:0.139665
## [26] train-error:0.139665
## [27] train-error:0.145251
## [28] train-error:0.142458
## [29] train-error:0.142458
## [30] train-error:0.142458
## [31] train-error:0.142458
## [32] train-error:0.142458
## [33] train-error:0.125698
## [34] train-error:0.128492
## [35] train-error:0.128492
## [36] train-error:0.128492
## [37] train-error:0.128492
## [38] train-error:0.134078
## [39] train-error:0.134078
## [40] train-error:0.136872
## [41] train-error:0.139665
## [42] train-error:0.134078
## [43] train-error:0.128492
## [44] train-error:0.128492
## [45] train-error:0.125698
## [46] train-error:0.128492
## [47] train-error:0.131285
## [48] train-error:0.136872
## [49] train-error:0.131285
## [50] train-error:0.134078
## [51] train-error:0.134078
## [52] train-error:0.136872
## [53] train-error:0.136872
## [54] train-error:0.136872
## [55] train-error:0.134078
## [56] train-error:0.128492
## [57] train-error:0.122905
## [58] train-error:0.122905
## [59] train-error:0.125698
## [60] train-error:0.125698
## [61] train-error:0.122905
## [62] train-error:0.120112
## [63] train-error:0.125698
## [64] train-error:0.120112
## [65] train-error:0.125698
## [66] train-error:0.122905
## [67] train-error:0.125698
## [68] train-error:0.134078
## [69] train-error:0.128492
## [70] train-error:0.120112
## [71] train-error:0.122905
## [72] train-error:0.122905
## [73] train-error:0.125698
## [74] train-error:0.128492
## [75] train-error:0.125698
## [76] train-error:0.122905
## [77] train-error:0.125698
## [78] train-error:0.122905
## [79] train-error:0.122905
## [80] train-error:0.117318
## [81] train-error:0.122905
## [82] train-error:0.117318
## [83] train-error:0.125698
## [84] train-error:0.131285
## [85] train-error:0.122905
## [86] train-error:0.122905
## [87] train-error:0.122905
## [88] train-error:0.122905
## [89] train-error:0.122905
## [90] train-error:0.120112
## [91] train-error:0.125698
## [92] train-error:0.117318
## [93] train-error:0.122905
## [94] train-error:0.120112
## [95] train-error:0.117318
## [96] train-error:0.117318
## [97] train-error:0.120112
## [98] train-error:0.120112
## [99] train-error:0.114525
## [100]    train-error:0.122905
## [101]    train-error:0.120112
## [102]    train-error:0.120112
## [103]    train-error:0.117318
## [104]    train-error:0.114525
## [105]    train-error:0.120112
## [106]    train-error:0.111732
## [107]    train-error:0.114525
## [108]    train-error:0.108939
## [109]    train-error:0.117318
## [110]    train-error:0.111732
## [111]    train-error:0.117318
## [112]    train-error:0.117318
## [113]    train-error:0.114525
## [114]    train-error:0.106145
## [115]    train-error:0.108939
## [116]    train-error:0.114525
## [117]    train-error:0.111732
## [118]    train-error:0.108939
## [119]    train-error:0.106145
## [120]    train-error:0.108939
## [121]    train-error:0.106145
## [122]    train-error:0.103352
## [123]    train-error:0.106145
## [124]    train-error:0.108939
## [125]    train-error:0.103352
## [126]    train-error:0.106145
## [127]    train-error:0.103352
## [128]    train-error:0.106145
## [129]    train-error:0.106145
## [130]    train-error:0.108939
## [131]    train-error:0.097765
## [132]    train-error:0.106145
## [133]    train-error:0.097765
## [134]    train-error:0.100559
## [135]    train-error:0.103352
## [136]    train-error:0.103352
## [137]    train-error:0.106145
## [138]    train-error:0.100559
## [139]    train-error:0.103352
## [140]    train-error:0.103352
## [141]    train-error:0.103352
## [142]    train-error:0.106145
## [143]    train-error:0.100559
## [144]    train-error:0.097765
## [145]    train-error:0.100559
## [146]    train-error:0.100559
## [147]    train-error:0.097765
## [148]    train-error:0.100559
## [149]    train-error:0.097765
## [150]    train-error:0.097765
## [151]    train-error:0.094972
## [152]    train-error:0.094972
## [153]    train-error:0.092179
## [154]    train-error:0.097765
## [155]    train-error:0.100559
## [156]    train-error:0.100559
## [157]    train-error:0.103352
## [158]    train-error:0.097765
## [159]    train-error:0.094972
## [160]    train-error:0.094972
## [161]    train-error:0.094972
## [162]    train-error:0.092179
## [163]    train-error:0.089385
## [164]    train-error:0.089385
## [165]    train-error:0.092179
## [166]    train-error:0.086592
## [167]    train-error:0.092179
## [168]    train-error:0.094972
## [169]    train-error:0.089385
## [170]    train-error:0.092179
## [171]    train-error:0.089385
## [172]    train-error:0.092179
## [173]    train-error:0.086592
## [174]    train-error:0.094972
## [175]    train-error:0.089385
## [176]    train-error:0.092179
## [177]    train-error:0.094972
## [178]    train-error:0.092179
## [179]    train-error:0.094972
## [180]    train-error:0.089385
## [181]    train-error:0.092179
## [182]    train-error:0.092179
## [183]    train-error:0.086592
## [184]    train-error:0.081006
## [185]    train-error:0.083799
## [186]    train-error:0.086592
## [187]    train-error:0.092179
## [188]    train-error:0.094972
## [189]    train-error:0.094972
## [190]    train-error:0.092179
## [191]    train-error:0.086592
## [192]    train-error:0.083799
## [193]    train-error:0.086592
## [194]    train-error:0.089385
## [195]    train-error:0.086592
## [196]    train-error:0.089385
## [197]    train-error:0.086592
## [198]    train-error:0.083799
## [199]    train-error:0.089385
## [200]    train-error:0.086592
## [201]    train-error:0.086592
## [202]    train-error:0.089385
## [203]    train-error:0.089385
## [204]    train-error:0.092179
## [205]    train-error:0.083799
## [206]    train-error:0.089385
## [207]    train-error:0.081006
## [208]    train-error:0.089385
## [209]    train-error:0.086592
## [210]    train-error:0.086592
## [211]    train-error:0.083799
## [212]    train-error:0.083799
## [213]    train-error:0.081006
## [214]    train-error:0.081006
## [215]    train-error:0.086592
## [216]    train-error:0.083799
## [217]    train-error:0.083799
## [218]    train-error:0.083799
## [219]    train-error:0.081006
## [220]    train-error:0.086592
## [221]    train-error:0.083799
## [222]    train-error:0.075419
## [223]    train-error:0.075419
## [224]    train-error:0.075419
## [225]    train-error:0.081006
## [226]    train-error:0.081006
## [227]    train-error:0.078212
## [228]    train-error:0.078212
## [229]    train-error:0.081006
## [230]    train-error:0.075419
## [231]    train-error:0.075419
## [232]    train-error:0.078212
## [233]    train-error:0.075419
## [234]    train-error:0.067039
## [235]    train-error:0.075419
## [236]    train-error:0.069832
## [237]    train-error:0.067039
## [238]    train-error:0.069832
## [239]    train-error:0.069832
## [240]    train-error:0.069832
## [241]    train-error:0.069832
## [242]    train-error:0.067039
## [243]    train-error:0.072626
## [244]    train-error:0.064246
## [245]    train-error:0.069832
## [246]    train-error:0.061453
## [247]    train-error:0.067039
## [248]    train-error:0.069832
## [249]    train-error:0.067039
## [250]    train-error:0.067039
## [251]    train-error:0.064246
## [252]    train-error:0.067039
## [253]    train-error:0.067039
## [254]    train-error:0.067039
## [255]    train-error:0.064246
## [256]    train-error:0.069832
## [257]    train-error:0.064246
## [258]    train-error:0.069832
## [259]    train-error:0.069832
## [260]    train-error:0.067039
## [261]    train-error:0.067039
## [262]    train-error:0.067039
## [263]    train-error:0.067039
## [264]    train-error:0.069832
## [265]    train-error:0.069832
## [266]    train-error:0.067039
## [267]    train-error:0.069832
## [268]    train-error:0.072626
## [269]    train-error:0.072626
## [270]    train-error:0.072626
## [271]    train-error:0.067039
## [272]    train-error:0.064246
## [273]    train-error:0.069832
## [274]    train-error:0.072626
## [275]    train-error:0.072626
## [276]    train-error:0.069832
## [277]    train-error:0.075419
## [278]    train-error:0.069832
## [279]    train-error:0.069832
## [280]    train-error:0.069832
## [281]    train-error:0.067039
## [282]    train-error:0.072626
## [283]    train-error:0.069832
## [284]    train-error:0.072626
## [285]    train-error:0.072626
## [286]    train-error:0.072626
## [287]    train-error:0.072626
## [288]    train-error:0.072626
## [289]    train-error:0.075419
## [290]    train-error:0.078212
## [291]    train-error:0.075419
## [292]    train-error:0.072626
## [293]    train-error:0.072626
## [294]    train-error:0.069832
## [295]    train-error:0.072626
## [296]    train-error:0.067039
## [297]    train-error:0.067039
## [298]    train-error:0.069832
## [299]    train-error:0.064246
## [300]    train-error:0.069832
## [301]    train-error:0.061453
## [302]    train-error:0.064246
## [303]    train-error:0.064246
## [304]    train-error:0.069832
## [305]    train-error:0.072626
## [306]    train-error:0.067039
## [307]    train-error:0.064246
## [308]    train-error:0.067039
## [309]    train-error:0.067039
## [310]    train-error:0.061453
## [311]    train-error:0.058659
## [312]    train-error:0.058659
## [313]    train-error:0.058659
## [314]    train-error:0.064246
## [315]    train-error:0.067039
## [316]    train-error:0.064246
## [317]    train-error:0.064246
## [318]    train-error:0.064246
## [319]    train-error:0.061453
## [320]    train-error:0.058659
## [321]    train-error:0.055866
## [322]    train-error:0.058659
## [323]    train-error:0.050279
## [324]    train-error:0.050279
## [325]    train-error:0.053073
## [326]    train-error:0.055866
## [327]    train-error:0.058659
## [328]    train-error:0.055866
## [329]    train-error:0.053073
## [330]    train-error:0.055866
## [331]    train-error:0.053073
## [332]    train-error:0.053073
## [333]    train-error:0.053073
## [334]    train-error:0.058659
## [335]    train-error:0.055866
## [336]    train-error:0.058659
## [337]    train-error:0.050279
## [338]    train-error:0.055866
## [339]    train-error:0.058659
## [340]    train-error:0.055866
## [341]    train-error:0.061453
## [342]    train-error:0.067039
## [343]    train-error:0.055866
## [344]    train-error:0.055866
## [345]    train-error:0.050279
## [346]    train-error:0.047486
## [347]    train-error:0.050279
## [348]    train-error:0.053073
## [349]    train-error:0.053073
## [350]    train-error:0.050279
## [351]    train-error:0.050279
## [352]    train-error:0.058659
## [353]    train-error:0.055866
## [354]    train-error:0.055866
## [355]    train-error:0.055866
## [356]    train-error:0.058659
## [357]    train-error:0.058659
## [358]    train-error:0.058659
## [359]    train-error:0.058659
## [360]    train-error:0.053073
## [361]    train-error:0.053073
## [362]    train-error:0.053073
## [363]    train-error:0.058659
## [364]    train-error:0.055866
## [365]    train-error:0.058659
## [366]    train-error:0.050279
## [367]    train-error:0.050279
## [368]    train-error:0.050279
## [369]    train-error:0.055866
## [370]    train-error:0.055866
## [371]    train-error:0.050279
## [372]    train-error:0.050279
## [373]    train-error:0.055866
## [374]    train-error:0.047486
## [375]    train-error:0.055866
## [376]    train-error:0.053073
## [377]    train-error:0.053073
## [378]    train-error:0.055866
## [379]    train-error:0.053073
## [380]    train-error:0.055866
## [381]    train-error:0.055866
## [382]    train-error:0.055866
## [383]    train-error:0.050279
## [384]    train-error:0.055866
## [385]    train-error:0.055866
## [386]    train-error:0.053073
## [387]    train-error:0.053073
## [388]    train-error:0.053073
## [389]    train-error:0.055866
## [390]    train-error:0.055866
## [391]    train-error:0.053073
## [392]    train-error:0.050279
## [393]    train-error:0.053073
## [394]    train-error:0.050279
## [395]    train-error:0.047486
## [396]    train-error:0.047486
## [397]    train-error:0.039106
## [398]    train-error:0.039106
## [399]    train-error:0.044693
## [400]    train-error:0.050279
## [401]    train-error:0.050279
## [402]    train-error:0.053073
## [403]    train-error:0.050279
## [404]    train-error:0.047486
## [405]    train-error:0.047486
## [406]    train-error:0.044693
## [407]    train-error:0.044693
## [408]    train-error:0.041899
## [409]    train-error:0.050279
## [410]    train-error:0.047486
## [411]    train-error:0.047486
## [412]    train-error:0.047486
## [413]    train-error:0.044693
## [414]    train-error:0.047486
## [415]    train-error:0.041899
## [416]    train-error:0.041899
## [417]    train-error:0.041899
## [418]    train-error:0.044693
## [419]    train-error:0.044693
## [420]    train-error:0.050279
## [421]    train-error:0.050279
## [422]    train-error:0.044693
## [423]    train-error:0.044693
## [424]    train-error:0.047486
## [425]    train-error:0.047486
## [426]    train-error:0.044693
## [427]    train-error:0.041899
## [428]    train-error:0.039106
## [429]    train-error:0.041899
## [430]    train-error:0.044693
## [431]    train-error:0.041899
## [432]    train-error:0.044693
## [433]    train-error:0.041899
## [434]    train-error:0.044693
## [435]    train-error:0.047486
## [436]    train-error:0.047486
## [437]    train-error:0.041899
## [438]    train-error:0.041899
## [439]    train-error:0.041899
## [440]    train-error:0.041899
## [441]    train-error:0.041899
## [442]    train-error:0.044693
## [443]    train-error:0.041899
## [444]    train-error:0.044693
## [445]    train-error:0.047486
## [446]    train-error:0.044693
## [447]    train-error:0.044693
## [448]    train-error:0.044693
## [449]    train-error:0.044693
## [450]    train-error:0.047486
## [451]    train-error:0.044693
## [452]    train-error:0.041899
## [453]    train-error:0.041899
## [454]    train-error:0.041899
## [455]    train-error:0.039106
## [456]    train-error:0.041899
## [457]    train-error:0.041899
## [458]    train-error:0.041899
## [459]    train-error:0.039106
## [460]    train-error:0.039106
## [461]    train-error:0.044693
## [462]    train-error:0.044693
## [463]    train-error:0.044693
## [464]    train-error:0.044693
## [465]    train-error:0.044693
## [466]    train-error:0.044693
## [467]    train-error:0.047486
## [468]    train-error:0.047486
## [469]    train-error:0.041899
## [470]    train-error:0.044693
## [471]    train-error:0.044693
## [472]    train-error:0.047486
## [473]    train-error:0.047486
## [474]    train-error:0.047486
## [475]    train-error:0.047486
## [476]    train-error:0.047486
## [477]    train-error:0.044693
## [478]    train-error:0.041899
## [479]    train-error:0.041899
## [480]    train-error:0.044693
## [481]    train-error:0.041899
## [482]    train-error:0.041899
## [483]    train-error:0.039106
## [484]    train-error:0.041899
## [485]    train-error:0.044693
## [486]    train-error:0.044693
## [487]    train-error:0.041899
## [488]    train-error:0.044693
## [489]    train-error:0.044693
## [490]    train-error:0.044693
## [491]    train-error:0.041899
## [492]    train-error:0.044693
## [493]    train-error:0.047486
## [494]    train-error:0.047486
## [495]    train-error:0.044693
## [496]    train-error:0.044693
## [497]    train-error:0.044693
## [498]    train-error:0.047486
## [499]    train-error:0.044693
## [500]    train-error:0.050279
## [501]    train-error:0.050279
## [502]    train-error:0.050279
## [503]    train-error:0.050279
## [504]    train-error:0.050279
## [505]    train-error:0.050279
## [506]    train-error:0.050279
## [507]    train-error:0.050279
## [508]    train-error:0.044693
## [509]    train-error:0.047486
## [510]    train-error:0.044693
## [511]    train-error:0.044693
## [512]    train-error:0.044693
## [513]    train-error:0.050279
## [514]    train-error:0.047486
## [515]    train-error:0.044693
## [516]    train-error:0.044693
## [517]    train-error:0.047486
## [518]    train-error:0.047486
## [519]    train-error:0.044693
## [520]    train-error:0.047486
## [521]    train-error:0.044693
## [522]    train-error:0.044693
## [523]    train-error:0.050279
## [524]    train-error:0.050279
## [525]    train-error:0.047486
## [526]    train-error:0.050279
## [527]    train-error:0.050279
## [528]    train-error:0.047486
## [529]    train-error:0.047486
## [530]    train-error:0.047486
## [531]    train-error:0.047486
## [532]    train-error:0.044693
## [533]    train-error:0.050279
## [534]    train-error:0.047486
## [535]    train-error:0.053073
## [536]    train-error:0.053073
## [537]    train-error:0.050279
## [538]    train-error:0.053073
## [539]    train-error:0.050279
## [540]    train-error:0.050279
## [541]    train-error:0.050279
## [542]    train-error:0.050279
## [543]    train-error:0.050279
## [544]    train-error:0.050279
## [545]    train-error:0.050279
## [546]    train-error:0.044693
## [547]    train-error:0.044693
## [548]    train-error:0.044693
## [549]    train-error:0.044693
## [550]    train-error:0.044693
## [551]    train-error:0.044693
## [552]    train-error:0.055866
## [553]    train-error:0.047486
## [554]    train-error:0.041899
## [555]    train-error:0.041899
## [556]    train-error:0.041899
## [557]    train-error:0.041899
## [558]    train-error:0.047486
## [559]    train-error:0.047486
## [560]    train-error:0.047486
## [561]    train-error:0.047486
## [562]    train-error:0.044693
## [563]    train-error:0.044693
## [564]    train-error:0.047486
## [565]    train-error:0.041899
## [566]    train-error:0.044693
## [0]  train-error:0.210084
## [1]  train-error:0.162465
## [2]  train-error:0.182073
## [3]  train-error:0.173669
## [4]  train-error:0.156863
## [5]  train-error:0.154062
## [6]  train-error:0.154062
## [7]  train-error:0.168067
## [8]  train-error:0.165266
## [9]  train-error:0.165266
## [10] train-error:0.159664
## [11] train-error:0.170868
## [12] train-error:0.170868
## [13] train-error:0.156863
## [14] train-error:0.159664
## [15] train-error:0.148459
## [16] train-error:0.148459
## [17] train-error:0.145658
## [18] train-error:0.137255
## [19] train-error:0.128852
## [20] train-error:0.126050
## [21] train-error:0.117647
## [22] train-error:0.128852
## [23] train-error:0.128852
## [24] train-error:0.128852
## [25] train-error:0.123249
## [26] train-error:0.112045
## [27] train-error:0.120448
## [28] train-error:0.106443
## [29] train-error:0.112045
## [30] train-error:0.114846
## [31] train-error:0.112045
## [32] train-error:0.114846
## [33] train-error:0.120448
## [34] train-error:0.117647
## [35] train-error:0.112045
## [36] train-error:0.109244
## [37] train-error:0.114846
## [38] train-error:0.112045
## [39] train-error:0.112045
## [40] train-error:0.109244
## [41] train-error:0.109244
## [42] train-error:0.100840
## [43] train-error:0.103641
## [44] train-error:0.103641
## [45] train-error:0.098039
## [46] train-error:0.100840
## [47] train-error:0.106443
## [48] train-error:0.103641
## [49] train-error:0.100840
## [50] train-error:0.103641
## [51] train-error:0.103641
## [52] train-error:0.100840
## [53] train-error:0.098039
## [54] train-error:0.098039
## [55] train-error:0.098039
## [56] train-error:0.100840
## [57] train-error:0.100840
## [58] train-error:0.103641
## [59] train-error:0.100840
## [60] train-error:0.098039
## [61] train-error:0.098039
## [62] train-error:0.095238
## [63] train-error:0.095238
## [64] train-error:0.095238
## [65] train-error:0.095238
## [66] train-error:0.095238
## [67] train-error:0.100840
## [68] train-error:0.100840
## [69] train-error:0.103641
## [70] train-error:0.092437
## [71] train-error:0.098039
## [72] train-error:0.098039
## [73] train-error:0.098039
## [74] train-error:0.098039
## [75] train-error:0.092437
## [76] train-error:0.089636
## [77] train-error:0.089636
## [78] train-error:0.095238
## [79] train-error:0.089636
## [80] train-error:0.084034
## [81] train-error:0.086835
## [82] train-error:0.086835
## [83] train-error:0.081232
## [84] train-error:0.089636
## [85] train-error:0.089636
## [86] train-error:0.089636
## [87] train-error:0.086835
## [88] train-error:0.086835
## [89] train-error:0.084034
## [90] train-error:0.078431
## [91] train-error:0.086835
## [92] train-error:0.089636
## [93] train-error:0.089636
## [94] train-error:0.086835
## [95] train-error:0.089636
## [96] train-error:0.089636
## [97] train-error:0.086835
## [98] train-error:0.089636
## [99] train-error:0.084034
## [100]    train-error:0.084034
## [101]    train-error:0.089636
## [102]    train-error:0.089636
## [103]    train-error:0.089636
## [104]    train-error:0.089636
## [105]    train-error:0.089636
## [106]    train-error:0.089636
## [107]    train-error:0.086835
## [108]    train-error:0.086835
## [109]    train-error:0.086835
## [110]    train-error:0.086835
## [111]    train-error:0.086835
## [112]    train-error:0.086835
## [113]    train-error:0.086835
## [114]    train-error:0.092437
## [115]    train-error:0.092437
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.092437
## [119]    train-error:0.092437
## [120]    train-error:0.089636
## [121]    train-error:0.089636
## [122]    train-error:0.095238
## [123]    train-error:0.089636
## [124]    train-error:0.092437
## [125]    train-error:0.092437
## [126]    train-error:0.089636
## [127]    train-error:0.086835
## [128]    train-error:0.086835
## [129]    train-error:0.086835
## [130]    train-error:0.089636
## [131]    train-error:0.084034
## [132]    train-error:0.092437
## [133]    train-error:0.089636
## [134]    train-error:0.089636
## [135]    train-error:0.089636
## [136]    train-error:0.084034
## [137]    train-error:0.089636
## [138]    train-error:0.089636
## [139]    train-error:0.089636
## [140]    train-error:0.086835
## [141]    train-error:0.086835
## [142]    train-error:0.084034
## [143]    train-error:0.084034
## [144]    train-error:0.078431
## [145]    train-error:0.081232
## [146]    train-error:0.078431
## [147]    train-error:0.081232
## [148]    train-error:0.081232
## [149]    train-error:0.081232
## [150]    train-error:0.081232
## [151]    train-error:0.081232
## [152]    train-error:0.086835
## [153]    train-error:0.081232
## [154]    train-error:0.089636
## [155]    train-error:0.086835
## [156]    train-error:0.084034
## [157]    train-error:0.078431
## [158]    train-error:0.081232
## [159]    train-error:0.081232
## [160]    train-error:0.084034
## [161]    train-error:0.084034
## [162]    train-error:0.084034
## [163]    train-error:0.084034
## [164]    train-error:0.081232
## [165]    train-error:0.078431
## [166]    train-error:0.078431
## [167]    train-error:0.078431
## [168]    train-error:0.075630
## [169]    train-error:0.081232
## [170]    train-error:0.072829
## [171]    train-error:0.075630
## [172]    train-error:0.078431
## [173]    train-error:0.075630
## [174]    train-error:0.075630
## [175]    train-error:0.078431
## [176]    train-error:0.072829
## [177]    train-error:0.075630
## [178]    train-error:0.075630
## [179]    train-error:0.072829
## [180]    train-error:0.078431
## [181]    train-error:0.067227
## [182]    train-error:0.072829
## [183]    train-error:0.081232
## [184]    train-error:0.078431
## [185]    train-error:0.078431
## [186]    train-error:0.075630
## [187]    train-error:0.078431
## [188]    train-error:0.075630
## [189]    train-error:0.081232
## [190]    train-error:0.070028
## [191]    train-error:0.067227
## [192]    train-error:0.064426
## [193]    train-error:0.064426
## [194]    train-error:0.064426
## [195]    train-error:0.061625
## [196]    train-error:0.064426
## [197]    train-error:0.061625
## [198]    train-error:0.064426
## [199]    train-error:0.070028
## [200]    train-error:0.067227
## [201]    train-error:0.067227
## [202]    train-error:0.061625
## [203]    train-error:0.061625
## [204]    train-error:0.064426
## [205]    train-error:0.064426
## [206]    train-error:0.061625
## [207]    train-error:0.061625
## [208]    train-error:0.058824
## [209]    train-error:0.064426
## [210]    train-error:0.067227
## [211]    train-error:0.067227
## [212]    train-error:0.064426
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.067227
## [216]    train-error:0.064426
## [217]    train-error:0.064426
## [218]    train-error:0.067227
## [219]    train-error:0.064426
## [220]    train-error:0.067227
## [221]    train-error:0.061625
## [222]    train-error:0.064426
## [223]    train-error:0.061625
## [224]    train-error:0.061625
## [225]    train-error:0.061625
## [226]    train-error:0.061625
## [227]    train-error:0.061625
## [228]    train-error:0.058824
## [229]    train-error:0.064426
## [230]    train-error:0.061625
## [231]    train-error:0.070028
## [232]    train-error:0.061625
## [233]    train-error:0.058824
## [234]    train-error:0.061625
## [235]    train-error:0.067227
## [236]    train-error:0.058824
## [237]    train-error:0.061625
## [238]    train-error:0.064426
## [239]    train-error:0.064426
## [240]    train-error:0.058824
## [241]    train-error:0.061625
## [242]    train-error:0.058824
## [243]    train-error:0.058824
## [244]    train-error:0.058824
## [245]    train-error:0.056022
## [246]    train-error:0.056022
## [247]    train-error:0.053221
## [248]    train-error:0.056022
## [249]    train-error:0.058824
## [250]    train-error:0.061625
## [251]    train-error:0.058824
## [252]    train-error:0.056022
## [253]    train-error:0.058824
## [254]    train-error:0.056022
## [255]    train-error:0.056022
## [256]    train-error:0.058824
## [257]    train-error:0.056022
## [258]    train-error:0.058824
## [259]    train-error:0.058824
## [260]    train-error:0.056022
## [261]    train-error:0.056022
## [262]    train-error:0.058824
## [263]    train-error:0.058824
## [264]    train-error:0.056022
## [265]    train-error:0.061625
## [266]    train-error:0.056022
## [267]    train-error:0.058824
## [268]    train-error:0.053221
## [269]    train-error:0.056022
## [270]    train-error:0.056022
## [271]    train-error:0.058824
## [272]    train-error:0.050420
## [273]    train-error:0.053221
## [274]    train-error:0.050420
## [275]    train-error:0.056022
## [276]    train-error:0.056022
## [277]    train-error:0.056022
## [278]    train-error:0.058824
## [279]    train-error:0.058824
## [280]    train-error:0.058824
## [281]    train-error:0.053221
## [282]    train-error:0.058824
## [283]    train-error:0.061625
## [284]    train-error:0.053221
## [285]    train-error:0.058824
## [286]    train-error:0.058824
## [287]    train-error:0.061625
## [288]    train-error:0.058824
## [289]    train-error:0.058824
## [290]    train-error:0.058824
## [291]    train-error:0.050420
## [292]    train-error:0.053221
## [293]    train-error:0.056022
## [294]    train-error:0.053221
## [295]    train-error:0.053221
## [296]    train-error:0.053221
## [297]    train-error:0.053221
## [298]    train-error:0.050420
## [299]    train-error:0.053221
## [300]    train-error:0.053221
## [301]    train-error:0.050420
## [302]    train-error:0.050420
## [303]    train-error:0.056022
## [304]    train-error:0.053221
## [305]    train-error:0.053221
## [306]    train-error:0.056022
## [307]    train-error:0.056022
## [308]    train-error:0.056022
## [309]    train-error:0.056022
## [310]    train-error:0.053221
## [311]    train-error:0.056022
## [312]    train-error:0.056022
## [313]    train-error:0.053221
## [314]    train-error:0.053221
## [315]    train-error:0.056022
## [316]    train-error:0.056022
## [317]    train-error:0.056022
## [318]    train-error:0.056022
## [319]    train-error:0.056022
## [320]    train-error:0.053221
## [321]    train-error:0.053221
## [322]    train-error:0.053221
## [323]    train-error:0.050420
## [324]    train-error:0.053221
## [325]    train-error:0.050420
## [326]    train-error:0.050420
## [327]    train-error:0.053221
## [328]    train-error:0.056022
## [329]    train-error:0.056022
## [330]    train-error:0.053221
## [331]    train-error:0.056022
## [332]    train-error:0.056022
## [333]    train-error:0.053221
## [334]    train-error:0.050420
## [335]    train-error:0.047619
## [336]    train-error:0.050420
## [337]    train-error:0.050420
## [338]    train-error:0.047619
## [339]    train-error:0.050420
## [340]    train-error:0.053221
## [341]    train-error:0.053221
## [342]    train-error:0.050420
## [343]    train-error:0.047619
## [344]    train-error:0.047619
## [345]    train-error:0.047619
## [346]    train-error:0.047619
## [347]    train-error:0.050420
## [348]    train-error:0.050420
## [349]    train-error:0.050420
## [350]    train-error:0.044818
## [351]    train-error:0.044818
## [352]    train-error:0.047619
## [353]    train-error:0.050420
## [354]    train-error:0.047619
## [355]    train-error:0.044818
## [356]    train-error:0.050420
## [357]    train-error:0.047619
## [358]    train-error:0.050420
## [359]    train-error:0.050420
## [360]    train-error:0.047619
## [361]    train-error:0.053221
## [362]    train-error:0.053221
## [363]    train-error:0.053221
## [364]    train-error:0.050420
## [365]    train-error:0.053221
## [366]    train-error:0.053221
## [367]    train-error:0.053221
## [368]    train-error:0.056022
## [369]    train-error:0.056022
## [370]    train-error:0.056022
## [371]    train-error:0.053221
## [372]    train-error:0.056022
## [373]    train-error:0.056022
## [374]    train-error:0.050420
## [375]    train-error:0.047619
## [376]    train-error:0.047619
## [377]    train-error:0.047619
## [378]    train-error:0.047619
## [379]    train-error:0.047619
## [380]    train-error:0.047619
## [381]    train-error:0.044818
## [382]    train-error:0.044818
## [383]    train-error:0.050420
## [384]    train-error:0.050420
## [385]    train-error:0.050420
## [386]    train-error:0.047619
## [387]    train-error:0.047619
## [388]    train-error:0.044818
## [389]    train-error:0.047619
## [390]    train-error:0.044818
## [391]    train-error:0.044818
## [392]    train-error:0.044818
## [393]    train-error:0.042017
## [394]    train-error:0.042017
## [395]    train-error:0.044818
## [396]    train-error:0.044818
## [397]    train-error:0.047619
## [398]    train-error:0.047619
## [399]    train-error:0.039216
## [400]    train-error:0.050420
## [401]    train-error:0.047619
## [402]    train-error:0.047619
## [403]    train-error:0.042017
## [404]    train-error:0.042017
## [405]    train-error:0.042017
## [406]    train-error:0.044818
## [407]    train-error:0.044818
## [408]    train-error:0.042017
## [409]    train-error:0.044818
## [410]    train-error:0.042017
## [411]    train-error:0.042017
## [412]    train-error:0.039216
## [413]    train-error:0.042017
## [414]    train-error:0.042017
## [415]    train-error:0.042017
## [416]    train-error:0.042017
## [417]    train-error:0.039216
## [418]    train-error:0.042017
## [419]    train-error:0.039216
## [420]    train-error:0.042017
## [421]    train-error:0.044818
## [422]    train-error:0.042017
## [423]    train-error:0.044818
## [424]    train-error:0.047619
## [425]    train-error:0.044818
## [426]    train-error:0.036415
## [427]    train-error:0.042017
## [428]    train-error:0.039216
## [429]    train-error:0.042017
## [430]    train-error:0.042017
## [431]    train-error:0.039216
## [432]    train-error:0.039216
## [433]    train-error:0.044818
## [434]    train-error:0.039216
## [435]    train-error:0.042017
## [436]    train-error:0.036415
## [437]    train-error:0.039216
## [438]    train-error:0.039216
## [439]    train-error:0.036415
## [440]    train-error:0.044818
## [441]    train-error:0.042017
## [442]    train-error:0.042017
## [443]    train-error:0.044818
## [444]    train-error:0.036415
## [445]    train-error:0.039216
## [446]    train-error:0.042017
## [447]    train-error:0.039216
## [448]    train-error:0.039216
## [449]    train-error:0.042017
## [450]    train-error:0.039216
## [451]    train-error:0.042017
## [452]    train-error:0.042017
## [453]    train-error:0.036415
## [454]    train-error:0.039216
## [455]    train-error:0.036415
## [456]    train-error:0.039216
## [457]    train-error:0.036415
## [458]    train-error:0.036415
## [459]    train-error:0.033613
## [460]    train-error:0.042017
## [461]    train-error:0.042017
## [462]    train-error:0.044818
## [463]    train-error:0.042017
## [464]    train-error:0.036415
## [465]    train-error:0.033613
## [466]    train-error:0.033613
## [467]    train-error:0.036415
## [468]    train-error:0.036415
## [469]    train-error:0.039216
## [470]    train-error:0.036415
## [471]    train-error:0.036415
## [472]    train-error:0.039216
## [473]    train-error:0.039216
## [474]    train-error:0.039216
## [475]    train-error:0.042017
## [476]    train-error:0.042017
## [477]    train-error:0.042017
## [478]    train-error:0.042017
## [479]    train-error:0.039216
## [480]    train-error:0.039216
## [481]    train-error:0.039216
## [482]    train-error:0.042017
## [483]    train-error:0.039216
## [484]    train-error:0.042017
## [485]    train-error:0.042017
## [486]    train-error:0.042017
## [487]    train-error:0.039216
## [488]    train-error:0.039216
## [489]    train-error:0.042017
## [490]    train-error:0.039216
## [491]    train-error:0.042017
## [492]    train-error:0.039216
## [493]    train-error:0.039216
## [494]    train-error:0.039216
## [495]    train-error:0.042017
## [496]    train-error:0.039216
## [497]    train-error:0.039216
## [498]    train-error:0.039216
## [499]    train-error:0.042017
## [500]    train-error:0.042017
## [501]    train-error:0.042017
## [502]    train-error:0.047619
## [503]    train-error:0.042017
## [504]    train-error:0.036415
## [505]    train-error:0.042017
## [506]    train-error:0.044818
## [507]    train-error:0.039216
## [508]    train-error:0.036415
## [509]    train-error:0.033613
## [510]    train-error:0.036415
## [511]    train-error:0.039216
## [512]    train-error:0.039216
## [513]    train-error:0.039216
## [514]    train-error:0.039216
## [515]    train-error:0.042017
## [516]    train-error:0.039216
## [517]    train-error:0.039216
## [518]    train-error:0.039216
## [519]    train-error:0.039216
## [520]    train-error:0.039216
## [521]    train-error:0.039216
## [522]    train-error:0.039216
## [523]    train-error:0.039216
## [524]    train-error:0.036415
## [525]    train-error:0.042017
## [526]    train-error:0.042017
## [527]    train-error:0.039216
## [528]    train-error:0.039216
## [529]    train-error:0.039216
## [530]    train-error:0.042017
## [531]    train-error:0.042017
## [532]    train-error:0.036415
## [533]    train-error:0.039216
## [534]    train-error:0.039216
## [535]    train-error:0.042017
## [536]    train-error:0.042017
## [537]    train-error:0.042017
## [538]    train-error:0.036415
## [539]    train-error:0.036415
## [540]    train-error:0.039216
## [541]    train-error:0.036415
## [542]    train-error:0.036415
## [543]    train-error:0.036415
## [544]    train-error:0.036415
## [545]    train-error:0.036415
## [546]    train-error:0.039216
## [547]    train-error:0.036415
## [548]    train-error:0.036415
## [549]    train-error:0.036415
## [550]    train-error:0.036415
## [551]    train-error:0.042017
## [552]    train-error:0.042017
## [553]    train-error:0.039216
## [554]    train-error:0.042017
## [555]    train-error:0.039216
## [556]    train-error:0.039216
## [557]    train-error:0.039216
## [558]    train-error:0.042017
## [559]    train-error:0.042017
## [560]    train-error:0.042017
## [561]    train-error:0.042017
## [562]    train-error:0.042017
## [563]    train-error:0.042017
## [564]    train-error:0.042017
## [565]    train-error:0.042017
## [566]    train-error:0.039216
## [0]  train-error:0.196078
## [1]  train-error:0.184874
## [2]  train-error:0.162465
## [3]  train-error:0.173669
## [4]  train-error:0.165266
## [5]  train-error:0.154062
## [6]  train-error:0.154062
## [7]  train-error:0.156863
## [8]  train-error:0.154062
## [9]  train-error:0.140056
## [10] train-error:0.151261
## [11] train-error:0.145658
## [12] train-error:0.151261
## [13] train-error:0.140056
## [14] train-error:0.126050
## [15] train-error:0.117647
## [16] train-error:0.123249
## [17] train-error:0.112045
## [18] train-error:0.120448
## [19] train-error:0.114846
## [20] train-error:0.114846
## [21] train-error:0.126050
## [22] train-error:0.114846
## [23] train-error:0.112045
## [24] train-error:0.114846
## [25] train-error:0.112045
## [26] train-error:0.114846
## [27] train-error:0.109244
## [28] train-error:0.109244
## [29] train-error:0.103641
## [30] train-error:0.106443
## [31] train-error:0.106443
## [32] train-error:0.100840
## [33] train-error:0.109244
## [34] train-error:0.100840
## [35] train-error:0.109244
## [36] train-error:0.106443
## [37] train-error:0.103641
## [38] train-error:0.106443
## [39] train-error:0.103641
## [40] train-error:0.109244
## [41] train-error:0.103641
## [42] train-error:0.103641
## [43] train-error:0.103641
## [44] train-error:0.100840
## [45] train-error:0.106443
## [46] train-error:0.100840
## [47] train-error:0.098039
## [48] train-error:0.100840
## [49] train-error:0.098039
## [50] train-error:0.095238
## [51] train-error:0.100840
## [52] train-error:0.100840
## [53] train-error:0.092437
## [54] train-error:0.095238
## [55] train-error:0.089636
## [56] train-error:0.086835
## [57] train-error:0.089636
## [58] train-error:0.089636
## [59] train-error:0.089636
## [60] train-error:0.089636
## [61] train-error:0.092437
## [62] train-error:0.089636
## [63] train-error:0.095238
## [64] train-error:0.092437
## [65] train-error:0.092437
## [66] train-error:0.086835
## [67] train-error:0.089636
## [68] train-error:0.089636
## [69] train-error:0.089636
## [70] train-error:0.084034
## [71] train-error:0.086835
## [72] train-error:0.084034
## [73] train-error:0.084034
## [74] train-error:0.086835
## [75] train-error:0.078431
## [76] train-error:0.084034
## [77] train-error:0.086835
## [78] train-error:0.084034
## [79] train-error:0.078431
## [80] train-error:0.072829
## [81] train-error:0.075630
## [82] train-error:0.084034
## [83] train-error:0.092437
## [84] train-error:0.086835
## [85] train-error:0.075630
## [86] train-error:0.078431
## [87] train-error:0.075630
## [88] train-error:0.081232
## [89] train-error:0.075630
## [90] train-error:0.078431
## [91] train-error:0.078431
## [92] train-error:0.078431
## [93] train-error:0.078431
## [94] train-error:0.075630
## [95] train-error:0.084034
## [96] train-error:0.084034
## [97] train-error:0.081232
## [98] train-error:0.084034
## [99] train-error:0.084034
## [100]    train-error:0.081232
## [101]    train-error:0.081232
## [102]    train-error:0.081232
## [103]    train-error:0.078431
## [104]    train-error:0.084034
## [105]    train-error:0.086835
## [106]    train-error:0.084034
## [107]    train-error:0.086835
## [108]    train-error:0.081232
## [109]    train-error:0.081232
## [110]    train-error:0.081232
## [111]    train-error:0.081232
## [112]    train-error:0.089636
## [113]    train-error:0.084034
## [114]    train-error:0.078431
## [115]    train-error:0.081232
## [116]    train-error:0.084034
## [117]    train-error:0.078431
## [118]    train-error:0.084034
## [119]    train-error:0.075630
## [120]    train-error:0.092437
## [121]    train-error:0.086835
## [122]    train-error:0.089636
## [123]    train-error:0.084034
## [124]    train-error:0.084034
## [125]    train-error:0.081232
## [126]    train-error:0.081232
## [127]    train-error:0.078431
## [128]    train-error:0.084034
## [129]    train-error:0.078431
## [130]    train-error:0.078431
## [131]    train-error:0.078431
## [132]    train-error:0.078431
## [133]    train-error:0.072829
## [134]    train-error:0.078431
## [135]    train-error:0.078431
## [136]    train-error:0.075630
## [137]    train-error:0.078431
## [138]    train-error:0.072829
## [139]    train-error:0.072829
## [140]    train-error:0.072829
## [141]    train-error:0.078431
## [142]    train-error:0.072829
## [143]    train-error:0.070028
## [144]    train-error:0.072829
## [145]    train-error:0.067227
## [146]    train-error:0.067227
## [147]    train-error:0.067227
## [148]    train-error:0.067227
## [149]    train-error:0.070028
## [150]    train-error:0.064426
## [151]    train-error:0.067227
## [152]    train-error:0.067227
## [153]    train-error:0.067227
## [154]    train-error:0.061625
## [155]    train-error:0.070028
## [156]    train-error:0.070028
## [157]    train-error:0.072829
## [158]    train-error:0.072829
## [159]    train-error:0.072829
## [160]    train-error:0.075630
## [161]    train-error:0.075630
## [162]    train-error:0.070028
## [163]    train-error:0.064426
## [164]    train-error:0.070028
## [165]    train-error:0.064426
## [166]    train-error:0.070028
## [167]    train-error:0.070028
## [168]    train-error:0.067227
## [169]    train-error:0.072829
## [170]    train-error:0.067227
## [171]    train-error:0.067227
## [172]    train-error:0.070028
## [173]    train-error:0.075630
## [174]    train-error:0.067227
## [175]    train-error:0.067227
## [176]    train-error:0.067227
## [177]    train-error:0.072829
## [178]    train-error:0.072829
## [179]    train-error:0.072829
## [180]    train-error:0.067227
## [181]    train-error:0.067227
## [182]    train-error:0.064426
## [183]    train-error:0.064426
## [184]    train-error:0.067227
## [185]    train-error:0.070028
## [186]    train-error:0.064426
## [187]    train-error:0.064426
## [188]    train-error:0.064426
## [189]    train-error:0.067227
## [190]    train-error:0.061625
## [191]    train-error:0.061625
## [192]    train-error:0.070028
## [193]    train-error:0.061625
## [194]    train-error:0.064426
## [195]    train-error:0.064426
## [196]    train-error:0.058824
## [197]    train-error:0.067227
## [198]    train-error:0.064426
## [199]    train-error:0.064426
## [200]    train-error:0.067227
## [201]    train-error:0.064426
## [202]    train-error:0.070028
## [203]    train-error:0.070028
## [204]    train-error:0.070028
## [205]    train-error:0.070028
## [206]    train-error:0.067227
## [207]    train-error:0.061625
## [208]    train-error:0.061625
## [209]    train-error:0.061625
## [210]    train-error:0.061625
## [211]    train-error:0.061625
## [212]    train-error:0.064426
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.058824
## [216]    train-error:0.061625
## [217]    train-error:0.061625
## [218]    train-error:0.058824
## [219]    train-error:0.061625
## [220]    train-error:0.061625
## [221]    train-error:0.064426
## [222]    train-error:0.061625
## [223]    train-error:0.064426
## [224]    train-error:0.064426
## [225]    train-error:0.064426
## [226]    train-error:0.067227
## [227]    train-error:0.064426
## [228]    train-error:0.064426
## [229]    train-error:0.061625
## [230]    train-error:0.064426
## [231]    train-error:0.058824
## [232]    train-error:0.058824
## [233]    train-error:0.058824
## [234]    train-error:0.064426
## [235]    train-error:0.064426
## [236]    train-error:0.067227
## [237]    train-error:0.067227
## [238]    train-error:0.064426
## [239]    train-error:0.064426
## [240]    train-error:0.064426
## [241]    train-error:0.064426
## [242]    train-error:0.067227
## [243]    train-error:0.070028
## [244]    train-error:0.058824
## [245]    train-error:0.064426
## [246]    train-error:0.058824
## [247]    train-error:0.058824
## [248]    train-error:0.061625
## [249]    train-error:0.061625
## [250]    train-error:0.064426
## [251]    train-error:0.064426
## [252]    train-error:0.067227
## [253]    train-error:0.064426
## [254]    train-error:0.061625
## [255]    train-error:0.067227
## [256]    train-error:0.064426
## [257]    train-error:0.064426
## [258]    train-error:0.058824
## [259]    train-error:0.056022
## [260]    train-error:0.056022
## [261]    train-error:0.058824
## [262]    train-error:0.058824
## [263]    train-error:0.058824
## [264]    train-error:0.058824
## [265]    train-error:0.058824
## [266]    train-error:0.058824
## [267]    train-error:0.056022
## [268]    train-error:0.061625
## [269]    train-error:0.064426
## [270]    train-error:0.061625
## [271]    train-error:0.058824
## [272]    train-error:0.064426
## [273]    train-error:0.064426
## [274]    train-error:0.061625
## [275]    train-error:0.061625
## [276]    train-error:0.061625
## [277]    train-error:0.064426
## [278]    train-error:0.067227
## [279]    train-error:0.067227
## [280]    train-error:0.067227
## [281]    train-error:0.067227
## [282]    train-error:0.064426
## [283]    train-error:0.067227
## [284]    train-error:0.067227
## [285]    train-error:0.061625
## [286]    train-error:0.061625
## [287]    train-error:0.061625
## [288]    train-error:0.061625
## [289]    train-error:0.061625
## [290]    train-error:0.064426
## [291]    train-error:0.070028
## [292]    train-error:0.072829
## [293]    train-error:0.067227
## [294]    train-error:0.064426
## [295]    train-error:0.061625
## [296]    train-error:0.058824
## [297]    train-error:0.058824
## [298]    train-error:0.061625
## [299]    train-error:0.058824
## [300]    train-error:0.058824
## [301]    train-error:0.061625
## [302]    train-error:0.061625
## [303]    train-error:0.058824
## [304]    train-error:0.061625
## [305]    train-error:0.058824
## [306]    train-error:0.061625
## [307]    train-error:0.058824
## [308]    train-error:0.058824
## [309]    train-error:0.058824
## [310]    train-error:0.058824
## [311]    train-error:0.056022
## [312]    train-error:0.058824
## [313]    train-error:0.056022
## [314]    train-error:0.056022
## [315]    train-error:0.056022
## [316]    train-error:0.058824
## [317]    train-error:0.056022
## [318]    train-error:0.053221
## [319]    train-error:0.053221
## [320]    train-error:0.056022
## [321]    train-error:0.056022
## [322]    train-error:0.056022
## [323]    train-error:0.058824
## [324]    train-error:0.056022
## [325]    train-error:0.053221
## [326]    train-error:0.056022
## [327]    train-error:0.056022
## [328]    train-error:0.056022
## [329]    train-error:0.056022
## [330]    train-error:0.056022
## [331]    train-error:0.056022
## [332]    train-error:0.053221
## [333]    train-error:0.056022
## [334]    train-error:0.053221
## [335]    train-error:0.053221
## [336]    train-error:0.056022
## [337]    train-error:0.053221
## [338]    train-error:0.050420
## [339]    train-error:0.050420
## [340]    train-error:0.056022
## [341]    train-error:0.050420
## [342]    train-error:0.050420
## [343]    train-error:0.050420
## [344]    train-error:0.050420
## [345]    train-error:0.050420
## [346]    train-error:0.056022
## [347]    train-error:0.050420
## [348]    train-error:0.056022
## [349]    train-error:0.058824
## [350]    train-error:0.053221
## [351]    train-error:0.056022
## [352]    train-error:0.056022
## [353]    train-error:0.058824
## [354]    train-error:0.056022
## [355]    train-error:0.053221
## [356]    train-error:0.053221
## [357]    train-error:0.053221
## [358]    train-error:0.050420
## [359]    train-error:0.058824
## [360]    train-error:0.053221
## [361]    train-error:0.050420
## [362]    train-error:0.053221
## [363]    train-error:0.053221
## [364]    train-error:0.050420
## [365]    train-error:0.047619
## [366]    train-error:0.047619
## [367]    train-error:0.058824
## [368]    train-error:0.050420
## [369]    train-error:0.047619
## [370]    train-error:0.056022
## [371]    train-error:0.053221
## [372]    train-error:0.053221
## [373]    train-error:0.047619
## [374]    train-error:0.053221
## [375]    train-error:0.047619
## [376]    train-error:0.050420
## [377]    train-error:0.047619
## [378]    train-error:0.053221
## [379]    train-error:0.044818
## [380]    train-error:0.050420
## [381]    train-error:0.050420
## [382]    train-error:0.050420
## [383]    train-error:0.047619
## [384]    train-error:0.050420
## [385]    train-error:0.050420
## [386]    train-error:0.050420
## [387]    train-error:0.044818
## [388]    train-error:0.050420
## [389]    train-error:0.050420
## [390]    train-error:0.053221
## [391]    train-error:0.050420
## [392]    train-error:0.050420
## [393]    train-error:0.050420
## [394]    train-error:0.050420
## [395]    train-error:0.050420
## [396]    train-error:0.050420
## [397]    train-error:0.050420
## [398]    train-error:0.050420
## [399]    train-error:0.047619
## [400]    train-error:0.053221
## [401]    train-error:0.053221
## [402]    train-error:0.058824
## [403]    train-error:0.050420
## [404]    train-error:0.050420
## [405]    train-error:0.056022
## [406]    train-error:0.056022
## [407]    train-error:0.047619
## [408]    train-error:0.053221
## [409]    train-error:0.044818
## [410]    train-error:0.047619
## [411]    train-error:0.047619
## [412]    train-error:0.050420
## [413]    train-error:0.050420
## [414]    train-error:0.050420
## [415]    train-error:0.053221
## [416]    train-error:0.047619
## [417]    train-error:0.047619
## [418]    train-error:0.050420
## [419]    train-error:0.050420
## [420]    train-error:0.050420
## [421]    train-error:0.047619
## [422]    train-error:0.047619
## [423]    train-error:0.047619
## [424]    train-error:0.050420
## [425]    train-error:0.050420
## [426]    train-error:0.050420
## [427]    train-error:0.050420
## [428]    train-error:0.053221
## [429]    train-error:0.047619
## [430]    train-error:0.044818
## [431]    train-error:0.053221
## [432]    train-error:0.053221
## [433]    train-error:0.050420
## [434]    train-error:0.047619
## [435]    train-error:0.050420
## [436]    train-error:0.044818
## [437]    train-error:0.050420
## [438]    train-error:0.047619
## [439]    train-error:0.047619
## [440]    train-error:0.053221
## [441]    train-error:0.056022
## [442]    train-error:0.050420
## [443]    train-error:0.044818
## [444]    train-error:0.047619
## [445]    train-error:0.047619
## [446]    train-error:0.044818
## [447]    train-error:0.044818
## [448]    train-error:0.044818
## [449]    train-error:0.047619
## [450]    train-error:0.044818
## [451]    train-error:0.044818
## [452]    train-error:0.050420
## [453]    train-error:0.050420
## [454]    train-error:0.047619
## [455]    train-error:0.050420
## [456]    train-error:0.047619
## [457]    train-error:0.044818
## [458]    train-error:0.044818
## [459]    train-error:0.044818
## [460]    train-error:0.042017
## [461]    train-error:0.042017
## [462]    train-error:0.042017
## [463]    train-error:0.044818
## [464]    train-error:0.044818
## [465]    train-error:0.044818
## [466]    train-error:0.047619
## [467]    train-error:0.050420
## [468]    train-error:0.053221
## [469]    train-error:0.050420
## [470]    train-error:0.047619
## [471]    train-error:0.047619
## [472]    train-error:0.050420
## [473]    train-error:0.044818
## [474]    train-error:0.050420
## [475]    train-error:0.050420
## [476]    train-error:0.053221
## [477]    train-error:0.047619
## [478]    train-error:0.047619
## [479]    train-error:0.042017
## [480]    train-error:0.042017
## [481]    train-error:0.044818
## [482]    train-error:0.044818
## [483]    train-error:0.047619
## [484]    train-error:0.050420
## [485]    train-error:0.047619
## [486]    train-error:0.050420
## [487]    train-error:0.047619
## [488]    train-error:0.053221
## [489]    train-error:0.050420
## [490]    train-error:0.050420
## [491]    train-error:0.053221
## [492]    train-error:0.056022
## [493]    train-error:0.050420
## [494]    train-error:0.050420
## [495]    train-error:0.047619
## [496]    train-error:0.050420
## [497]    train-error:0.047619
## [498]    train-error:0.047619
## [499]    train-error:0.044818
## [500]    train-error:0.050420
## [501]    train-error:0.044818
## [502]    train-error:0.042017
## [503]    train-error:0.044818
## [504]    train-error:0.042017
## [505]    train-error:0.044818
## [506]    train-error:0.042017
## [507]    train-error:0.044818
## [508]    train-error:0.042017
## [509]    train-error:0.044818
## [510]    train-error:0.044818
## [511]    train-error:0.044818
## [512]    train-error:0.044818
## [513]    train-error:0.044818
## [514]    train-error:0.042017
## [515]    train-error:0.042017
## [516]    train-error:0.042017
## [517]    train-error:0.042017
## [518]    train-error:0.042017
## [519]    train-error:0.039216
## [520]    train-error:0.042017
## [521]    train-error:0.042017
## [522]    train-error:0.042017
## [523]    train-error:0.044818
## [524]    train-error:0.044818
## [525]    train-error:0.042017
## [526]    train-error:0.042017
## [527]    train-error:0.039216
## [528]    train-error:0.042017
## [529]    train-error:0.039216
## [530]    train-error:0.039216
## [531]    train-error:0.044818
## [532]    train-error:0.047619
## [533]    train-error:0.039216
## [534]    train-error:0.044818
## [535]    train-error:0.042017
## [536]    train-error:0.044818
## [537]    train-error:0.039216
## [538]    train-error:0.039216
## [539]    train-error:0.044818
## [540]    train-error:0.042017
## [541]    train-error:0.042017
## [542]    train-error:0.044818
## [543]    train-error:0.042017
## [544]    train-error:0.042017
## [545]    train-error:0.044818
## [546]    train-error:0.042017
## [547]    train-error:0.042017
## [548]    train-error:0.044818
## [549]    train-error:0.044818
## [550]    train-error:0.044818
## [551]    train-error:0.044818
## [552]    train-error:0.042017
## [553]    train-error:0.042017
## [554]    train-error:0.042017
## [555]    train-error:0.044818
## [556]    train-error:0.044818
## [557]    train-error:0.042017
## [558]    train-error:0.044818
## [559]    train-error:0.044818
## [560]    train-error:0.044818
## [561]    train-error:0.042017
## [562]    train-error:0.039216
## [563]    train-error:0.044818
## [564]    train-error:0.044818
## [565]    train-error:0.039216
## [566]    train-error:0.047619
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.206704
## [3]  train-error:0.198324
## [4]  train-error:0.203911
## [5]  train-error:0.192737
## [6]  train-error:0.192737
## [7]  train-error:0.201117
## [8]  train-error:0.192737
## [9]  train-error:0.164804
## [10] train-error:0.178771
## [11] train-error:0.181564
## [12] train-error:0.192737
## [13] train-error:0.184358
## [14] train-error:0.170391
## [15] train-error:0.170391
## [16] train-error:0.164804
## [17] train-error:0.178771
## [18] train-error:0.170391
## [19] train-error:0.159218
## [20] train-error:0.162011
## [21] train-error:0.159218
## [22] train-error:0.162011
## [23] train-error:0.153631
## [24] train-error:0.162011
## [25] train-error:0.159218
## [26] train-error:0.164804
## [27] train-error:0.159218
## [28] train-error:0.156425
## [29] train-error:0.153631
## [30] train-error:0.156425
## [31] train-error:0.142458
## [32] train-error:0.139665
## [33] train-error:0.145251
## [34] train-error:0.150838
## [35] train-error:0.136872
## [36] train-error:0.148045
## [37] train-error:0.148045
## [38] train-error:0.153631
## [39] train-error:0.150838
## [40] train-error:0.148045
## [41] train-error:0.148045
## [42] train-error:0.145251
## [43] train-error:0.142458
## [44] train-error:0.156425
## [45] train-error:0.150838
## [46] train-error:0.148045
## [47] train-error:0.148045
## [48] train-error:0.150838
## [49] train-error:0.156425
## [50] train-error:0.142458
## [51] train-error:0.142458
## [52] train-error:0.150838
## [53] train-error:0.145251
## [54] train-error:0.142458
## [55] train-error:0.139665
## [56] train-error:0.139665
## [57] train-error:0.150838
## [58] train-error:0.145251
## [59] train-error:0.145251
## [60] train-error:0.139665
## [61] train-error:0.134078
## [62] train-error:0.139665
## [63] train-error:0.148045
## [64] train-error:0.142458
## [65] train-error:0.134078
## [66] train-error:0.142458
## [67] train-error:0.125698
## [68] train-error:0.134078
## [69] train-error:0.128492
## [70] train-error:0.128492
## [71] train-error:0.134078
## [72] train-error:0.122905
## [73] train-error:0.122905
## [74] train-error:0.117318
## [75] train-error:0.125698
## [76] train-error:0.139665
## [77] train-error:0.134078
## [78] train-error:0.128492
## [79] train-error:0.131285
## [80] train-error:0.125698
## [81] train-error:0.120112
## [82] train-error:0.120112
## [83] train-error:0.128492
## [84] train-error:0.122905
## [85] train-error:0.125698
## [86] train-error:0.131285
## [87] train-error:0.114525
## [88] train-error:0.122905
## [89] train-error:0.128492
## [90] train-error:0.125698
## [91] train-error:0.122905
## [92] train-error:0.125698
## [93] train-error:0.122905
## [94] train-error:0.122905
## [95] train-error:0.131285
## [96] train-error:0.134078
## [97] train-error:0.136872
## [98] train-error:0.131285
## [99] train-error:0.125698
## [100]    train-error:0.120112
## [101]    train-error:0.120112
## [102]    train-error:0.120112
## [103]    train-error:0.125698
## [104]    train-error:0.114525
## [105]    train-error:0.117318
## [106]    train-error:0.120112
## [107]    train-error:0.120112
## [108]    train-error:0.117318
## [109]    train-error:0.114525
## [110]    train-error:0.117318
## [111]    train-error:0.120112
## [112]    train-error:0.114525
## [113]    train-error:0.120112
## [114]    train-error:0.120112
## [115]    train-error:0.122905
## [116]    train-error:0.108939
## [117]    train-error:0.114525
## [118]    train-error:0.117318
## [119]    train-error:0.114525
## [120]    train-error:0.117318
## [121]    train-error:0.117318
## [122]    train-error:0.117318
## [123]    train-error:0.120112
## [124]    train-error:0.117318
## [125]    train-error:0.122905
## [126]    train-error:0.120112
## [127]    train-error:0.125698
## [128]    train-error:0.117318
## [129]    train-error:0.122905
## [130]    train-error:0.125698
## [131]    train-error:0.120112
## [132]    train-error:0.114525
## [133]    train-error:0.114525
## [134]    train-error:0.114525
## [135]    train-error:0.122905
## [136]    train-error:0.120112
## [137]    train-error:0.120112
## [138]    train-error:0.122905
## [139]    train-error:0.125698
## [140]    train-error:0.125698
## [141]    train-error:0.114525
## [142]    train-error:0.122905
## [143]    train-error:0.122905
## [144]    train-error:0.125698
## [145]    train-error:0.117318
## [146]    train-error:0.125698
## [147]    train-error:0.131285
## [148]    train-error:0.122905
## [149]    train-error:0.128492
## [150]    train-error:0.134078
## [151]    train-error:0.125698
## [152]    train-error:0.120112
## [153]    train-error:0.097765
## [154]    train-error:0.097765
## [155]    train-error:0.097765
## [156]    train-error:0.108939
## [157]    train-error:0.108939
## [158]    train-error:0.106145
## [159]    train-error:0.108939
## [160]    train-error:0.125698
## [161]    train-error:0.117318
## [162]    train-error:0.120112
## [163]    train-error:0.111732
## [164]    train-error:0.106145
## [165]    train-error:0.106145
## [166]    train-error:0.103352
## [167]    train-error:0.108939
## [168]    train-error:0.103352
## [169]    train-error:0.114525
## [170]    train-error:0.114525
## [171]    train-error:0.114525
## [172]    train-error:0.100559
## [173]    train-error:0.108939
## [174]    train-error:0.103352
## [175]    train-error:0.106145
## [176]    train-error:0.100559
## [177]    train-error:0.100559
## [178]    train-error:0.103352
## [179]    train-error:0.111732
## [180]    train-error:0.108939
## [181]    train-error:0.114525
## [182]    train-error:0.117318
## [183]    train-error:0.114525
## [184]    train-error:0.111732
## [185]    train-error:0.097765
## [186]    train-error:0.092179
## [187]    train-error:0.094972
## [188]    train-error:0.089385
## [189]    train-error:0.092179
## [190]    train-error:0.094972
## [191]    train-error:0.106145
## [192]    train-error:0.106145
## [193]    train-error:0.103352
## [194]    train-error:0.106145
## [195]    train-error:0.100559
## [196]    train-error:0.106145
## [197]    train-error:0.094972
## [198]    train-error:0.100559
## [199]    train-error:0.086592
## [200]    train-error:0.094972
## [201]    train-error:0.094972
## [202]    train-error:0.100559
## [203]    train-error:0.097765
## [204]    train-error:0.094972
## [205]    train-error:0.094972
## [206]    train-error:0.097765
## [207]    train-error:0.094972
## [208]    train-error:0.094972
## [209]    train-error:0.094972
## [210]    train-error:0.097765
## [211]    train-error:0.094972
## [212]    train-error:0.100559
## [213]    train-error:0.094972
## [214]    train-error:0.100559
## [215]    train-error:0.103352
## [216]    train-error:0.106145
## [217]    train-error:0.106145
## [218]    train-error:0.097765
## [219]    train-error:0.106145
## [220]    train-error:0.106145
## [221]    train-error:0.103352
## [222]    train-error:0.100559
## [223]    train-error:0.094972
## [224]    train-error:0.100559
## [225]    train-error:0.103352
## [226]    train-error:0.092179
## [227]    train-error:0.094972
## [228]    train-error:0.094972
## [229]    train-error:0.094972
## [230]    train-error:0.086592
## [231]    train-error:0.092179
## [232]    train-error:0.083799
## [233]    train-error:0.081006
## [234]    train-error:0.086592
## [235]    train-error:0.092179
## [236]    train-error:0.089385
## [237]    train-error:0.092179
## [238]    train-error:0.092179
## [239]    train-error:0.094972
## [240]    train-error:0.089385
## [241]    train-error:0.089385
## [242]    train-error:0.086592
## [243]    train-error:0.086592
## [244]    train-error:0.081006
## [245]    train-error:0.081006
## [246]    train-error:0.081006
## [247]    train-error:0.086592
## [248]    train-error:0.081006
## [249]    train-error:0.086592
## [250]    train-error:0.086592
## [251]    train-error:0.092179
## [252]    train-error:0.092179
## [253]    train-error:0.086592
## [254]    train-error:0.089385
## [255]    train-error:0.092179
## [256]    train-error:0.092179
## [257]    train-error:0.086592
## [258]    train-error:0.083799
## [259]    train-error:0.089385
## [260]    train-error:0.086592
## [261]    train-error:0.092179
## [262]    train-error:0.083799
## [263]    train-error:0.083799
## [264]    train-error:0.086592
## [265]    train-error:0.086592
## [266]    train-error:0.083799
## [267]    train-error:0.092179
## [268]    train-error:0.094972
## [269]    train-error:0.089385
## [270]    train-error:0.086592
## [271]    train-error:0.094972
## [272]    train-error:0.092179
## [273]    train-error:0.083799
## [274]    train-error:0.092179
## [275]    train-error:0.086592
## [276]    train-error:0.089385
## [277]    train-error:0.086592
## [278]    train-error:0.089385
## [279]    train-error:0.094972
## [280]    train-error:0.092179
## [281]    train-error:0.086592
## [282]    train-error:0.086592
## [283]    train-error:0.086592
## [284]    train-error:0.097765
## [285]    train-error:0.092179
## [286]    train-error:0.094972
## [287]    train-error:0.100559
## [288]    train-error:0.103352
## [289]    train-error:0.092179
## [290]    train-error:0.092179
## [291]    train-error:0.089385
## [292]    train-error:0.083799
## [293]    train-error:0.089385
## [294]    train-error:0.092179
## [295]    train-error:0.081006
## [296]    train-error:0.086592
## [297]    train-error:0.092179
## [298]    train-error:0.089385
## [299]    train-error:0.086592
## [300]    train-error:0.081006
## [301]    train-error:0.081006
## [302]    train-error:0.081006
## [303]    train-error:0.086592
## [304]    train-error:0.092179
## [305]    train-error:0.089385
## [306]    train-error:0.086592
## [307]    train-error:0.092179
## [308]    train-error:0.089385
## [309]    train-error:0.094972
## [310]    train-error:0.092179
## [311]    train-error:0.094972
## [312]    train-error:0.094972
## [313]    train-error:0.086592
## [314]    train-error:0.089385
## [315]    train-error:0.092179
## [316]    train-error:0.086592
## [317]    train-error:0.081006
## [318]    train-error:0.086592
## [319]    train-error:0.081006
## [320]    train-error:0.081006
## [321]    train-error:0.081006
## [322]    train-error:0.081006
## [323]    train-error:0.081006
## [324]    train-error:0.078212
## [325]    train-error:0.075419
## [326]    train-error:0.075419
## [327]    train-error:0.078212
## [328]    train-error:0.081006
## [329]    train-error:0.081006
## [330]    train-error:0.075419
## [331]    train-error:0.078212
## [332]    train-error:0.081006
## [333]    train-error:0.083799
## [334]    train-error:0.081006
## [335]    train-error:0.078212
## [336]    train-error:0.078212
## [337]    train-error:0.069832
## [338]    train-error:0.081006
## [339]    train-error:0.081006
## [340]    train-error:0.069832
## [341]    train-error:0.069832
## [342]    train-error:0.075419
## [343]    train-error:0.078212
## [344]    train-error:0.078212
## [345]    train-error:0.069832
## [346]    train-error:0.072626
## [347]    train-error:0.072626
## [348]    train-error:0.072626
## [349]    train-error:0.072626
## [350]    train-error:0.072626
## [351]    train-error:0.072626
## [352]    train-error:0.075419
## [353]    train-error:0.078212
## [354]    train-error:0.069832
## [355]    train-error:0.072626
## [356]    train-error:0.069832
## [357]    train-error:0.072626
## [358]    train-error:0.078212
## [359]    train-error:0.078212
## [360]    train-error:0.081006
## [361]    train-error:0.081006
## [362]    train-error:0.078212
## [363]    train-error:0.086592
## [364]    train-error:0.083799
## [365]    train-error:0.086592
## [366]    train-error:0.086592
## [0]  train-error:0.193277
## [1]  train-error:0.207283
## [2]  train-error:0.196078
## [3]  train-error:0.168067
## [4]  train-error:0.176471
## [5]  train-error:0.168067
## [6]  train-error:0.182073
## [7]  train-error:0.170868
## [8]  train-error:0.145658
## [9]  train-error:0.131653
## [10] train-error:0.151261
## [11] train-error:0.148459
## [12] train-error:0.142857
## [13] train-error:0.154062
## [14] train-error:0.156863
## [15] train-error:0.145658
## [16] train-error:0.134454
## [17] train-error:0.142857
## [18] train-error:0.145658
## [19] train-error:0.142857
## [20] train-error:0.148459
## [21] train-error:0.142857
## [22] train-error:0.131653
## [23] train-error:0.126050
## [24] train-error:0.112045
## [25] train-error:0.123249
## [26] train-error:0.112045
## [27] train-error:0.120448
## [28] train-error:0.112045
## [29] train-error:0.120448
## [30] train-error:0.126050
## [31] train-error:0.123249
## [32] train-error:0.112045
## [33] train-error:0.131653
## [34] train-error:0.131653
## [35] train-error:0.128852
## [36] train-error:0.137255
## [37] train-error:0.131653
## [38] train-error:0.128852
## [39] train-error:0.145658
## [40] train-error:0.128852
## [41] train-error:0.131653
## [42] train-error:0.128852
## [43] train-error:0.126050
## [44] train-error:0.131653
## [45] train-error:0.137255
## [46] train-error:0.134454
## [47] train-error:0.120448
## [48] train-error:0.123249
## [49] train-error:0.112045
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.120448
## [53] train-error:0.126050
## [54] train-error:0.120448
## [55] train-error:0.123249
## [56] train-error:0.117647
## [57] train-error:0.114846
## [58] train-error:0.123249
## [59] train-error:0.117647
## [60] train-error:0.112045
## [61] train-error:0.112045
## [62] train-error:0.117647
## [63] train-error:0.120448
## [64] train-error:0.123249
## [65] train-error:0.123249
## [66] train-error:0.117647
## [67] train-error:0.126050
## [68] train-error:0.112045
## [69] train-error:0.123249
## [70] train-error:0.114846
## [71] train-error:0.112045
## [72] train-error:0.112045
## [73] train-error:0.123249
## [74] train-error:0.114846
## [75] train-error:0.114846
## [76] train-error:0.112045
## [77] train-error:0.106443
## [78] train-error:0.112045
## [79] train-error:0.117647
## [80] train-error:0.114846
## [81] train-error:0.109244
## [82] train-error:0.114846
## [83] train-error:0.117647
## [84] train-error:0.106443
## [85] train-error:0.112045
## [86] train-error:0.112045
## [87] train-error:0.126050
## [88] train-error:0.123249
## [89] train-error:0.114846
## [90] train-error:0.114846
## [91] train-error:0.117647
## [92] train-error:0.120448
## [93] train-error:0.117647
## [94] train-error:0.117647
## [95] train-error:0.117647
## [96] train-error:0.114846
## [97] train-error:0.098039
## [98] train-error:0.100840
## [99] train-error:0.117647
## [100]    train-error:0.109244
## [101]    train-error:0.103641
## [102]    train-error:0.112045
## [103]    train-error:0.109244
## [104]    train-error:0.112045
## [105]    train-error:0.106443
## [106]    train-error:0.100840
## [107]    train-error:0.100840
## [108]    train-error:0.103641
## [109]    train-error:0.112045
## [110]    train-error:0.109244
## [111]    train-error:0.112045
## [112]    train-error:0.106443
## [113]    train-error:0.100840
## [114]    train-error:0.112045
## [115]    train-error:0.100840
## [116]    train-error:0.092437
## [117]    train-error:0.098039
## [118]    train-error:0.103641
## [119]    train-error:0.103641
## [120]    train-error:0.095238
## [121]    train-error:0.106443
## [122]    train-error:0.106443
## [123]    train-error:0.103641
## [124]    train-error:0.100840
## [125]    train-error:0.100840
## [126]    train-error:0.095238
## [127]    train-error:0.100840
## [128]    train-error:0.100840
## [129]    train-error:0.098039
## [130]    train-error:0.103641
## [131]    train-error:0.098039
## [132]    train-error:0.103641
## [133]    train-error:0.103641
## [134]    train-error:0.106443
## [135]    train-error:0.098039
## [136]    train-error:0.098039
## [137]    train-error:0.098039
## [138]    train-error:0.098039
## [139]    train-error:0.100840
## [140]    train-error:0.092437
## [141]    train-error:0.106443
## [142]    train-error:0.098039
## [143]    train-error:0.098039
## [144]    train-error:0.086835
## [145]    train-error:0.100840
## [146]    train-error:0.092437
## [147]    train-error:0.095238
## [148]    train-error:0.095238
## [149]    train-error:0.092437
## [150]    train-error:0.100840
## [151]    train-error:0.103641
## [152]    train-error:0.103641
## [153]    train-error:0.103641
## [154]    train-error:0.098039
## [155]    train-error:0.109244
## [156]    train-error:0.098039
## [157]    train-error:0.103641
## [158]    train-error:0.098039
## [159]    train-error:0.098039
## [160]    train-error:0.109244
## [161]    train-error:0.098039
## [162]    train-error:0.100840
## [163]    train-error:0.086835
## [164]    train-error:0.092437
## [165]    train-error:0.086835
## [166]    train-error:0.086835
## [167]    train-error:0.086835
## [168]    train-error:0.086835
## [169]    train-error:0.089636
## [170]    train-error:0.095238
## [171]    train-error:0.095238
## [172]    train-error:0.106443
## [173]    train-error:0.095238
## [174]    train-error:0.084034
## [175]    train-error:0.089636
## [176]    train-error:0.092437
## [177]    train-error:0.098039
## [178]    train-error:0.109244
## [179]    train-error:0.106443
## [180]    train-error:0.098039
## [181]    train-error:0.100840
## [182]    train-error:0.103641
## [183]    train-error:0.100840
## [184]    train-error:0.100840
## [185]    train-error:0.106443
## [186]    train-error:0.109244
## [187]    train-error:0.109244
## [188]    train-error:0.106443
## [189]    train-error:0.109244
## [190]    train-error:0.106443
## [191]    train-error:0.103641
## [192]    train-error:0.103641
## [193]    train-error:0.112045
## [194]    train-error:0.103641
## [195]    train-error:0.106443
## [196]    train-error:0.098039
## [197]    train-error:0.095238
## [198]    train-error:0.098039
## [199]    train-error:0.098039
## [200]    train-error:0.089636
## [201]    train-error:0.089636
## [202]    train-error:0.086835
## [203]    train-error:0.103641
## [204]    train-error:0.086835
## [205]    train-error:0.084034
## [206]    train-error:0.084034
## [207]    train-error:0.086835
## [208]    train-error:0.092437
## [209]    train-error:0.089636
## [210]    train-error:0.092437
## [211]    train-error:0.092437
## [212]    train-error:0.086835
## [213]    train-error:0.089636
## [214]    train-error:0.089636
## [215]    train-error:0.092437
## [216]    train-error:0.089636
## [217]    train-error:0.092437
## [218]    train-error:0.086835
## [219]    train-error:0.089636
## [220]    train-error:0.086835
## [221]    train-error:0.086835
## [222]    train-error:0.098039
## [223]    train-error:0.089636
## [224]    train-error:0.095238
## [225]    train-error:0.095238
## [226]    train-error:0.095238
## [227]    train-error:0.095238
## [228]    train-error:0.089636
## [229]    train-error:0.095238
## [230]    train-error:0.095238
## [231]    train-error:0.089636
## [232]    train-error:0.092437
## [233]    train-error:0.098039
## [234]    train-error:0.089636
## [235]    train-error:0.089636
## [236]    train-error:0.095238
## [237]    train-error:0.098039
## [238]    train-error:0.089636
## [239]    train-error:0.084034
## [240]    train-error:0.086835
## [241]    train-error:0.081232
## [242]    train-error:0.078431
## [243]    train-error:0.084034
## [244]    train-error:0.081232
## [245]    train-error:0.078431
## [246]    train-error:0.081232
## [247]    train-error:0.086835
## [248]    train-error:0.089636
## [249]    train-error:0.081232
## [250]    train-error:0.084034
## [251]    train-error:0.084034
## [252]    train-error:0.081232
## [253]    train-error:0.078431
## [254]    train-error:0.081232
## [255]    train-error:0.081232
## [256]    train-error:0.081232
## [257]    train-error:0.081232
## [258]    train-error:0.089636
## [259]    train-error:0.084034
## [260]    train-error:0.084034
## [261]    train-error:0.089636
## [262]    train-error:0.081232
## [263]    train-error:0.086835
## [264]    train-error:0.086835
## [265]    train-error:0.086835
## [266]    train-error:0.081232
## [267]    train-error:0.084034
## [268]    train-error:0.084034
## [269]    train-error:0.084034
## [270]    train-error:0.086835
## [271]    train-error:0.086835
## [272]    train-error:0.089636
## [273]    train-error:0.095238
## [274]    train-error:0.092437
## [275]    train-error:0.092437
## [276]    train-error:0.092437
## [277]    train-error:0.086835
## [278]    train-error:0.084034
## [279]    train-error:0.081232
## [280]    train-error:0.084034
## [281]    train-error:0.086835
## [282]    train-error:0.086835
## [283]    train-error:0.092437
## [284]    train-error:0.086835
## [285]    train-error:0.089636
## [286]    train-error:0.092437
## [287]    train-error:0.089636
## [288]    train-error:0.095238
## [289]    train-error:0.095238
## [290]    train-error:0.089636
## [291]    train-error:0.089636
## [292]    train-error:0.098039
## [293]    train-error:0.100840
## [294]    train-error:0.084034
## [295]    train-error:0.095238
## [296]    train-error:0.098039
## [297]    train-error:0.092437
## [298]    train-error:0.092437
## [299]    train-error:0.081232
## [300]    train-error:0.095238
## [301]    train-error:0.089636
## [302]    train-error:0.086835
## [303]    train-error:0.089636
## [304]    train-error:0.089636
## [305]    train-error:0.086835
## [306]    train-error:0.081232
## [307]    train-error:0.078431
## [308]    train-error:0.089636
## [309]    train-error:0.084034
## [310]    train-error:0.089636
## [311]    train-error:0.086835
## [312]    train-error:0.084034
## [313]    train-error:0.089636
## [314]    train-error:0.095238
## [315]    train-error:0.086835
## [316]    train-error:0.086835
## [317]    train-error:0.092437
## [318]    train-error:0.089636
## [319]    train-error:0.078431
## [320]    train-error:0.092437
## [321]    train-error:0.086835
## [322]    train-error:0.081232
## [323]    train-error:0.086835
## [324]    train-error:0.086835
## [325]    train-error:0.086835
## [326]    train-error:0.086835
## [327]    train-error:0.075630
## [328]    train-error:0.078431
## [329]    train-error:0.081232
## [330]    train-error:0.092437
## [331]    train-error:0.095238
## [332]    train-error:0.089636
## [333]    train-error:0.081232
## [334]    train-error:0.078431
## [335]    train-error:0.084034
## [336]    train-error:0.089636
## [337]    train-error:0.089636
## [338]    train-error:0.092437
## [339]    train-error:0.092437
## [340]    train-error:0.089636
## [341]    train-error:0.089636
## [342]    train-error:0.086835
## [343]    train-error:0.095238
## [344]    train-error:0.078431
## [345]    train-error:0.081232
## [346]    train-error:0.081232
## [347]    train-error:0.078431
## [348]    train-error:0.084034
## [349]    train-error:0.086835
## [350]    train-error:0.086835
## [351]    train-error:0.086835
## [352]    train-error:0.086835
## [353]    train-error:0.081232
## [354]    train-error:0.078431
## [355]    train-error:0.089636
## [356]    train-error:0.086835
## [357]    train-error:0.075630
## [358]    train-error:0.086835
## [359]    train-error:0.084034
## [360]    train-error:0.084034
## [361]    train-error:0.078431
## [362]    train-error:0.092437
## [363]    train-error:0.095238
## [364]    train-error:0.089636
## [365]    train-error:0.092437
## [366]    train-error:0.089636
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.210084
## [5]  train-error:0.201681
## [6]  train-error:0.179272
## [7]  train-error:0.184874
## [8]  train-error:0.162465
## [9]  train-error:0.159664
## [10] train-error:0.145658
## [11] train-error:0.159664
## [12] train-error:0.148459
## [13] train-error:0.162465
## [14] train-error:0.154062
## [15] train-error:0.142857
## [16] train-error:0.137255
## [17] train-error:0.154062
## [18] train-error:0.151261
## [19] train-error:0.140056
## [20] train-error:0.140056
## [21] train-error:0.142857
## [22] train-error:0.151261
## [23] train-error:0.128852
## [24] train-error:0.128852
## [25] train-error:0.134454
## [26] train-error:0.140056
## [27] train-error:0.131653
## [28] train-error:0.131653
## [29] train-error:0.126050
## [30] train-error:0.131653
## [31] train-error:0.137255
## [32] train-error:0.126050
## [33] train-error:0.126050
## [34] train-error:0.123249
## [35] train-error:0.117647
## [36] train-error:0.117647
## [37] train-error:0.128852
## [38] train-error:0.126050
## [39] train-error:0.126050
## [40] train-error:0.120448
## [41] train-error:0.123249
## [42] train-error:0.117647
## [43] train-error:0.126050
## [44] train-error:0.126050
## [45] train-error:0.128852
## [46] train-error:0.120448
## [47] train-error:0.128852
## [48] train-error:0.120448
## [49] train-error:0.117647
## [50] train-error:0.128852
## [51] train-error:0.126050
## [52] train-error:0.126050
## [53] train-error:0.123249
## [54] train-error:0.112045
## [55] train-error:0.117647
## [56] train-error:0.114846
## [57] train-error:0.120448
## [58] train-error:0.117647
## [59] train-error:0.117647
## [60] train-error:0.120448
## [61] train-error:0.120448
## [62] train-error:0.123249
## [63] train-error:0.120448
## [64] train-error:0.126050
## [65] train-error:0.117647
## [66] train-error:0.120448
## [67] train-error:0.112045
## [68] train-error:0.114846
## [69] train-error:0.123249
## [70] train-error:0.114846
## [71] train-error:0.112045
## [72] train-error:0.103641
## [73] train-error:0.123249
## [74] train-error:0.120448
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.126050
## [78] train-error:0.120448
## [79] train-error:0.120448
## [80] train-error:0.131653
## [81] train-error:0.117647
## [82] train-error:0.114846
## [83] train-error:0.123249
## [84] train-error:0.114846
## [85] train-error:0.114846
## [86] train-error:0.112045
## [87] train-error:0.117647
## [88] train-error:0.114846
## [89] train-error:0.117647
## [90] train-error:0.109244
## [91] train-error:0.114846
## [92] train-error:0.112045
## [93] train-error:0.112045
## [94] train-error:0.106443
## [95] train-error:0.114846
## [96] train-error:0.106443
## [97] train-error:0.109244
## [98] train-error:0.109244
## [99] train-error:0.106443
## [100]    train-error:0.109244
## [101]    train-error:0.100840
## [102]    train-error:0.109244
## [103]    train-error:0.117647
## [104]    train-error:0.117647
## [105]    train-error:0.120448
## [106]    train-error:0.120448
## [107]    train-error:0.128852
## [108]    train-error:0.117647
## [109]    train-error:0.114846
## [110]    train-error:0.109244
## [111]    train-error:0.112045
## [112]    train-error:0.106443
## [113]    train-error:0.100840
## [114]    train-error:0.109244
## [115]    train-error:0.106443
## [116]    train-error:0.103641
## [117]    train-error:0.100840
## [118]    train-error:0.117647
## [119]    train-error:0.109244
## [120]    train-error:0.114846
## [121]    train-error:0.103641
## [122]    train-error:0.109244
## [123]    train-error:0.103641
## [124]    train-error:0.112045
## [125]    train-error:0.106443
## [126]    train-error:0.106443
## [127]    train-error:0.103641
## [128]    train-error:0.106443
## [129]    train-error:0.103641
## [130]    train-error:0.095238
## [131]    train-error:0.100840
## [132]    train-error:0.103641
## [133]    train-error:0.103641
## [134]    train-error:0.095238
## [135]    train-error:0.109244
## [136]    train-error:0.103641
## [137]    train-error:0.103641
## [138]    train-error:0.100840
## [139]    train-error:0.092437
## [140]    train-error:0.100840
## [141]    train-error:0.095238
## [142]    train-error:0.100840
## [143]    train-error:0.092437
## [144]    train-error:0.100840
## [145]    train-error:0.092437
## [146]    train-error:0.100840
## [147]    train-error:0.103641
## [148]    train-error:0.100840
## [149]    train-error:0.100840
## [150]    train-error:0.100840
## [151]    train-error:0.100840
## [152]    train-error:0.106443
## [153]    train-error:0.092437
## [154]    train-error:0.098039
## [155]    train-error:0.103641
## [156]    train-error:0.103641
## [157]    train-error:0.100840
## [158]    train-error:0.098039
## [159]    train-error:0.106443
## [160]    train-error:0.106443
## [161]    train-error:0.103641
## [162]    train-error:0.103641
## [163]    train-error:0.100840
## [164]    train-error:0.103641
## [165]    train-error:0.100840
## [166]    train-error:0.100840
## [167]    train-error:0.109244
## [168]    train-error:0.109244
## [169]    train-error:0.100840
## [170]    train-error:0.098039
## [171]    train-error:0.106443
## [172]    train-error:0.092437
## [173]    train-error:0.100840
## [174]    train-error:0.106443
## [175]    train-error:0.100840
## [176]    train-error:0.109244
## [177]    train-error:0.103641
## [178]    train-error:0.112045
## [179]    train-error:0.098039
## [180]    train-error:0.103641
## [181]    train-error:0.095238
## [182]    train-error:0.095238
## [183]    train-error:0.095238
## [184]    train-error:0.100840
## [185]    train-error:0.100840
## [186]    train-error:0.100840
## [187]    train-error:0.092437
## [188]    train-error:0.089636
## [189]    train-error:0.103641
## [190]    train-error:0.100840
## [191]    train-error:0.103641
## [192]    train-error:0.095238
## [193]    train-error:0.092437
## [194]    train-error:0.095238
## [195]    train-error:0.103641
## [196]    train-error:0.092437
## [197]    train-error:0.089636
## [198]    train-error:0.100840
## [199]    train-error:0.095238
## [200]    train-error:0.086835
## [201]    train-error:0.089636
## [202]    train-error:0.086835
## [203]    train-error:0.095238
## [204]    train-error:0.103641
## [205]    train-error:0.103641
## [206]    train-error:0.095238
## [207]    train-error:0.100840
## [208]    train-error:0.103641
## [209]    train-error:0.100840
## [210]    train-error:0.089636
## [211]    train-error:0.095238
## [212]    train-error:0.098039
## [213]    train-error:0.100840
## [214]    train-error:0.098039
## [215]    train-error:0.100840
## [216]    train-error:0.103641
## [217]    train-error:0.089636
## [218]    train-error:0.100840
## [219]    train-error:0.100840
## [220]    train-error:0.092437
## [221]    train-error:0.089636
## [222]    train-error:0.089636
## [223]    train-error:0.086835
## [224]    train-error:0.089636
## [225]    train-error:0.095238
## [226]    train-error:0.100840
## [227]    train-error:0.103641
## [228]    train-error:0.100840
## [229]    train-error:0.106443
## [230]    train-error:0.100840
## [231]    train-error:0.112045
## [232]    train-error:0.100840
## [233]    train-error:0.100840
## [234]    train-error:0.100840
## [235]    train-error:0.103641
## [236]    train-error:0.098039
## [237]    train-error:0.098039
## [238]    train-error:0.095238
## [239]    train-error:0.098039
## [240]    train-error:0.100840
## [241]    train-error:0.092437
## [242]    train-error:0.100840
## [243]    train-error:0.098039
## [244]    train-error:0.095238
## [245]    train-error:0.092437
## [246]    train-error:0.106443
## [247]    train-error:0.103641
## [248]    train-error:0.092437
## [249]    train-error:0.095238
## [250]    train-error:0.100840
## [251]    train-error:0.098039
## [252]    train-error:0.098039
## [253]    train-error:0.098039
## [254]    train-error:0.092437
## [255]    train-error:0.100840
## [256]    train-error:0.089636
## [257]    train-error:0.089636
## [258]    train-error:0.092437
## [259]    train-error:0.095238
## [260]    train-error:0.092437
## [261]    train-error:0.089636
## [262]    train-error:0.095238
## [263]    train-error:0.092437
## [264]    train-error:0.098039
## [265]    train-error:0.092437
## [266]    train-error:0.095238
## [267]    train-error:0.098039
## [268]    train-error:0.103641
## [269]    train-error:0.095238
## [270]    train-error:0.103641
## [271]    train-error:0.100840
## [272]    train-error:0.089636
## [273]    train-error:0.098039
## [274]    train-error:0.103641
## [275]    train-error:0.100840
## [276]    train-error:0.092437
## [277]    train-error:0.092437
## [278]    train-error:0.095238
## [279]    train-error:0.098039
## [280]    train-error:0.089636
## [281]    train-error:0.084034
## [282]    train-error:0.086835
## [283]    train-error:0.089636
## [284]    train-error:0.081232
## [285]    train-error:0.089636
## [286]    train-error:0.095238
## [287]    train-error:0.089636
## [288]    train-error:0.086835
## [289]    train-error:0.081232
## [290]    train-error:0.086835
## [291]    train-error:0.103641
## [292]    train-error:0.095238
## [293]    train-error:0.089636
## [294]    train-error:0.086835
## [295]    train-error:0.095238
## [296]    train-error:0.098039
## [297]    train-error:0.095238
## [298]    train-error:0.098039
## [299]    train-error:0.092437
## [300]    train-error:0.098039
## [301]    train-error:0.089636
## [302]    train-error:0.092437
## [303]    train-error:0.089636
## [304]    train-error:0.092437
## [305]    train-error:0.098039
## [306]    train-error:0.092437
## [307]    train-error:0.086835
## [308]    train-error:0.086835
## [309]    train-error:0.089636
## [310]    train-error:0.089636
## [311]    train-error:0.089636
## [312]    train-error:0.081232
## [313]    train-error:0.084034
## [314]    train-error:0.095238
## [315]    train-error:0.100840
## [316]    train-error:0.092437
## [317]    train-error:0.089636
## [318]    train-error:0.095238
## [319]    train-error:0.103641
## [320]    train-error:0.095238
## [321]    train-error:0.089636
## [322]    train-error:0.095238
## [323]    train-error:0.089636
## [324]    train-error:0.100840
## [325]    train-error:0.092437
## [326]    train-error:0.095238
## [327]    train-error:0.095238
## [328]    train-error:0.095238
## [329]    train-error:0.089636
## [330]    train-error:0.095238
## [331]    train-error:0.092437
## [332]    train-error:0.092437
## [333]    train-error:0.098039
## [334]    train-error:0.089636
## [335]    train-error:0.089636
## [336]    train-error:0.089636
## [337]    train-error:0.092437
## [338]    train-error:0.098039
## [339]    train-error:0.098039
## [340]    train-error:0.092437
## [341]    train-error:0.086835
## [342]    train-error:0.078431
## [343]    train-error:0.089636
## [344]    train-error:0.089636
## [345]    train-error:0.086835
## [346]    train-error:0.086835
## [347]    train-error:0.095238
## [348]    train-error:0.089636
## [349]    train-error:0.086835
## [350]    train-error:0.095238
## [351]    train-error:0.086835
## [352]    train-error:0.086835
## [353]    train-error:0.081232
## [354]    train-error:0.081232
## [355]    train-error:0.084034
## [356]    train-error:0.084034
## [357]    train-error:0.086835
## [358]    train-error:0.086835
## [359]    train-error:0.078431
## [360]    train-error:0.086835
## [361]    train-error:0.086835
## [362]    train-error:0.089636
## [363]    train-error:0.084034
## [364]    train-error:0.092437
## [365]    train-error:0.081232
## [366]    train-error:0.086835
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.189944
## [7]  train-error:0.195531
## [8]  train-error:0.209497
## [9]  train-error:0.192737
## [10] train-error:0.189944
## [11] train-error:0.184358
## [12] train-error:0.192737
## [13] train-error:0.173184
## [14] train-error:0.170391
## [15] train-error:0.167598
## [16] train-error:0.167598
## [17] train-error:0.170391
## [18] train-error:0.170391
## [19] train-error:0.170391
## [20] train-error:0.162011
## [21] train-error:0.173184
## [22] train-error:0.156425
## [23] train-error:0.164804
## [24] train-error:0.156425
## [25] train-error:0.156425
## [26] train-error:0.156425
## [27] train-error:0.153631
## [28] train-error:0.153631
## [29] train-error:0.153631
## [30] train-error:0.150838
## [31] train-error:0.150838
## [32] train-error:0.145251
## [33] train-error:0.145251
## [34] train-error:0.150838
## [35] train-error:0.150838
## [36] train-error:0.150838
## [37] train-error:0.148045
## [38] train-error:0.142458
## [39] train-error:0.142458
## [40] train-error:0.148045
## [41] train-error:0.139665
## [42] train-error:0.150838
## [43] train-error:0.142458
## [44] train-error:0.148045
## [45] train-error:0.136872
## [46] train-error:0.142458
## [47] train-error:0.136872
## [48] train-error:0.134078
## [49] train-error:0.134078
## [50] train-error:0.142458
## [51] train-error:0.136872
## [52] train-error:0.136872
## [53] train-error:0.145251
## [54] train-error:0.139665
## [55] train-error:0.142458
## [56] train-error:0.136872
## [57] train-error:0.136872
## [58] train-error:0.134078
## [59] train-error:0.139665
## [60] train-error:0.139665
## [61] train-error:0.139665
## [62] train-error:0.142458
## [63] train-error:0.142458
## [64] train-error:0.136872
## [65] train-error:0.142458
## [66] train-error:0.139665
## [67] train-error:0.134078
## [68] train-error:0.131285
## [69] train-error:0.122905
## [70] train-error:0.125698
## [71] train-error:0.125698
## [72] train-error:0.120112
## [73] train-error:0.122905
## [74] train-error:0.125698
## [75] train-error:0.117318
## [76] train-error:0.120112
## [77] train-error:0.114525
## [78] train-error:0.125698
## [79] train-error:0.117318
## [80] train-error:0.120112
## [81] train-error:0.114525
## [82] train-error:0.120112
## [83] train-error:0.114525
## [84] train-error:0.120112
## [85] train-error:0.111732
## [86] train-error:0.114525
## [87] train-error:0.114525
## [88] train-error:0.117318
## [89] train-error:0.114525
## [90] train-error:0.114525
## [91] train-error:0.114525
## [92] train-error:0.111732
## [93] train-error:0.108939
## [94] train-error:0.111732
## [95] train-error:0.114525
## [96] train-error:0.120112
## [97] train-error:0.117318
## [98] train-error:0.120112
## [99] train-error:0.114525
## [100]    train-error:0.111732
## [101]    train-error:0.106145
## [102]    train-error:0.111732
## [103]    train-error:0.114525
## [104]    train-error:0.114525
## [105]    train-error:0.117318
## [106]    train-error:0.114525
## [107]    train-error:0.117318
## [108]    train-error:0.114525
## [109]    train-error:0.117318
## [110]    train-error:0.120112
## [111]    train-error:0.117318
## [112]    train-error:0.117318
## [113]    train-error:0.111732
## [114]    train-error:0.114525
## [115]    train-error:0.117318
## [116]    train-error:0.111732
## [117]    train-error:0.108939
## [118]    train-error:0.111732
## [119]    train-error:0.114525
## [120]    train-error:0.117318
## [121]    train-error:0.108939
## [122]    train-error:0.117318
## [123]    train-error:0.111732
## [124]    train-error:0.117318
## [125]    train-error:0.114525
## [126]    train-error:0.108939
## [127]    train-error:0.103352
## [128]    train-error:0.108939
## [129]    train-error:0.103352
## [130]    train-error:0.114525
## [131]    train-error:0.111732
## [132]    train-error:0.111732
## [133]    train-error:0.106145
## [134]    train-error:0.114525
## [135]    train-error:0.108939
## [136]    train-error:0.103352
## [137]    train-error:0.108939
## [138]    train-error:0.103352
## [139]    train-error:0.103352
## [140]    train-error:0.106145
## [141]    train-error:0.108939
## [142]    train-error:0.108939
## [143]    train-error:0.106145
## [144]    train-error:0.106145
## [145]    train-error:0.103352
## [146]    train-error:0.106145
## [147]    train-error:0.100559
## [148]    train-error:0.108939
## [149]    train-error:0.103352
## [150]    train-error:0.103352
## [151]    train-error:0.100559
## [152]    train-error:0.100559
## [153]    train-error:0.097765
## [154]    train-error:0.094972
## [155]    train-error:0.094972
## [156]    train-error:0.097765
## [157]    train-error:0.092179
## [158]    train-error:0.094972
## [159]    train-error:0.086592
## [160]    train-error:0.094972
## [161]    train-error:0.097765
## [162]    train-error:0.094972
## [163]    train-error:0.092179
## [164]    train-error:0.092179
## [165]    train-error:0.097765
## [166]    train-error:0.094972
## [167]    train-error:0.092179
## [168]    train-error:0.092179
## [169]    train-error:0.086592
## [170]    train-error:0.086592
## [171]    train-error:0.089385
## [172]    train-error:0.086592
## [173]    train-error:0.089385
## [174]    train-error:0.092179
## [175]    train-error:0.092179
## [176]    train-error:0.092179
## [177]    train-error:0.094972
## [178]    train-error:0.092179
## [179]    train-error:0.092179
## [180]    train-error:0.092179
## [181]    train-error:0.092179
## [182]    train-error:0.092179
## [183]    train-error:0.089385
## [184]    train-error:0.089385
## [185]    train-error:0.086592
## [186]    train-error:0.086592
## [187]    train-error:0.089385
## [188]    train-error:0.086592
## [189]    train-error:0.086592
## [190]    train-error:0.086592
## [191]    train-error:0.086592
## [192]    train-error:0.089385
## [193]    train-error:0.086592
## [194]    train-error:0.086592
## [195]    train-error:0.086592
## [196]    train-error:0.086592
## [197]    train-error:0.086592
## [198]    train-error:0.083799
## [199]    train-error:0.092179
## [200]    train-error:0.092179
## [201]    train-error:0.086592
## [202]    train-error:0.086592
## [203]    train-error:0.089385
## [204]    train-error:0.083799
## [205]    train-error:0.078212
## [206]    train-error:0.081006
## [207]    train-error:0.081006
## [208]    train-error:0.078212
## [209]    train-error:0.078212
## [210]    train-error:0.081006
## [211]    train-error:0.078212
## [212]    train-error:0.081006
## [213]    train-error:0.081006
## [214]    train-error:0.078212
## [215]    train-error:0.081006
## [216]    train-error:0.081006
## [217]    train-error:0.081006
## [218]    train-error:0.083799
## [219]    train-error:0.081006
## [220]    train-error:0.081006
## [221]    train-error:0.083799
## [222]    train-error:0.081006
## [223]    train-error:0.081006
## [224]    train-error:0.078212
## [225]    train-error:0.081006
## [226]    train-error:0.078212
## [227]    train-error:0.078212
## [228]    train-error:0.078212
## [229]    train-error:0.081006
## [230]    train-error:0.078212
## [231]    train-error:0.081006
## [232]    train-error:0.083799
## [233]    train-error:0.078212
## [234]    train-error:0.081006
## [235]    train-error:0.081006
## [236]    train-error:0.081006
## [237]    train-error:0.078212
## [238]    train-error:0.072626
## [239]    train-error:0.072626
## [240]    train-error:0.072626
## [241]    train-error:0.078212
## [242]    train-error:0.078212
## [243]    train-error:0.078212
## [244]    train-error:0.078212
## [245]    train-error:0.078212
## [246]    train-error:0.075419
## [247]    train-error:0.075419
## [248]    train-error:0.078212
## [249]    train-error:0.078212
## [250]    train-error:0.075419
## [251]    train-error:0.075419
## [252]    train-error:0.081006
## [253]    train-error:0.081006
## [254]    train-error:0.075419
## [255]    train-error:0.075419
## [256]    train-error:0.075419
## [257]    train-error:0.069832
## [258]    train-error:0.072626
## [259]    train-error:0.069832
## [260]    train-error:0.069832
## [261]    train-error:0.064246
## [262]    train-error:0.067039
## [263]    train-error:0.069832
## [264]    train-error:0.069832
## [265]    train-error:0.069832
## [266]    train-error:0.069832
## [267]    train-error:0.069832
## [268]    train-error:0.078212
## [269]    train-error:0.081006
## [270]    train-error:0.075419
## [271]    train-error:0.081006
## [272]    train-error:0.075419
## [273]    train-error:0.072626
## [274]    train-error:0.075419
## [275]    train-error:0.072626
## [276]    train-error:0.067039
## [277]    train-error:0.069832
## [278]    train-error:0.072626
## [279]    train-error:0.072626
## [280]    train-error:0.072626
## [281]    train-error:0.069832
## [282]    train-error:0.072626
## [283]    train-error:0.067039
## [284]    train-error:0.069832
## [285]    train-error:0.067039
## [286]    train-error:0.064246
## [287]    train-error:0.069832
## [288]    train-error:0.069832
## [289]    train-error:0.064246
## [290]    train-error:0.061453
## [291]    train-error:0.067039
## [292]    train-error:0.069832
## [293]    train-error:0.067039
## [294]    train-error:0.072626
## [295]    train-error:0.067039
## [296]    train-error:0.064246
## [297]    train-error:0.067039
## [298]    train-error:0.067039
## [299]    train-error:0.064246
## [300]    train-error:0.067039
## [301]    train-error:0.069832
## [302]    train-error:0.069832
## [303]    train-error:0.069832
## [304]    train-error:0.067039
## [305]    train-error:0.075419
## [306]    train-error:0.064246
## [307]    train-error:0.061453
## [308]    train-error:0.058659
## [309]    train-error:0.064246
## [310]    train-error:0.061453
## [311]    train-error:0.064246
## [312]    train-error:0.064246
## [313]    train-error:0.058659
## [314]    train-error:0.067039
## [315]    train-error:0.061453
## [316]    train-error:0.058659
## [317]    train-error:0.058659
## [318]    train-error:0.058659
## [319]    train-error:0.061453
## [320]    train-error:0.058659
## [321]    train-error:0.058659
## [322]    train-error:0.061453
## [323]    train-error:0.067039
## [324]    train-error:0.064246
## [325]    train-error:0.061453
## [326]    train-error:0.055866
## [327]    train-error:0.058659
## [328]    train-error:0.061453
## [329]    train-error:0.058659
## [330]    train-error:0.064246
## [331]    train-error:0.064246
## [332]    train-error:0.061453
## [333]    train-error:0.064246
## [334]    train-error:0.058659
## [335]    train-error:0.064246
## [336]    train-error:0.061453
## [337]    train-error:0.061453
## [338]    train-error:0.061453
## [0]  train-error:0.196078
## [1]  train-error:0.165266
## [2]  train-error:0.154062
## [3]  train-error:0.159664
## [4]  train-error:0.151261
## [5]  train-error:0.148459
## [6]  train-error:0.159664
## [7]  train-error:0.156863
## [8]  train-error:0.142857
## [9]  train-error:0.137255
## [10] train-error:0.151261
## [11] train-error:0.154062
## [12] train-error:0.140056
## [13] train-error:0.137255
## [14] train-error:0.126050
## [15] train-error:0.137255
## [16] train-error:0.134454
## [17] train-error:0.126050
## [18] train-error:0.131653
## [19] train-error:0.126050
## [20] train-error:0.128852
## [21] train-error:0.112045
## [22] train-error:0.117647
## [23] train-error:0.131653
## [24] train-error:0.117647
## [25] train-error:0.109244
## [26] train-error:0.106443
## [27] train-error:0.109244
## [28] train-error:0.109244
## [29] train-error:0.109244
## [30] train-error:0.106443
## [31] train-error:0.109244
## [32] train-error:0.098039
## [33] train-error:0.095238
## [34] train-error:0.095238
## [35] train-error:0.098039
## [36] train-error:0.103641
## [37] train-error:0.095238
## [38] train-error:0.098039
## [39] train-error:0.103641
## [40] train-error:0.109244
## [41] train-error:0.095238
## [42] train-error:0.098039
## [43] train-error:0.095238
## [44] train-error:0.100840
## [45] train-error:0.098039
## [46] train-error:0.095238
## [47] train-error:0.095238
## [48] train-error:0.092437
## [49] train-error:0.086835
## [50] train-error:0.095238
## [51] train-error:0.089636
## [52] train-error:0.089636
## [53] train-error:0.086835
## [54] train-error:0.092437
## [55] train-error:0.098039
## [56] train-error:0.095238
## [57] train-error:0.103641
## [58] train-error:0.103641
## [59] train-error:0.100840
## [60] train-error:0.103641
## [61] train-error:0.103641
## [62] train-error:0.103641
## [63] train-error:0.100840
## [64] train-error:0.100840
## [65] train-error:0.098039
## [66] train-error:0.098039
## [67] train-error:0.103641
## [68] train-error:0.103641
## [69] train-error:0.098039
## [70] train-error:0.100840
## [71] train-error:0.103641
## [72] train-error:0.106443
## [73] train-error:0.098039
## [74] train-error:0.100840
## [75] train-error:0.100840
## [76] train-error:0.098039
## [77] train-error:0.100840
## [78] train-error:0.100840
## [79] train-error:0.100840
## [80] train-error:0.100840
## [81] train-error:0.103641
## [82] train-error:0.103641
## [83] train-error:0.100840
## [84] train-error:0.100840
## [85] train-error:0.095238
## [86] train-error:0.098039
## [87] train-error:0.095238
## [88] train-error:0.098039
## [89] train-error:0.098039
## [90] train-error:0.092437
## [91] train-error:0.092437
## [92] train-error:0.098039
## [93] train-error:0.095238
## [94] train-error:0.095238
## [95] train-error:0.089636
## [96] train-error:0.092437
## [97] train-error:0.095238
## [98] train-error:0.095238
## [99] train-error:0.092437
## [100]    train-error:0.095238
## [101]    train-error:0.095238
## [102]    train-error:0.095238
## [103]    train-error:0.098039
## [104]    train-error:0.098039
## [105]    train-error:0.098039
## [106]    train-error:0.098039
## [107]    train-error:0.098039
## [108]    train-error:0.095238
## [109]    train-error:0.095238
## [110]    train-error:0.095238
## [111]    train-error:0.089636
## [112]    train-error:0.089636
## [113]    train-error:0.089636
## [114]    train-error:0.092437
## [115]    train-error:0.092437
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.095238
## [119]    train-error:0.095238
## [120]    train-error:0.092437
## [121]    train-error:0.092437
## [122]    train-error:0.089636
## [123]    train-error:0.092437
## [124]    train-error:0.092437
## [125]    train-error:0.095238
## [126]    train-error:0.098039
## [127]    train-error:0.098039
## [128]    train-error:0.098039
## [129]    train-error:0.095238
## [130]    train-error:0.086835
## [131]    train-error:0.095238
## [132]    train-error:0.084034
## [133]    train-error:0.084034
## [134]    train-error:0.084034
## [135]    train-error:0.084034
## [136]    train-error:0.086835
## [137]    train-error:0.089636
## [138]    train-error:0.089636
## [139]    train-error:0.086835
## [140]    train-error:0.089636
## [141]    train-error:0.086835
## [142]    train-error:0.086835
## [143]    train-error:0.086835
## [144]    train-error:0.086835
## [145]    train-error:0.089636
## [146]    train-error:0.084034
## [147]    train-error:0.084034
## [148]    train-error:0.081232
## [149]    train-error:0.084034
## [150]    train-error:0.086835
## [151]    train-error:0.084034
## [152]    train-error:0.078431
## [153]    train-error:0.078431
## [154]    train-error:0.078431
## [155]    train-error:0.081232
## [156]    train-error:0.081232
## [157]    train-error:0.081232
## [158]    train-error:0.081232
## [159]    train-error:0.084034
## [160]    train-error:0.084034
## [161]    train-error:0.081232
## [162]    train-error:0.078431
## [163]    train-error:0.081232
## [164]    train-error:0.078431
## [165]    train-error:0.078431
## [166]    train-error:0.078431
## [167]    train-error:0.078431
## [168]    train-error:0.078431
## [169]    train-error:0.078431
## [170]    train-error:0.084034
## [171]    train-error:0.081232
## [172]    train-error:0.081232
## [173]    train-error:0.075630
## [174]    train-error:0.075630
## [175]    train-error:0.075630
## [176]    train-error:0.078431
## [177]    train-error:0.078431
## [178]    train-error:0.075630
## [179]    train-error:0.081232
## [180]    train-error:0.075630
## [181]    train-error:0.070028
## [182]    train-error:0.072829
## [183]    train-error:0.072829
## [184]    train-error:0.078431
## [185]    train-error:0.078431
## [186]    train-error:0.078431
## [187]    train-error:0.078431
## [188]    train-error:0.078431
## [189]    train-error:0.078431
## [190]    train-error:0.078431
## [191]    train-error:0.072829
## [192]    train-error:0.072829
## [193]    train-error:0.075630
## [194]    train-error:0.075630
## [195]    train-error:0.078431
## [196]    train-error:0.075630
## [197]    train-error:0.081232
## [198]    train-error:0.078431
## [199]    train-error:0.078431
## [200]    train-error:0.081232
## [201]    train-error:0.075630
## [202]    train-error:0.075630
## [203]    train-error:0.070028
## [204]    train-error:0.072829
## [205]    train-error:0.072829
## [206]    train-error:0.070028
## [207]    train-error:0.072829
## [208]    train-error:0.072829
## [209]    train-error:0.072829
## [210]    train-error:0.072829
## [211]    train-error:0.072829
## [212]    train-error:0.072829
## [213]    train-error:0.072829
## [214]    train-error:0.072829
## [215]    train-error:0.072829
## [216]    train-error:0.067227
## [217]    train-error:0.067227
## [218]    train-error:0.070028
## [219]    train-error:0.070028
## [220]    train-error:0.067227
## [221]    train-error:0.072829
## [222]    train-error:0.075630
## [223]    train-error:0.072829
## [224]    train-error:0.075630
## [225]    train-error:0.072829
## [226]    train-error:0.072829
## [227]    train-error:0.072829
## [228]    train-error:0.075630
## [229]    train-error:0.075630
## [230]    train-error:0.072829
## [231]    train-error:0.075630
## [232]    train-error:0.072829
## [233]    train-error:0.075630
## [234]    train-error:0.067227
## [235]    train-error:0.070028
## [236]    train-error:0.072829
## [237]    train-error:0.072829
## [238]    train-error:0.072829
## [239]    train-error:0.075630
## [240]    train-error:0.075630
## [241]    train-error:0.070028
## [242]    train-error:0.070028
## [243]    train-error:0.070028
## [244]    train-error:0.070028
## [245]    train-error:0.072829
## [246]    train-error:0.067227
## [247]    train-error:0.064426
## [248]    train-error:0.064426
## [249]    train-error:0.070028
## [250]    train-error:0.067227
## [251]    train-error:0.067227
## [252]    train-error:0.064426
## [253]    train-error:0.061625
## [254]    train-error:0.061625
## [255]    train-error:0.058824
## [256]    train-error:0.061625
## [257]    train-error:0.064426
## [258]    train-error:0.064426
## [259]    train-error:0.064426
## [260]    train-error:0.061625
## [261]    train-error:0.061625
## [262]    train-error:0.061625
## [263]    train-error:0.061625
## [264]    train-error:0.064426
## [265]    train-error:0.061625
## [266]    train-error:0.064426
## [267]    train-error:0.064426
## [268]    train-error:0.064426
## [269]    train-error:0.067227
## [270]    train-error:0.064426
## [271]    train-error:0.064426
## [272]    train-error:0.064426
## [273]    train-error:0.064426
## [274]    train-error:0.064426
## [275]    train-error:0.067227
## [276]    train-error:0.061625
## [277]    train-error:0.064426
## [278]    train-error:0.061625
## [279]    train-error:0.064426
## [280]    train-error:0.061625
## [281]    train-error:0.064426
## [282]    train-error:0.061625
## [283]    train-error:0.061625
## [284]    train-error:0.064426
## [285]    train-error:0.058824
## [286]    train-error:0.058824
## [287]    train-error:0.058824
## [288]    train-error:0.058824
## [289]    train-error:0.064426
## [290]    train-error:0.061625
## [291]    train-error:0.061625
## [292]    train-error:0.064426
## [293]    train-error:0.064426
## [294]    train-error:0.061625
## [295]    train-error:0.061625
## [296]    train-error:0.061625
## [297]    train-error:0.058824
## [298]    train-error:0.058824
## [299]    train-error:0.061625
## [300]    train-error:0.058824
## [301]    train-error:0.061625
## [302]    train-error:0.061625
## [303]    train-error:0.061625
## [304]    train-error:0.061625
## [305]    train-error:0.056022
## [306]    train-error:0.056022
## [307]    train-error:0.056022
## [308]    train-error:0.058824
## [309]    train-error:0.058824
## [310]    train-error:0.058824
## [311]    train-error:0.058824
## [312]    train-error:0.058824
## [313]    train-error:0.058824
## [314]    train-error:0.056022
## [315]    train-error:0.056022
## [316]    train-error:0.056022
## [317]    train-error:0.056022
## [318]    train-error:0.056022
## [319]    train-error:0.056022
## [320]    train-error:0.056022
## [321]    train-error:0.056022
## [322]    train-error:0.056022
## [323]    train-error:0.056022
## [324]    train-error:0.056022
## [325]    train-error:0.058824
## [326]    train-error:0.061625
## [327]    train-error:0.061625
## [328]    train-error:0.061625
## [329]    train-error:0.061625
## [330]    train-error:0.053221
## [331]    train-error:0.053221
## [332]    train-error:0.053221
## [333]    train-error:0.056022
## [334]    train-error:0.056022
## [335]    train-error:0.056022
## [336]    train-error:0.056022
## [337]    train-error:0.056022
## [338]    train-error:0.056022
## [0]  train-error:0.201681
## [1]  train-error:0.212885
## [2]  train-error:0.198880
## [3]  train-error:0.201681
## [4]  train-error:0.190476
## [5]  train-error:0.176471
## [6]  train-error:0.173669
## [7]  train-error:0.176471
## [8]  train-error:0.140056
## [9]  train-error:0.148459
## [10] train-error:0.137255
## [11] train-error:0.140056
## [12] train-error:0.145658
## [13] train-error:0.145658
## [14] train-error:0.134454
## [15] train-error:0.126050
## [16] train-error:0.131653
## [17] train-error:0.128852
## [18] train-error:0.126050
## [19] train-error:0.126050
## [20] train-error:0.123249
## [21] train-error:0.120448
## [22] train-error:0.123249
## [23] train-error:0.120448
## [24] train-error:0.120448
## [25] train-error:0.117647
## [26] train-error:0.117647
## [27] train-error:0.120448
## [28] train-error:0.114846
## [29] train-error:0.117647
## [30] train-error:0.120448
## [31] train-error:0.117647
## [32] train-error:0.112045
## [33] train-error:0.117647
## [34] train-error:0.117647
## [35] train-error:0.117647
## [36] train-error:0.114846
## [37] train-error:0.114846
## [38] train-error:0.117647
## [39] train-error:0.117647
## [40] train-error:0.109244
## [41] train-error:0.109244
## [42] train-error:0.106443
## [43] train-error:0.109244
## [44] train-error:0.117647
## [45] train-error:0.106443
## [46] train-error:0.114846
## [47] train-error:0.109244
## [48] train-error:0.114846
## [49] train-error:0.109244
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.106443
## [53] train-error:0.106443
## [54] train-error:0.106443
## [55] train-error:0.109244
## [56] train-error:0.112045
## [57] train-error:0.109244
## [58] train-error:0.103641
## [59] train-error:0.098039
## [60] train-error:0.098039
## [61] train-error:0.095238
## [62] train-error:0.098039
## [63] train-error:0.100840
## [64] train-error:0.092437
## [65] train-error:0.098039
## [66] train-error:0.098039
## [67] train-error:0.098039
## [68] train-error:0.095238
## [69] train-error:0.095238
## [70] train-error:0.092437
## [71] train-error:0.092437
## [72] train-error:0.092437
## [73] train-error:0.086835
## [74] train-error:0.092437
## [75] train-error:0.089636
## [76] train-error:0.086835
## [77] train-error:0.089636
## [78] train-error:0.089636
## [79] train-error:0.089636
## [80] train-error:0.092437
## [81] train-error:0.092437
## [82] train-error:0.095238
## [83] train-error:0.095238
## [84] train-error:0.089636
## [85] train-error:0.092437
## [86] train-error:0.092437
## [87] train-error:0.095238
## [88] train-error:0.089636
## [89] train-error:0.092437
## [90] train-error:0.086835
## [91] train-error:0.086835
## [92] train-error:0.095238
## [93] train-error:0.081232
## [94] train-error:0.081232
## [95] train-error:0.089636
## [96] train-error:0.089636
## [97] train-error:0.095238
## [98] train-error:0.092437
## [99] train-error:0.089636
## [100]    train-error:0.089636
## [101]    train-error:0.086835
## [102]    train-error:0.078431
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.081232
## [106]    train-error:0.081232
## [107]    train-error:0.081232
## [108]    train-error:0.081232
## [109]    train-error:0.081232
## [110]    train-error:0.078431
## [111]    train-error:0.078431
## [112]    train-error:0.081232
## [113]    train-error:0.081232
## [114]    train-error:0.081232
## [115]    train-error:0.081232
## [116]    train-error:0.078431
## [117]    train-error:0.081232
## [118]    train-error:0.081232
## [119]    train-error:0.084034
## [120]    train-error:0.086835
## [121]    train-error:0.081232
## [122]    train-error:0.078431
## [123]    train-error:0.078431
## [124]    train-error:0.075630
## [125]    train-error:0.081232
## [126]    train-error:0.084034
## [127]    train-error:0.084034
## [128]    train-error:0.081232
## [129]    train-error:0.084034
## [130]    train-error:0.086835
## [131]    train-error:0.081232
## [132]    train-error:0.086835
## [133]    train-error:0.086835
## [134]    train-error:0.084034
## [135]    train-error:0.086835
## [136]    train-error:0.084034
## [137]    train-error:0.081232
## [138]    train-error:0.086835
## [139]    train-error:0.086835
## [140]    train-error:0.078431
## [141]    train-error:0.075630
## [142]    train-error:0.078431
## [143]    train-error:0.078431
## [144]    train-error:0.078431
## [145]    train-error:0.081232
## [146]    train-error:0.081232
## [147]    train-error:0.081232
## [148]    train-error:0.078431
## [149]    train-error:0.081232
## [150]    train-error:0.078431
## [151]    train-error:0.078431
## [152]    train-error:0.078431
## [153]    train-error:0.070028
## [154]    train-error:0.078431
## [155]    train-error:0.078431
## [156]    train-error:0.072829
## [157]    train-error:0.078431
## [158]    train-error:0.072829
## [159]    train-error:0.072829
## [160]    train-error:0.072829
## [161]    train-error:0.075630
## [162]    train-error:0.075630
## [163]    train-error:0.072829
## [164]    train-error:0.072829
## [165]    train-error:0.075630
## [166]    train-error:0.070028
## [167]    train-error:0.072829
## [168]    train-error:0.075630
## [169]    train-error:0.070028
## [170]    train-error:0.070028
## [171]    train-error:0.078431
## [172]    train-error:0.081232
## [173]    train-error:0.075630
## [174]    train-error:0.072829
## [175]    train-error:0.075630
## [176]    train-error:0.078431
## [177]    train-error:0.075630
## [178]    train-error:0.072829
## [179]    train-error:0.075630
## [180]    train-error:0.072829
## [181]    train-error:0.075630
## [182]    train-error:0.078431
## [183]    train-error:0.075630
## [184]    train-error:0.075630
## [185]    train-error:0.081232
## [186]    train-error:0.072829
## [187]    train-error:0.078431
## [188]    train-error:0.072829
## [189]    train-error:0.070028
## [190]    train-error:0.075630
## [191]    train-error:0.075630
## [192]    train-error:0.075630
## [193]    train-error:0.081232
## [194]    train-error:0.075630
## [195]    train-error:0.070028
## [196]    train-error:0.070028
## [197]    train-error:0.072829
## [198]    train-error:0.072829
## [199]    train-error:0.075630
## [200]    train-error:0.067227
## [201]    train-error:0.070028
## [202]    train-error:0.070028
## [203]    train-error:0.075630
## [204]    train-error:0.075630
## [205]    train-error:0.075630
## [206]    train-error:0.075630
## [207]    train-error:0.075630
## [208]    train-error:0.078431
## [209]    train-error:0.075630
## [210]    train-error:0.075630
## [211]    train-error:0.072829
## [212]    train-error:0.070028
## [213]    train-error:0.070028
## [214]    train-error:0.070028
## [215]    train-error:0.072829
## [216]    train-error:0.070028
## [217]    train-error:0.072829
## [218]    train-error:0.072829
## [219]    train-error:0.067227
## [220]    train-error:0.067227
## [221]    train-error:0.067227
## [222]    train-error:0.064426
## [223]    train-error:0.064426
## [224]    train-error:0.067227
## [225]    train-error:0.070028
## [226]    train-error:0.067227
## [227]    train-error:0.067227
## [228]    train-error:0.070028
## [229]    train-error:0.067227
## [230]    train-error:0.070028
## [231]    train-error:0.072829
## [232]    train-error:0.067227
## [233]    train-error:0.070028
## [234]    train-error:0.067227
## [235]    train-error:0.067227
## [236]    train-error:0.067227
## [237]    train-error:0.070028
## [238]    train-error:0.070028
## [239]    train-error:0.070028
## [240]    train-error:0.072829
## [241]    train-error:0.067227
## [242]    train-error:0.070028
## [243]    train-error:0.072829
## [244]    train-error:0.072829
## [245]    train-error:0.070028
## [246]    train-error:0.075630
## [247]    train-error:0.072829
## [248]    train-error:0.064426
## [249]    train-error:0.070028
## [250]    train-error:0.070028
## [251]    train-error:0.070028
## [252]    train-error:0.067227
## [253]    train-error:0.067227
## [254]    train-error:0.064426
## [255]    train-error:0.067227
## [256]    train-error:0.067227
## [257]    train-error:0.067227
## [258]    train-error:0.064426
## [259]    train-error:0.061625
## [260]    train-error:0.058824
## [261]    train-error:0.061625
## [262]    train-error:0.064426
## [263]    train-error:0.064426
## [264]    train-error:0.061625
## [265]    train-error:0.061625
## [266]    train-error:0.061625
## [267]    train-error:0.061625
## [268]    train-error:0.058824
## [269]    train-error:0.061625
## [270]    train-error:0.058824
## [271]    train-error:0.058824
## [272]    train-error:0.056022
## [273]    train-error:0.058824
## [274]    train-error:0.056022
## [275]    train-error:0.058824
## [276]    train-error:0.058824
## [277]    train-error:0.061625
## [278]    train-error:0.061625
## [279]    train-error:0.061625
## [280]    train-error:0.061625
## [281]    train-error:0.061625
## [282]    train-error:0.064426
## [283]    train-error:0.061625
## [284]    train-error:0.061625
## [285]    train-error:0.058824
## [286]    train-error:0.058824
## [287]    train-error:0.058824
## [288]    train-error:0.061625
## [289]    train-error:0.058824
## [290]    train-error:0.061625
## [291]    train-error:0.061625
## [292]    train-error:0.064426
## [293]    train-error:0.061625
## [294]    train-error:0.061625
## [295]    train-error:0.061625
## [296]    train-error:0.058824
## [297]    train-error:0.056022
## [298]    train-error:0.056022
## [299]    train-error:0.058824
## [300]    train-error:0.061625
## [301]    train-error:0.061625
## [302]    train-error:0.061625
## [303]    train-error:0.064426
## [304]    train-error:0.061625
## [305]    train-error:0.064426
## [306]    train-error:0.061625
## [307]    train-error:0.064426
## [308]    train-error:0.061625
## [309]    train-error:0.064426
## [310]    train-error:0.061625
## [311]    train-error:0.061625
## [312]    train-error:0.061625
## [313]    train-error:0.061625
## [314]    train-error:0.061625
## [315]    train-error:0.061625
## [316]    train-error:0.064426
## [317]    train-error:0.061625
## [318]    train-error:0.058824
## [319]    train-error:0.061625
## [320]    train-error:0.064426
## [321]    train-error:0.061625
## [322]    train-error:0.058824
## [323]    train-error:0.056022
## [324]    train-error:0.061625
## [325]    train-error:0.064426
## [326]    train-error:0.061625
## [327]    train-error:0.064426
## [328]    train-error:0.067227
## [329]    train-error:0.061625
## [330]    train-error:0.064426
## [331]    train-error:0.061625
## [332]    train-error:0.061625
## [333]    train-error:0.061625
## [334]    train-error:0.064426
## [335]    train-error:0.064426
## [336]    train-error:0.061625
## [337]    train-error:0.064426
## [338]    train-error:0.064426
## [0]  train-error:0.195531
## [1]  train-error:0.195531
## [2]  train-error:0.181564
## [3]  train-error:0.167598
## [4]  train-error:0.164804
## [5]  train-error:0.170391
## [6]  train-error:0.181564
## [7]  train-error:0.167598
## [8]  train-error:0.164804
## [9]  train-error:0.162011
## [10] train-error:0.164804
## [11] train-error:0.156425
## [12] train-error:0.150838
## [13] train-error:0.142458
## [14] train-error:0.145251
## [15] train-error:0.148045
## [16] train-error:0.145251
## [17] train-error:0.145251
## [18] train-error:0.148045
## [19] train-error:0.148045
## [20] train-error:0.148045
## [21] train-error:0.142458
## [22] train-error:0.145251
## [23] train-error:0.150838
## [24] train-error:0.156425
## [25] train-error:0.153631
## [26] train-error:0.148045
## [27] train-error:0.142458
## [28] train-error:0.145251
## [29] train-error:0.148045
## [30] train-error:0.145251
## [31] train-error:0.148045
## [32] train-error:0.150838
## [33] train-error:0.145251
## [34] train-error:0.136872
## [35] train-error:0.142458
## [36] train-error:0.136872
## [37] train-error:0.145251
## [38] train-error:0.139665
## [39] train-error:0.134078
## [40] train-error:0.134078
## [41] train-error:0.128492
## [42] train-error:0.125698
## [43] train-error:0.122905
## [44] train-error:0.125698
## [45] train-error:0.128492
## [46] train-error:0.128492
## [47] train-error:0.120112
## [48] train-error:0.122905
## [49] train-error:0.125698
## [50] train-error:0.128492
## [51] train-error:0.131285
## [52] train-error:0.122905
## [53] train-error:0.120112
## [54] train-error:0.120112
## [55] train-error:0.125698
## [56] train-error:0.128492
## [57] train-error:0.120112
## [58] train-error:0.120112
## [59] train-error:0.120112
## [60] train-error:0.117318
## [61] train-error:0.117318
## [62] train-error:0.108939
## [63] train-error:0.120112
## [64] train-error:0.120112
## [65] train-error:0.120112
## [66] train-error:0.125698
## [67] train-error:0.122905
## [68] train-error:0.111732
## [69] train-error:0.111732
## [70] train-error:0.122905
## [71] train-error:0.120112
## [72] train-error:0.117318
## [73] train-error:0.111732
## [74] train-error:0.106145
## [75] train-error:0.106145
## [76] train-error:0.100559
## [77] train-error:0.097765
## [78] train-error:0.106145
## [79] train-error:0.114525
## [80] train-error:0.117318
## [81] train-error:0.111732
## [82] train-error:0.111732
## [83] train-error:0.117318
## [84] train-error:0.111732
## [85] train-error:0.108939
## [86] train-error:0.106145
## [87] train-error:0.111732
## [88] train-error:0.106145
## [89] train-error:0.106145
## [90] train-error:0.108939
## [91] train-error:0.106145
## [92] train-error:0.100559
## [93] train-error:0.100559
## [94] train-error:0.103352
## [95] train-error:0.106145
## [96] train-error:0.111732
## [97] train-error:0.111732
## [98] train-error:0.108939
## [99] train-error:0.106145
## [100]    train-error:0.100559
## [101]    train-error:0.106145
## [102]    train-error:0.108939
## [103]    train-error:0.111732
## [104]    train-error:0.108939
## [105]    train-error:0.106145
## [106]    train-error:0.106145
## [107]    train-error:0.103352
## [108]    train-error:0.106145
## [109]    train-error:0.108939
## [110]    train-error:0.106145
## [111]    train-error:0.106145
## [112]    train-error:0.103352
## [113]    train-error:0.103352
## [114]    train-error:0.106145
## [115]    train-error:0.103352
## [116]    train-error:0.100559
## [117]    train-error:0.103352
## [118]    train-error:0.100559
## [119]    train-error:0.097765
## [120]    train-error:0.097765
## [121]    train-error:0.097765
## [122]    train-error:0.094972
## [123]    train-error:0.094972
## [124]    train-error:0.094972
## [125]    train-error:0.094972
## [126]    train-error:0.092179
## [127]    train-error:0.089385
## [128]    train-error:0.092179
## [129]    train-error:0.097765
## [130]    train-error:0.097765
## [131]    train-error:0.094972
## [132]    train-error:0.100559
## [133]    train-error:0.100559
## [134]    train-error:0.100559
## [135]    train-error:0.103352
## [136]    train-error:0.094972
## [137]    train-error:0.094972
## [138]    train-error:0.097765
## [139]    train-error:0.092179
## [140]    train-error:0.094972
## [141]    train-error:0.094972
## [142]    train-error:0.089385
## [143]    train-error:0.092179
## [144]    train-error:0.097765
## [145]    train-error:0.097765
## [146]    train-error:0.097765
## [147]    train-error:0.097765
## [148]    train-error:0.094972
## [149]    train-error:0.094972
## [150]    train-error:0.097765
## [151]    train-error:0.097765
## [152]    train-error:0.097765
## [153]    train-error:0.094972
## [154]    train-error:0.086592
## [155]    train-error:0.089385
## [156]    train-error:0.089385
## [157]    train-error:0.092179
## [158]    train-error:0.089385
## [159]    train-error:0.086592
## [160]    train-error:0.086592
## [161]    train-error:0.086592
## [162]    train-error:0.083799
## [163]    train-error:0.083799
## [164]    train-error:0.083799
## [165]    train-error:0.089385
## [166]    train-error:0.086592
## [167]    train-error:0.086592
## [168]    train-error:0.089385
## [169]    train-error:0.089385
## [170]    train-error:0.089385
## [171]    train-error:0.089385
## [172]    train-error:0.083799
## [173]    train-error:0.081006
## [174]    train-error:0.086592
## [175]    train-error:0.075419
## [176]    train-error:0.078212
## [177]    train-error:0.081006
## [178]    train-error:0.075419
## [179]    train-error:0.075419
## [180]    train-error:0.072626
## [181]    train-error:0.075419
## [182]    train-error:0.075419
## [183]    train-error:0.072626
## [184]    train-error:0.069832
## [185]    train-error:0.067039
## [186]    train-error:0.064246
## [187]    train-error:0.064246
## [188]    train-error:0.069832
## [189]    train-error:0.069832
## [190]    train-error:0.078212
## [191]    train-error:0.078212
## [192]    train-error:0.078212
## [193]    train-error:0.083799
## [194]    train-error:0.078212
## [195]    train-error:0.081006
## [196]    train-error:0.075419
## [197]    train-error:0.072626
## [198]    train-error:0.075419
## [199]    train-error:0.072626
## [200]    train-error:0.072626
## [201]    train-error:0.075419
## [202]    train-error:0.072626
## [203]    train-error:0.067039
## [204]    train-error:0.075419
## [205]    train-error:0.072626
## [206]    train-error:0.072626
## [207]    train-error:0.072626
## [208]    train-error:0.081006
## [209]    train-error:0.072626
## [210]    train-error:0.072626
## [211]    train-error:0.072626
## [212]    train-error:0.069832
## [213]    train-error:0.069832
## [214]    train-error:0.069832
## [215]    train-error:0.072626
## [216]    train-error:0.069832
## [217]    train-error:0.069832
## [218]    train-error:0.075419
## [219]    train-error:0.075419
## [220]    train-error:0.075419
## [221]    train-error:0.069832
## [222]    train-error:0.067039
## [223]    train-error:0.067039
## [224]    train-error:0.067039
## [225]    train-error:0.067039
## [226]    train-error:0.069832
## [227]    train-error:0.069832
## [228]    train-error:0.069832
## [229]    train-error:0.069832
## [230]    train-error:0.064246
## [231]    train-error:0.067039
## [232]    train-error:0.078212
## [233]    train-error:0.075419
## [234]    train-error:0.075419
## [235]    train-error:0.069832
## [236]    train-error:0.064246
## [237]    train-error:0.061453
## [238]    train-error:0.069832
## [239]    train-error:0.072626
## [240]    train-error:0.067039
## [241]    train-error:0.067039
## [242]    train-error:0.064246
## [243]    train-error:0.058659
## [244]    train-error:0.072626
## [245]    train-error:0.069832
## [246]    train-error:0.072626
## [247]    train-error:0.069832
## [248]    train-error:0.072626
## [249]    train-error:0.069832
## [250]    train-error:0.069832
## [251]    train-error:0.061453
## [252]    train-error:0.064246
## [253]    train-error:0.061453
## [254]    train-error:0.067039
## [255]    train-error:0.067039
## [256]    train-error:0.067039
## [257]    train-error:0.067039
## [258]    train-error:0.067039
## [259]    train-error:0.067039
## [260]    train-error:0.067039
## [261]    train-error:0.064246
## [262]    train-error:0.058659
## [263]    train-error:0.058659
## [264]    train-error:0.058659
## [265]    train-error:0.061453
## [266]    train-error:0.067039
## [267]    train-error:0.064246
## [268]    train-error:0.064246
## [269]    train-error:0.064246
## [270]    train-error:0.064246
## [271]    train-error:0.055866
## [272]    train-error:0.055866
## [273]    train-error:0.053073
## [274]    train-error:0.053073
## [275]    train-error:0.058659
## [276]    train-error:0.058659
## [277]    train-error:0.058659
## [278]    train-error:0.061453
## [279]    train-error:0.061453
## [280]    train-error:0.061453
## [281]    train-error:0.064246
## [282]    train-error:0.064246
## [283]    train-error:0.064246
## [284]    train-error:0.064246
## [285]    train-error:0.061453
## [286]    train-error:0.058659
## [287]    train-error:0.058659
## [288]    train-error:0.053073
## [289]    train-error:0.050279
## [290]    train-error:0.050279
## [291]    train-error:0.053073
## [292]    train-error:0.050279
## [293]    train-error:0.047486
## [294]    train-error:0.053073
## [295]    train-error:0.053073
## [296]    train-error:0.053073
## [297]    train-error:0.055866
## [298]    train-error:0.053073
## [299]    train-error:0.053073
## [300]    train-error:0.053073
## [301]    train-error:0.053073
## [302]    train-error:0.058659
## [303]    train-error:0.058659
## [304]    train-error:0.055866
## [305]    train-error:0.055866
## [306]    train-error:0.053073
## [307]    train-error:0.053073
## [308]    train-error:0.053073
## [309]    train-error:0.053073
## [310]    train-error:0.050279
## [311]    train-error:0.053073
## [312]    train-error:0.050279
## [313]    train-error:0.053073
## [314]    train-error:0.053073
## [315]    train-error:0.053073
## [316]    train-error:0.050279
## [317]    train-error:0.058659
## [318]    train-error:0.053073
## [319]    train-error:0.061453
## [320]    train-error:0.058659
## [321]    train-error:0.058659
## [322]    train-error:0.058659
## [323]    train-error:0.058659
## [324]    train-error:0.058659
## [325]    train-error:0.061453
## [326]    train-error:0.058659
## [327]    train-error:0.061453
## [328]    train-error:0.061453
## [329]    train-error:0.058659
## [330]    train-error:0.053073
## [331]    train-error:0.055866
## [332]    train-error:0.053073
## [333]    train-error:0.055866
## [334]    train-error:0.055866
## [335]    train-error:0.053073
## [336]    train-error:0.053073
## [337]    train-error:0.044693
## [338]    train-error:0.050279
## [339]    train-error:0.053073
## [340]    train-error:0.044693
## [341]    train-error:0.044693
## [342]    train-error:0.044693
## [343]    train-error:0.047486
## [344]    train-error:0.047486
## [345]    train-error:0.047486
## [346]    train-error:0.044693
## [347]    train-error:0.050279
## [348]    train-error:0.050279
## [349]    train-error:0.047486
## [350]    train-error:0.047486
## [351]    train-error:0.047486
## [352]    train-error:0.047486
## [353]    train-error:0.044693
## [354]    train-error:0.047486
## [355]    train-error:0.050279
## [356]    train-error:0.053073
## [357]    train-error:0.050279
## [358]    train-error:0.047486
## [359]    train-error:0.050279
## [360]    train-error:0.047486
## [361]    train-error:0.047486
## [362]    train-error:0.050279
## [363]    train-error:0.047486
## [364]    train-error:0.050279
## [365]    train-error:0.041899
## [366]    train-error:0.041899
## [367]    train-error:0.044693
## [368]    train-error:0.041899
## [369]    train-error:0.047486
## [370]    train-error:0.044693
## [371]    train-error:0.047486
## [372]    train-error:0.047486
## [373]    train-error:0.050279
## [374]    train-error:0.047486
## [375]    train-error:0.047486
## [376]    train-error:0.041899
## [377]    train-error:0.044693
## [378]    train-error:0.044693
## [379]    train-error:0.044693
## [380]    train-error:0.044693
## [381]    train-error:0.047486
## [382]    train-error:0.044693
## [383]    train-error:0.044693
## [384]    train-error:0.047486
## [385]    train-error:0.047486
## [386]    train-error:0.050279
## [387]    train-error:0.044693
## [388]    train-error:0.050279
## [389]    train-error:0.044693
## [390]    train-error:0.047486
## [391]    train-error:0.047486
## [392]    train-error:0.044693
## [393]    train-error:0.047486
## [394]    train-error:0.047486
## [395]    train-error:0.050279
## [396]    train-error:0.047486
## [397]    train-error:0.053073
## [398]    train-error:0.039106
## [399]    train-error:0.041899
## [400]    train-error:0.041899
## [401]    train-error:0.041899
## [402]    train-error:0.044693
## [403]    train-error:0.044693
## [404]    train-error:0.041899
## [405]    train-error:0.044693
## [406]    train-error:0.041899
## [407]    train-error:0.039106
## [408]    train-error:0.039106
## [409]    train-error:0.044693
## [410]    train-error:0.036313
## [411]    train-error:0.036313
## [412]    train-error:0.036313
## [413]    train-error:0.039106
## [414]    train-error:0.036313
## [415]    train-error:0.039106
## [416]    train-error:0.039106
## [417]    train-error:0.036313
## [418]    train-error:0.039106
## [419]    train-error:0.039106
## [420]    train-error:0.036313
## [421]    train-error:0.039106
## [422]    train-error:0.041899
## [423]    train-error:0.039106
## [424]    train-error:0.036313
## [425]    train-error:0.039106
## [426]    train-error:0.036313
## [427]    train-error:0.033520
## [428]    train-error:0.036313
## [429]    train-error:0.033520
## [430]    train-error:0.033520
## [431]    train-error:0.039106
## [432]    train-error:0.036313
## [433]    train-error:0.036313
## [434]    train-error:0.039106
## [435]    train-error:0.036313
## [436]    train-error:0.039106
## [437]    train-error:0.039106
## [438]    train-error:0.039106
## [439]    train-error:0.039106
## [440]    train-error:0.036313
## [441]    train-error:0.036313
## [442]    train-error:0.036313
## [443]    train-error:0.039106
## [444]    train-error:0.044693
## [445]    train-error:0.044693
## [446]    train-error:0.044693
## [447]    train-error:0.047486
## [448]    train-error:0.044693
## [449]    train-error:0.047486
## [450]    train-error:0.039106
## [451]    train-error:0.039106
## [452]    train-error:0.039106
## [453]    train-error:0.033520
## [454]    train-error:0.039106
## [455]    train-error:0.039106
## [456]    train-error:0.039106
## [457]    train-error:0.039106
## [458]    train-error:0.041899
## [459]    train-error:0.041899
## [460]    train-error:0.039106
## [461]    train-error:0.039106
## [462]    train-error:0.039106
## [463]    train-error:0.039106
## [464]    train-error:0.039106
## [465]    train-error:0.039106
## [466]    train-error:0.041899
## [467]    train-error:0.041899
## [468]    train-error:0.039106
## [469]    train-error:0.041899
## [470]    train-error:0.039106
## [471]    train-error:0.039106
## [472]    train-error:0.039106
## [473]    train-error:0.041899
## [474]    train-error:0.041899
## [475]    train-error:0.041899
## [476]    train-error:0.041899
## [477]    train-error:0.039106
## [478]    train-error:0.036313
## [479]    train-error:0.033520
## [480]    train-error:0.036313
## [481]    train-error:0.036313
## [482]    train-error:0.036313
## [483]    train-error:0.036313
## [484]    train-error:0.039106
## [485]    train-error:0.036313
## [486]    train-error:0.039106
## [487]    train-error:0.039106
## [488]    train-error:0.041899
## [489]    train-error:0.041899
## [490]    train-error:0.041899
## [491]    train-error:0.039106
## [492]    train-error:0.041899
## [493]    train-error:0.041899
## [494]    train-error:0.039106
## [495]    train-error:0.039106
## [496]    train-error:0.039106
## [497]    train-error:0.036313
## [498]    train-error:0.036313
## [499]    train-error:0.036313
## [500]    train-error:0.036313
## [501]    train-error:0.036313
## [502]    train-error:0.033520
## [503]    train-error:0.036313
## [504]    train-error:0.033520
## [505]    train-error:0.039106
## [506]    train-error:0.039106
## [507]    train-error:0.036313
## [508]    train-error:0.033520
## [509]    train-error:0.036313
## [510]    train-error:0.039106
## [511]    train-error:0.039106
## [512]    train-error:0.039106
## [513]    train-error:0.041899
## [514]    train-error:0.041899
## [515]    train-error:0.036313
## [516]    train-error:0.036313
## [517]    train-error:0.036313
## [518]    train-error:0.036313
## [519]    train-error:0.039106
## [520]    train-error:0.039106
## [521]    train-error:0.039106
## [522]    train-error:0.039106
## [523]    train-error:0.041899
## [524]    train-error:0.036313
## [525]    train-error:0.033520
## [526]    train-error:0.033520
## [527]    train-error:0.033520
## [528]    train-error:0.033520
## [529]    train-error:0.033520
## [530]    train-error:0.030726
## [531]    train-error:0.033520
## [532]    train-error:0.033520
## [533]    train-error:0.033520
## [534]    train-error:0.033520
## [535]    train-error:0.033520
## [536]    train-error:0.036313
## [537]    train-error:0.036313
## [538]    train-error:0.036313
## [539]    train-error:0.033520
## [540]    train-error:0.039106
## [541]    train-error:0.036313
## [542]    train-error:0.036313
## [543]    train-error:0.033520
## [544]    train-error:0.033520
## [545]    train-error:0.030726
## [546]    train-error:0.030726
## [547]    train-error:0.027933
## [548]    train-error:0.027933
## [549]    train-error:0.027933
## [550]    train-error:0.027933
## [551]    train-error:0.027933
## [552]    train-error:0.027933
## [553]    train-error:0.030726
## [554]    train-error:0.027933
## [555]    train-error:0.030726
## [556]    train-error:0.027933
## [557]    train-error:0.030726
## [558]    train-error:0.027933
## [559]    train-error:0.027933
## [560]    train-error:0.030726
## [561]    train-error:0.030726
## [562]    train-error:0.030726
## [563]    train-error:0.030726
## [564]    train-error:0.030726
## [565]    train-error:0.033520
## [566]    train-error:0.033520
## [567]    train-error:0.033520
## [568]    train-error:0.033520
## [0]  train-error:0.196078
## [1]  train-error:0.176471
## [2]  train-error:0.182073
## [3]  train-error:0.182073
## [4]  train-error:0.176471
## [5]  train-error:0.170868
## [6]  train-error:0.173669
## [7]  train-error:0.168067
## [8]  train-error:0.154062
## [9]  train-error:0.154062
## [10] train-error:0.151261
## [11] train-error:0.151261
## [12] train-error:0.145658
## [13] train-error:0.151261
## [14] train-error:0.148459
## [15] train-error:0.131653
## [16] train-error:0.140056
## [17] train-error:0.134454
## [18] train-error:0.134454
## [19] train-error:0.134454
## [20] train-error:0.126050
## [21] train-error:0.134454
## [22] train-error:0.128852
## [23] train-error:0.131653
## [24] train-error:0.120448
## [25] train-error:0.114846
## [26] train-error:0.117647
## [27] train-error:0.117647
## [28] train-error:0.114846
## [29] train-error:0.114846
## [30] train-error:0.106443
## [31] train-error:0.114846
## [32] train-error:0.114846
## [33] train-error:0.112045
## [34] train-error:0.109244
## [35] train-error:0.100840
## [36] train-error:0.106443
## [37] train-error:0.109244
## [38] train-error:0.098039
## [39] train-error:0.109244
## [40] train-error:0.114846
## [41] train-error:0.112045
## [42] train-error:0.112045
## [43] train-error:0.112045
## [44] train-error:0.112045
## [45] train-error:0.109244
## [46] train-error:0.103641
## [47] train-error:0.095238
## [48] train-error:0.100840
## [49] train-error:0.100840
## [50] train-error:0.100840
## [51] train-error:0.103641
## [52] train-error:0.103641
## [53] train-error:0.100840
## [54] train-error:0.095238
## [55] train-error:0.095238
## [56] train-error:0.089636
## [57] train-error:0.095238
## [58] train-error:0.092437
## [59] train-error:0.095238
## [60] train-error:0.092437
## [61] train-error:0.095238
## [62] train-error:0.095238
## [63] train-error:0.095238
## [64] train-error:0.095238
## [65] train-error:0.095238
## [66] train-error:0.092437
## [67] train-error:0.098039
## [68] train-error:0.103641
## [69] train-error:0.103641
## [70] train-error:0.100840
## [71] train-error:0.100840
## [72] train-error:0.098039
## [73] train-error:0.095238
## [74] train-error:0.098039
## [75] train-error:0.095238
## [76] train-error:0.095238
## [77] train-error:0.092437
## [78] train-error:0.095238
## [79] train-error:0.095238
## [80] train-error:0.095238
## [81] train-error:0.095238
## [82] train-error:0.098039
## [83] train-error:0.095238
## [84] train-error:0.089636
## [85] train-error:0.092437
## [86] train-error:0.089636
## [87] train-error:0.092437
## [88] train-error:0.089636
## [89] train-error:0.089636
## [90] train-error:0.089636
## [91] train-error:0.089636
## [92] train-error:0.089636
## [93] train-error:0.089636
## [94] train-error:0.086835
## [95] train-error:0.086835
## [96] train-error:0.081232
## [97] train-error:0.084034
## [98] train-error:0.081232
## [99] train-error:0.084034
## [100]    train-error:0.081232
## [101]    train-error:0.078431
## [102]    train-error:0.078431
## [103]    train-error:0.078431
## [104]    train-error:0.078431
## [105]    train-error:0.081232
## [106]    train-error:0.084034
## [107]    train-error:0.084034
## [108]    train-error:0.084034
## [109]    train-error:0.084034
## [110]    train-error:0.081232
## [111]    train-error:0.081232
## [112]    train-error:0.081232
## [113]    train-error:0.081232
## [114]    train-error:0.081232
## [115]    train-error:0.081232
## [116]    train-error:0.075630
## [117]    train-error:0.075630
## [118]    train-error:0.078431
## [119]    train-error:0.072829
## [120]    train-error:0.072829
## [121]    train-error:0.075630
## [122]    train-error:0.072829
## [123]    train-error:0.072829
## [124]    train-error:0.072829
## [125]    train-error:0.075630
## [126]    train-error:0.078431
## [127]    train-error:0.081232
## [128]    train-error:0.072829
## [129]    train-error:0.070028
## [130]    train-error:0.075630
## [131]    train-error:0.075630
## [132]    train-error:0.075630
## [133]    train-error:0.070028
## [134]    train-error:0.070028
## [135]    train-error:0.067227
## [136]    train-error:0.070028
## [137]    train-error:0.070028
## [138]    train-error:0.070028
## [139]    train-error:0.072829
## [140]    train-error:0.072829
## [141]    train-error:0.072829
## [142]    train-error:0.078431
## [143]    train-error:0.078431
## [144]    train-error:0.072829
## [145]    train-error:0.070028
## [146]    train-error:0.072829
## [147]    train-error:0.067227
## [148]    train-error:0.070028
## [149]    train-error:0.072829
## [150]    train-error:0.072829
## [151]    train-error:0.067227
## [152]    train-error:0.070028
## [153]    train-error:0.070028
## [154]    train-error:0.067227
## [155]    train-error:0.070028
## [156]    train-error:0.070028
## [157]    train-error:0.070028
## [158]    train-error:0.067227
## [159]    train-error:0.072829
## [160]    train-error:0.078431
## [161]    train-error:0.072829
## [162]    train-error:0.072829
## [163]    train-error:0.070028
## [164]    train-error:0.070028
## [165]    train-error:0.070028
## [166]    train-error:0.072829
## [167]    train-error:0.070028
## [168]    train-error:0.070028
## [169]    train-error:0.072829
## [170]    train-error:0.075630
## [171]    train-error:0.072829
## [172]    train-error:0.072829
## [173]    train-error:0.072829
## [174]    train-error:0.070028
## [175]    train-error:0.070028
## [176]    train-error:0.072829
## [177]    train-error:0.072829
## [178]    train-error:0.070028
## [179]    train-error:0.072829
## [180]    train-error:0.072829
## [181]    train-error:0.075630
## [182]    train-error:0.075630
## [183]    train-error:0.075630
## [184]    train-error:0.070028
## [185]    train-error:0.070028
## [186]    train-error:0.072829
## [187]    train-error:0.075630
## [188]    train-error:0.075630
## [189]    train-error:0.072829
## [190]    train-error:0.070028
## [191]    train-error:0.067227
## [192]    train-error:0.072829
## [193]    train-error:0.072829
## [194]    train-error:0.072829
## [195]    train-error:0.064426
## [196]    train-error:0.061625
## [197]    train-error:0.067227
## [198]    train-error:0.061625
## [199]    train-error:0.061625
## [200]    train-error:0.070028
## [201]    train-error:0.064426
## [202]    train-error:0.067227
## [203]    train-error:0.070028
## [204]    train-error:0.067227
## [205]    train-error:0.064426
## [206]    train-error:0.064426
## [207]    train-error:0.067227
## [208]    train-error:0.064426
## [209]    train-error:0.061625
## [210]    train-error:0.067227
## [211]    train-error:0.067227
## [212]    train-error:0.067227
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.064426
## [216]    train-error:0.067227
## [217]    train-error:0.067227
## [218]    train-error:0.064426
## [219]    train-error:0.064426
## [220]    train-error:0.061625
## [221]    train-error:0.064426
## [222]    train-error:0.058824
## [223]    train-error:0.064426
## [224]    train-error:0.061625
## [225]    train-error:0.061625
## [226]    train-error:0.064426
## [227]    train-error:0.061625
## [228]    train-error:0.061625
## [229]    train-error:0.058824
## [230]    train-error:0.061625
## [231]    train-error:0.061625
## [232]    train-error:0.061625
## [233]    train-error:0.064426
## [234]    train-error:0.058824
## [235]    train-error:0.058824
## [236]    train-error:0.058824
## [237]    train-error:0.061625
## [238]    train-error:0.061625
## [239]    train-error:0.058824
## [240]    train-error:0.058824
## [241]    train-error:0.053221
## [242]    train-error:0.058824
## [243]    train-error:0.056022
## [244]    train-error:0.056022
## [245]    train-error:0.056022
## [246]    train-error:0.056022
## [247]    train-error:0.056022
## [248]    train-error:0.056022
## [249]    train-error:0.056022
## [250]    train-error:0.058824
## [251]    train-error:0.056022
## [252]    train-error:0.061625
## [253]    train-error:0.061625
## [254]    train-error:0.061625
## [255]    train-error:0.061625
## [256]    train-error:0.058824
## [257]    train-error:0.058824
## [258]    train-error:0.058824
## [259]    train-error:0.058824
## [260]    train-error:0.061625
## [261]    train-error:0.058824
## [262]    train-error:0.058824
## [263]    train-error:0.056022
## [264]    train-error:0.056022
## [265]    train-error:0.061625
## [266]    train-error:0.053221
## [267]    train-error:0.058824
## [268]    train-error:0.053221
## [269]    train-error:0.058824
## [270]    train-error:0.061625
## [271]    train-error:0.056022
## [272]    train-error:0.053221
## [273]    train-error:0.056022
## [274]    train-error:0.056022
## [275]    train-error:0.061625
## [276]    train-error:0.056022
## [277]    train-error:0.056022
## [278]    train-error:0.058824
## [279]    train-error:0.056022
## [280]    train-error:0.056022
## [281]    train-error:0.056022
## [282]    train-error:0.056022
## [283]    train-error:0.058824
## [284]    train-error:0.053221
## [285]    train-error:0.058824
## [286]    train-error:0.056022
## [287]    train-error:0.050420
## [288]    train-error:0.050420
## [289]    train-error:0.058824
## [290]    train-error:0.056022
## [291]    train-error:0.058824
## [292]    train-error:0.058824
## [293]    train-error:0.061625
## [294]    train-error:0.058824
## [295]    train-error:0.058824
## [296]    train-error:0.061625
## [297]    train-error:0.061625
## [298]    train-error:0.058824
## [299]    train-error:0.056022
## [300]    train-error:0.058824
## [301]    train-error:0.056022
## [302]    train-error:0.053221
## [303]    train-error:0.058824
## [304]    train-error:0.056022
## [305]    train-error:0.058824
## [306]    train-error:0.056022
## [307]    train-error:0.058824
## [308]    train-error:0.061625
## [309]    train-error:0.061625
## [310]    train-error:0.064426
## [311]    train-error:0.064426
## [312]    train-error:0.061625
## [313]    train-error:0.058824
## [314]    train-error:0.056022
## [315]    train-error:0.056022
## [316]    train-error:0.056022
## [317]    train-error:0.056022
## [318]    train-error:0.056022
## [319]    train-error:0.058824
## [320]    train-error:0.058824
## [321]    train-error:0.056022
## [322]    train-error:0.058824
## [323]    train-error:0.058824
## [324]    train-error:0.058824
## [325]    train-error:0.061625
## [326]    train-error:0.058824
## [327]    train-error:0.056022
## [328]    train-error:0.061625
## [329]    train-error:0.064426
## [330]    train-error:0.061625
## [331]    train-error:0.056022
## [332]    train-error:0.058824
## [333]    train-error:0.053221
## [334]    train-error:0.053221
## [335]    train-error:0.053221
## [336]    train-error:0.053221
## [337]    train-error:0.053221
## [338]    train-error:0.058824
## [339]    train-error:0.053221
## [340]    train-error:0.053221
## [341]    train-error:0.050420
## [342]    train-error:0.053221
## [343]    train-error:0.047619
## [344]    train-error:0.050420
## [345]    train-error:0.050420
## [346]    train-error:0.050420
## [347]    train-error:0.047619
## [348]    train-error:0.047619
## [349]    train-error:0.053221
## [350]    train-error:0.056022
## [351]    train-error:0.053221
## [352]    train-error:0.053221
## [353]    train-error:0.056022
## [354]    train-error:0.058824
## [355]    train-error:0.056022
## [356]    train-error:0.056022
## [357]    train-error:0.056022
## [358]    train-error:0.053221
## [359]    train-error:0.056022
## [360]    train-error:0.056022
## [361]    train-error:0.056022
## [362]    train-error:0.056022
## [363]    train-error:0.056022
## [364]    train-error:0.053221
## [365]    train-error:0.050420
## [366]    train-error:0.050420
## [367]    train-error:0.053221
## [368]    train-error:0.050420
## [369]    train-error:0.056022
## [370]    train-error:0.053221
## [371]    train-error:0.053221
## [372]    train-error:0.053221
## [373]    train-error:0.053221
## [374]    train-error:0.053221
## [375]    train-error:0.058824
## [376]    train-error:0.058824
## [377]    train-error:0.056022
## [378]    train-error:0.053221
## [379]    train-error:0.056022
## [380]    train-error:0.056022
## [381]    train-error:0.056022
## [382]    train-error:0.058824
## [383]    train-error:0.053221
## [384]    train-error:0.053221
## [385]    train-error:0.047619
## [386]    train-error:0.050420
## [387]    train-error:0.053221
## [388]    train-error:0.053221
## [389]    train-error:0.050420
## [390]    train-error:0.050420
## [391]    train-error:0.056022
## [392]    train-error:0.050420
## [393]    train-error:0.053221
## [394]    train-error:0.047619
## [395]    train-error:0.050420
## [396]    train-error:0.050420
## [397]    train-error:0.053221
## [398]    train-error:0.047619
## [399]    train-error:0.047619
## [400]    train-error:0.050420
## [401]    train-error:0.050420
## [402]    train-error:0.050420
## [403]    train-error:0.047619
## [404]    train-error:0.047619
## [405]    train-error:0.047619
## [406]    train-error:0.050420
## [407]    train-error:0.050420
## [408]    train-error:0.053221
## [409]    train-error:0.053221
## [410]    train-error:0.056022
## [411]    train-error:0.053221
## [412]    train-error:0.053221
## [413]    train-error:0.050420
## [414]    train-error:0.056022
## [415]    train-error:0.050420
## [416]    train-error:0.050420
## [417]    train-error:0.050420
## [418]    train-error:0.050420
## [419]    train-error:0.050420
## [420]    train-error:0.047619
## [421]    train-error:0.047619
## [422]    train-error:0.047619
## [423]    train-error:0.047619
## [424]    train-error:0.050420
## [425]    train-error:0.050420
## [426]    train-error:0.050420
## [427]    train-error:0.053221
## [428]    train-error:0.050420
## [429]    train-error:0.047619
## [430]    train-error:0.056022
## [431]    train-error:0.050420
## [432]    train-error:0.050420
## [433]    train-error:0.050420
## [434]    train-error:0.050420
## [435]    train-error:0.053221
## [436]    train-error:0.053221
## [437]    train-error:0.053221
## [438]    train-error:0.050420
## [439]    train-error:0.047619
## [440]    train-error:0.044818
## [441]    train-error:0.050420
## [442]    train-error:0.053221
## [443]    train-error:0.056022
## [444]    train-error:0.050420
## [445]    train-error:0.050420
## [446]    train-error:0.050420
## [447]    train-error:0.050420
## [448]    train-error:0.050420
## [449]    train-error:0.053221
## [450]    train-error:0.047619
## [451]    train-error:0.044818
## [452]    train-error:0.044818
## [453]    train-error:0.044818
## [454]    train-error:0.047619
## [455]    train-error:0.044818
## [456]    train-error:0.047619
## [457]    train-error:0.047619
## [458]    train-error:0.044818
## [459]    train-error:0.044818
## [460]    train-error:0.044818
## [461]    train-error:0.044818
## [462]    train-error:0.044818
## [463]    train-error:0.050420
## [464]    train-error:0.044818
## [465]    train-error:0.044818
## [466]    train-error:0.042017
## [467]    train-error:0.042017
## [468]    train-error:0.036415
## [469]    train-error:0.039216
## [470]    train-error:0.036415
## [471]    train-error:0.036415
## [472]    train-error:0.039216
## [473]    train-error:0.036415
## [474]    train-error:0.036415
## [475]    train-error:0.039216
## [476]    train-error:0.039216
## [477]    train-error:0.036415
## [478]    train-error:0.033613
## [479]    train-error:0.039216
## [480]    train-error:0.039216
## [481]    train-error:0.033613
## [482]    train-error:0.036415
## [483]    train-error:0.036415
## [484]    train-error:0.036415
## [485]    train-error:0.044818
## [486]    train-error:0.044818
## [487]    train-error:0.044818
## [488]    train-error:0.042017
## [489]    train-error:0.042017
## [490]    train-error:0.044818
## [491]    train-error:0.044818
## [492]    train-error:0.042017
## [493]    train-error:0.047619
## [494]    train-error:0.050420
## [495]    train-error:0.044818
## [496]    train-error:0.039216
## [497]    train-error:0.036415
## [498]    train-error:0.039216
## [499]    train-error:0.039216
## [500]    train-error:0.036415
## [501]    train-error:0.036415
## [502]    train-error:0.033613
## [503]    train-error:0.033613
## [504]    train-error:0.033613
## [505]    train-error:0.036415
## [506]    train-error:0.039216
## [507]    train-error:0.033613
## [508]    train-error:0.033613
## [509]    train-error:0.033613
## [510]    train-error:0.033613
## [511]    train-error:0.033613
## [512]    train-error:0.033613
## [513]    train-error:0.039216
## [514]    train-error:0.036415
## [515]    train-error:0.036415
## [516]    train-error:0.033613
## [517]    train-error:0.033613
## [518]    train-error:0.033613
## [519]    train-error:0.036415
## [520]    train-error:0.030812
## [521]    train-error:0.033613
## [522]    train-error:0.030812
## [523]    train-error:0.033613
## [524]    train-error:0.033613
## [525]    train-error:0.030812
## [526]    train-error:0.030812
## [527]    train-error:0.033613
## [528]    train-error:0.030812
## [529]    train-error:0.030812
## [530]    train-error:0.028011
## [531]    train-error:0.030812
## [532]    train-error:0.030812
## [533]    train-error:0.028011
## [534]    train-error:0.030812
## [535]    train-error:0.030812
## [536]    train-error:0.030812
## [537]    train-error:0.028011
## [538]    train-error:0.030812
## [539]    train-error:0.030812
## [540]    train-error:0.030812
## [541]    train-error:0.028011
## [542]    train-error:0.030812
## [543]    train-error:0.028011
## [544]    train-error:0.028011
## [545]    train-error:0.030812
## [546]    train-error:0.033613
## [547]    train-error:0.033613
## [548]    train-error:0.030812
## [549]    train-error:0.033613
## [550]    train-error:0.028011
## [551]    train-error:0.028011
## [552]    train-error:0.028011
## [553]    train-error:0.028011
## [554]    train-error:0.028011
## [555]    train-error:0.030812
## [556]    train-error:0.030812
## [557]    train-error:0.028011
## [558]    train-error:0.028011
## [559]    train-error:0.028011
## [560]    train-error:0.030812
## [561]    train-error:0.028011
## [562]    train-error:0.028011
## [563]    train-error:0.028011
## [564]    train-error:0.030812
## [565]    train-error:0.030812
## [566]    train-error:0.030812
## [567]    train-error:0.033613
## [568]    train-error:0.030812
## [0]  train-error:0.268908
## [1]  train-error:0.260504
## [2]  train-error:0.221289
## [3]  train-error:0.182073
## [4]  train-error:0.168067
## [5]  train-error:0.159664
## [6]  train-error:0.165266
## [7]  train-error:0.165266
## [8]  train-error:0.148459
## [9]  train-error:0.131653
## [10] train-error:0.134454
## [11] train-error:0.126050
## [12] train-error:0.128852
## [13] train-error:0.128852
## [14] train-error:0.128852
## [15] train-error:0.128852
## [16] train-error:0.128852
## [17] train-error:0.128852
## [18] train-error:0.142857
## [19] train-error:0.134454
## [20] train-error:0.134454
## [21] train-error:0.128852
## [22] train-error:0.126050
## [23] train-error:0.120448
## [24] train-error:0.123249
## [25] train-error:0.126050
## [26] train-error:0.131653
## [27] train-error:0.131653
## [28] train-error:0.131653
## [29] train-error:0.128852
## [30] train-error:0.131653
## [31] train-error:0.123249
## [32] train-error:0.109244
## [33] train-error:0.112045
## [34] train-error:0.109244
## [35] train-error:0.114846
## [36] train-error:0.103641
## [37] train-error:0.109244
## [38] train-error:0.109244
## [39] train-error:0.112045
## [40] train-error:0.109244
## [41] train-error:0.103641
## [42] train-error:0.100840
## [43] train-error:0.095238
## [44] train-error:0.100840
## [45] train-error:0.106443
## [46] train-error:0.109244
## [47] train-error:0.100840
## [48] train-error:0.103641
## [49] train-error:0.098039
## [50] train-error:0.095238
## [51] train-error:0.098039
## [52] train-error:0.092437
## [53] train-error:0.092437
## [54] train-error:0.092437
## [55] train-error:0.089636
## [56] train-error:0.086835
## [57] train-error:0.086835
## [58] train-error:0.084034
## [59] train-error:0.092437
## [60] train-error:0.098039
## [61] train-error:0.095238
## [62] train-error:0.095238
## [63] train-error:0.095238
## [64] train-error:0.089636
## [65] train-error:0.089636
## [66] train-error:0.089636
## [67] train-error:0.092437
## [68] train-error:0.086835
## [69] train-error:0.084034
## [70] train-error:0.084034
## [71] train-error:0.084034
## [72] train-error:0.084034
## [73] train-error:0.078431
## [74] train-error:0.078431
## [75] train-error:0.081232
## [76] train-error:0.081232
## [77] train-error:0.084034
## [78] train-error:0.084034
## [79] train-error:0.086835
## [80] train-error:0.092437
## [81] train-error:0.084034
## [82] train-error:0.086835
## [83] train-error:0.086835
## [84] train-error:0.081232
## [85] train-error:0.081232
## [86] train-error:0.084034
## [87] train-error:0.081232
## [88] train-error:0.078431
## [89] train-error:0.081232
## [90] train-error:0.081232
## [91] train-error:0.078431
## [92] train-error:0.084034
## [93] train-error:0.081232
## [94] train-error:0.078431
## [95] train-error:0.078431
## [96] train-error:0.081232
## [97] train-error:0.081232
## [98] train-error:0.072829
## [99] train-error:0.075630
## [100]    train-error:0.078431
## [101]    train-error:0.075630
## [102]    train-error:0.075630
## [103]    train-error:0.078431
## [104]    train-error:0.081232
## [105]    train-error:0.081232
## [106]    train-error:0.084034
## [107]    train-error:0.081232
## [108]    train-error:0.081232
## [109]    train-error:0.078431
## [110]    train-error:0.075630
## [111]    train-error:0.075630
## [112]    train-error:0.070028
## [113]    train-error:0.075630
## [114]    train-error:0.075630
## [115]    train-error:0.075630
## [116]    train-error:0.075630
## [117]    train-error:0.078431
## [118]    train-error:0.081232
## [119]    train-error:0.081232
## [120]    train-error:0.084034
## [121]    train-error:0.078431
## [122]    train-error:0.078431
## [123]    train-error:0.081232
## [124]    train-error:0.081232
## [125]    train-error:0.078431
## [126]    train-error:0.078431
## [127]    train-error:0.078431
## [128]    train-error:0.072829
## [129]    train-error:0.070028
## [130]    train-error:0.070028
## [131]    train-error:0.067227
## [132]    train-error:0.067227
## [133]    train-error:0.070028
## [134]    train-error:0.072829
## [135]    train-error:0.075630
## [136]    train-error:0.078431
## [137]    train-error:0.072829
## [138]    train-error:0.067227
## [139]    train-error:0.067227
## [140]    train-error:0.072829
## [141]    train-error:0.067227
## [142]    train-error:0.072829
## [143]    train-error:0.067227
## [144]    train-error:0.067227
## [145]    train-error:0.067227
## [146]    train-error:0.070028
## [147]    train-error:0.067227
## [148]    train-error:0.070028
## [149]    train-error:0.072829
## [150]    train-error:0.067227
## [151]    train-error:0.070028
## [152]    train-error:0.070028
## [153]    train-error:0.072829
## [154]    train-error:0.075630
## [155]    train-error:0.075630
## [156]    train-error:0.081232
## [157]    train-error:0.081232
## [158]    train-error:0.078431
## [159]    train-error:0.070028
## [160]    train-error:0.070028
## [161]    train-error:0.072829
## [162]    train-error:0.072829
## [163]    train-error:0.072829
## [164]    train-error:0.078431
## [165]    train-error:0.072829
## [166]    train-error:0.070028
## [167]    train-error:0.070028
## [168]    train-error:0.070028
## [169]    train-error:0.067227
## [170]    train-error:0.064426
## [171]    train-error:0.064426
## [172]    train-error:0.070028
## [173]    train-error:0.067227
## [174]    train-error:0.070028
## [175]    train-error:0.070028
## [176]    train-error:0.064426
## [177]    train-error:0.067227
## [178]    train-error:0.061625
## [179]    train-error:0.064426
## [180]    train-error:0.067227
## [181]    train-error:0.058824
## [182]    train-error:0.064426
## [183]    train-error:0.064426
## [184]    train-error:0.067227
## [185]    train-error:0.064426
## [186]    train-error:0.061625
## [187]    train-error:0.058824
## [188]    train-error:0.058824
## [189]    train-error:0.056022
## [190]    train-error:0.058824
## [191]    train-error:0.061625
## [192]    train-error:0.061625
## [193]    train-error:0.061625
## [194]    train-error:0.064426
## [195]    train-error:0.064426
## [196]    train-error:0.061625
## [197]    train-error:0.061625
## [198]    train-error:0.061625
## [199]    train-error:0.058824
## [200]    train-error:0.061625
## [201]    train-error:0.064426
## [202]    train-error:0.067227
## [203]    train-error:0.061625
## [204]    train-error:0.061625
## [205]    train-error:0.064426
## [206]    train-error:0.058824
## [207]    train-error:0.056022
## [208]    train-error:0.061625
## [209]    train-error:0.061625
## [210]    train-error:0.061625
## [211]    train-error:0.064426
## [212]    train-error:0.064426
## [213]    train-error:0.061625
## [214]    train-error:0.056022
## [215]    train-error:0.053221
## [216]    train-error:0.053221
## [217]    train-error:0.053221
## [218]    train-error:0.053221
## [219]    train-error:0.053221
## [220]    train-error:0.050420
## [221]    train-error:0.053221
## [222]    train-error:0.056022
## [223]    train-error:0.061625
## [224]    train-error:0.056022
## [225]    train-error:0.058824
## [226]    train-error:0.061625
## [227]    train-error:0.061625
## [228]    train-error:0.058824
## [229]    train-error:0.058824
## [230]    train-error:0.053221
## [231]    train-error:0.053221
## [232]    train-error:0.053221
## [233]    train-error:0.056022
## [234]    train-error:0.053221
## [235]    train-error:0.053221
## [236]    train-error:0.053221
## [237]    train-error:0.053221
## [238]    train-error:0.053221
## [239]    train-error:0.053221
## [240]    train-error:0.053221
## [241]    train-error:0.050420
## [242]    train-error:0.053221
## [243]    train-error:0.050420
## [244]    train-error:0.053221
## [245]    train-error:0.050420
## [246]    train-error:0.050420
## [247]    train-error:0.050420
## [248]    train-error:0.047619
## [249]    train-error:0.050420
## [250]    train-error:0.056022
## [251]    train-error:0.053221
## [252]    train-error:0.053221
## [253]    train-error:0.053221
## [254]    train-error:0.050420
## [255]    train-error:0.053221
## [256]    train-error:0.056022
## [257]    train-error:0.056022
## [258]    train-error:0.058824
## [259]    train-error:0.053221
## [260]    train-error:0.056022
## [261]    train-error:0.050420
## [262]    train-error:0.053221
## [263]    train-error:0.050420
## [264]    train-error:0.053221
## [265]    train-error:0.053221
## [266]    train-error:0.050420
## [267]    train-error:0.050420
## [268]    train-error:0.047619
## [269]    train-error:0.047619
## [270]    train-error:0.050420
## [271]    train-error:0.053221
## [272]    train-error:0.056022
## [273]    train-error:0.058824
## [274]    train-error:0.056022
## [275]    train-error:0.056022
## [276]    train-error:0.056022
## [277]    train-error:0.056022
## [278]    train-error:0.056022
## [279]    train-error:0.053221
## [280]    train-error:0.056022
## [281]    train-error:0.056022
## [282]    train-error:0.053221
## [283]    train-error:0.053221
## [284]    train-error:0.050420
## [285]    train-error:0.053221
## [286]    train-error:0.053221
## [287]    train-error:0.050420
## [288]    train-error:0.053221
## [289]    train-error:0.047619
## [290]    train-error:0.050420
## [291]    train-error:0.053221
## [292]    train-error:0.050420
## [293]    train-error:0.050420
## [294]    train-error:0.053221
## [295]    train-error:0.050420
## [296]    train-error:0.053221
## [297]    train-error:0.053221
## [298]    train-error:0.053221
## [299]    train-error:0.050420
## [300]    train-error:0.053221
## [301]    train-error:0.053221
## [302]    train-error:0.053221
## [303]    train-error:0.053221
## [304]    train-error:0.050420
## [305]    train-error:0.053221
## [306]    train-error:0.050420
## [307]    train-error:0.053221
## [308]    train-error:0.050420
## [309]    train-error:0.053221
## [310]    train-error:0.050420
## [311]    train-error:0.047619
## [312]    train-error:0.050420
## [313]    train-error:0.053221
## [314]    train-error:0.056022
## [315]    train-error:0.058824
## [316]    train-error:0.056022
## [317]    train-error:0.061625
## [318]    train-error:0.061625
## [319]    train-error:0.058824
## [320]    train-error:0.058824
## [321]    train-error:0.053221
## [322]    train-error:0.050420
## [323]    train-error:0.056022
## [324]    train-error:0.053221
## [325]    train-error:0.056022
## [326]    train-error:0.056022
## [327]    train-error:0.056022
## [328]    train-error:0.053221
## [329]    train-error:0.058824
## [330]    train-error:0.058824
## [331]    train-error:0.061625
## [332]    train-error:0.058824
## [333]    train-error:0.061625
## [334]    train-error:0.061625
## [335]    train-error:0.058824
## [336]    train-error:0.058824
## [337]    train-error:0.058824
## [338]    train-error:0.053221
## [339]    train-error:0.053221
## [340]    train-error:0.053221
## [341]    train-error:0.050420
## [342]    train-error:0.053221
## [343]    train-error:0.047619
## [344]    train-error:0.047619
## [345]    train-error:0.050420
## [346]    train-error:0.050420
## [347]    train-error:0.047619
## [348]    train-error:0.047619
## [349]    train-error:0.047619
## [350]    train-error:0.047619
## [351]    train-error:0.047619
## [352]    train-error:0.050420
## [353]    train-error:0.047619
## [354]    train-error:0.047619
## [355]    train-error:0.047619
## [356]    train-error:0.047619
## [357]    train-error:0.047619
## [358]    train-error:0.050420
## [359]    train-error:0.053221
## [360]    train-error:0.056022
## [361]    train-error:0.047619
## [362]    train-error:0.050420
## [363]    train-error:0.050420
## [364]    train-error:0.044818
## [365]    train-error:0.047619
## [366]    train-error:0.050420
## [367]    train-error:0.047619
## [368]    train-error:0.053221
## [369]    train-error:0.053221
## [370]    train-error:0.053221
## [371]    train-error:0.053221
## [372]    train-error:0.050420
## [373]    train-error:0.050420
## [374]    train-error:0.050420
## [375]    train-error:0.053221
## [376]    train-error:0.047619
## [377]    train-error:0.050420
## [378]    train-error:0.050420
## [379]    train-error:0.053221
## [380]    train-error:0.053221
## [381]    train-error:0.053221
## [382]    train-error:0.053221
## [383]    train-error:0.050420
## [384]    train-error:0.047619
## [385]    train-error:0.047619
## [386]    train-error:0.044818
## [387]    train-error:0.050420
## [388]    train-error:0.047619
## [389]    train-error:0.047619
## [390]    train-error:0.044818
## [391]    train-error:0.047619
## [392]    train-error:0.047619
## [393]    train-error:0.047619
## [394]    train-error:0.047619
## [395]    train-error:0.044818
## [396]    train-error:0.044818
## [397]    train-error:0.044818
## [398]    train-error:0.042017
## [399]    train-error:0.042017
## [400]    train-error:0.042017
## [401]    train-error:0.044818
## [402]    train-error:0.042017
## [403]    train-error:0.039216
## [404]    train-error:0.042017
## [405]    train-error:0.042017
## [406]    train-error:0.042017
## [407]    train-error:0.042017
## [408]    train-error:0.039216
## [409]    train-error:0.042017
## [410]    train-error:0.044818
## [411]    train-error:0.042017
## [412]    train-error:0.044818
## [413]    train-error:0.044818
## [414]    train-error:0.044818
## [415]    train-error:0.039216
## [416]    train-error:0.039216
## [417]    train-error:0.039216
## [418]    train-error:0.042017
## [419]    train-error:0.042017
## [420]    train-error:0.044818
## [421]    train-error:0.042017
## [422]    train-error:0.044818
## [423]    train-error:0.050420
## [424]    train-error:0.050420
## [425]    train-error:0.053221
## [426]    train-error:0.050420
## [427]    train-error:0.050420
## [428]    train-error:0.047619
## [429]    train-error:0.047619
## [430]    train-error:0.044818
## [431]    train-error:0.047619
## [432]    train-error:0.047619
## [433]    train-error:0.050420
## [434]    train-error:0.047619
## [435]    train-error:0.044818
## [436]    train-error:0.047619
## [437]    train-error:0.044818
## [438]    train-error:0.042017
## [439]    train-error:0.047619
## [440]    train-error:0.047619
## [441]    train-error:0.044818
## [442]    train-error:0.047619
## [443]    train-error:0.047619
## [444]    train-error:0.047619
## [445]    train-error:0.044818
## [446]    train-error:0.042017
## [447]    train-error:0.044818
## [448]    train-error:0.047619
## [449]    train-error:0.047619
## [450]    train-error:0.044818
## [451]    train-error:0.044818
## [452]    train-error:0.047619
## [453]    train-error:0.044818
## [454]    train-error:0.044818
## [455]    train-error:0.042017
## [456]    train-error:0.042017
## [457]    train-error:0.042017
## [458]    train-error:0.044818
## [459]    train-error:0.047619
## [460]    train-error:0.047619
## [461]    train-error:0.047619
## [462]    train-error:0.044818
## [463]    train-error:0.044818
## [464]    train-error:0.044818
## [465]    train-error:0.039216
## [466]    train-error:0.042017
## [467]    train-error:0.042017
## [468]    train-error:0.036415
## [469]    train-error:0.036415
## [470]    train-error:0.036415
## [471]    train-error:0.036415
## [472]    train-error:0.036415
## [473]    train-error:0.036415
## [474]    train-error:0.039216
## [475]    train-error:0.044818
## [476]    train-error:0.044818
## [477]    train-error:0.044818
## [478]    train-error:0.044818
## [479]    train-error:0.044818
## [480]    train-error:0.044818
## [481]    train-error:0.044818
## [482]    train-error:0.042017
## [483]    train-error:0.044818
## [484]    train-error:0.042017
## [485]    train-error:0.044818
## [486]    train-error:0.044818
## [487]    train-error:0.044818
## [488]    train-error:0.042017
## [489]    train-error:0.044818
## [490]    train-error:0.044818
## [491]    train-error:0.042017
## [492]    train-error:0.047619
## [493]    train-error:0.044818
## [494]    train-error:0.044818
## [495]    train-error:0.044818
## [496]    train-error:0.044818
## [497]    train-error:0.044818
## [498]    train-error:0.039216
## [499]    train-error:0.039216
## [500]    train-error:0.042017
## [501]    train-error:0.039216
## [502]    train-error:0.036415
## [503]    train-error:0.036415
## [504]    train-error:0.033613
## [505]    train-error:0.039216
## [506]    train-error:0.033613
## [507]    train-error:0.036415
## [508]    train-error:0.036415
## [509]    train-error:0.036415
## [510]    train-error:0.036415
## [511]    train-error:0.036415
## [512]    train-error:0.042017
## [513]    train-error:0.042017
## [514]    train-error:0.042017
## [515]    train-error:0.042017
## [516]    train-error:0.042017
## [517]    train-error:0.042017
## [518]    train-error:0.036415
## [519]    train-error:0.039216
## [520]    train-error:0.039216
## [521]    train-error:0.036415
## [522]    train-error:0.036415
## [523]    train-error:0.036415
## [524]    train-error:0.044818
## [525]    train-error:0.044818
## [526]    train-error:0.039216
## [527]    train-error:0.039216
## [528]    train-error:0.039216
## [529]    train-error:0.036415
## [530]    train-error:0.036415
## [531]    train-error:0.036415
## [532]    train-error:0.036415
## [533]    train-error:0.036415
## [534]    train-error:0.039216
## [535]    train-error:0.039216
## [536]    train-error:0.036415
## [537]    train-error:0.036415
## [538]    train-error:0.036415
## [539]    train-error:0.036415
## [540]    train-error:0.033613
## [541]    train-error:0.036415
## [542]    train-error:0.036415
## [543]    train-error:0.036415
## [544]    train-error:0.036415
## [545]    train-error:0.036415
## [546]    train-error:0.033613
## [547]    train-error:0.033613
## [548]    train-error:0.033613
## [549]    train-error:0.036415
## [550]    train-error:0.036415
## [551]    train-error:0.036415
## [552]    train-error:0.036415
## [553]    train-error:0.039216
## [554]    train-error:0.039216
## [555]    train-error:0.033613
## [556]    train-error:0.033613
## [557]    train-error:0.039216
## [558]    train-error:0.039216
## [559]    train-error:0.036415
## [560]    train-error:0.036415
## [561]    train-error:0.033613
## [562]    train-error:0.033613
## [563]    train-error:0.033613
## [564]    train-error:0.033613
## [565]    train-error:0.033613
## [566]    train-error:0.033613
## [567]    train-error:0.036415
## [568]    train-error:0.036415
## [0]  train-error:0.388268
## [1]  train-error:0.326816
## [2]  train-error:0.326816
## [3]  train-error:0.326816
## [4]  train-error:0.326816
## [5]  train-error:0.321229
## [6]  train-error:0.321229
## [7]  train-error:0.346369
## [8]  train-error:0.326816
## [9]  train-error:0.318436
## [10] train-error:0.318436
## [11] train-error:0.318436
## [12] train-error:0.326816
## [13] train-error:0.318436
## [14] train-error:0.318436
## [15] train-error:0.318436
## [16] train-error:0.290503
## [17] train-error:0.312849
## [18] train-error:0.321229
## [19] train-error:0.312849
## [20] train-error:0.290503
## [21] train-error:0.312849
## [22] train-error:0.312849
## [23] train-error:0.310056
## [24] train-error:0.307263
## [25] train-error:0.310056
## [26] train-error:0.326816
## [27] train-error:0.312849
## [28] train-error:0.310056
## [29] train-error:0.332402
## [30] train-error:0.332402
## [31] train-error:0.326816
## [32] train-error:0.310056
## [33] train-error:0.312849
## [34] train-error:0.315642
## [35] train-error:0.312849
## [36] train-error:0.310056
## [37] train-error:0.310056
## [38] train-error:0.315642
## [39] train-error:0.293296
## [40] train-error:0.287710
## [41] train-error:0.310056
## [42] train-error:0.287710
## [43] train-error:0.310056
## [44] train-error:0.304469
## [45] train-error:0.287710
## [46] train-error:0.310056
## [47] train-error:0.315642
## [48] train-error:0.312849
## [49] train-error:0.312849
## [50] train-error:0.296089
## [51] train-error:0.307263
## [52] train-error:0.307263
## [53] train-error:0.296089
## [54] train-error:0.310056
## [55] train-error:0.326816
## [56] train-error:0.318436
## [57] train-error:0.301676
## [58] train-error:0.301676
## [59] train-error:0.318436
## [60] train-error:0.326816
## [61] train-error:0.312849
## [62] train-error:0.293296
## [63] train-error:0.293296
## [64] train-error:0.321229
## [65] train-error:0.321229
## [66] train-error:0.346369
## [67] train-error:0.312849
## [68] train-error:0.301676
## [69] train-error:0.335196
## [70] train-error:0.310056
## [71] train-error:0.335196
## [72] train-error:0.351955
## [73] train-error:0.335196
## [74] train-error:0.332402
## [75] train-error:0.329609
## [76] train-error:0.223464
## [77] train-error:0.212290
## [78] train-error:0.231844
## [79] train-error:0.231844
## [80] train-error:0.217877
## [81] train-error:0.226257
## [82] train-error:0.226257
## [83] train-error:0.215084
## [84] train-error:0.223464
## [85] train-error:0.231844
## [86] train-error:0.223464
## [87] train-error:0.282123
## [88] train-error:0.223464
## [89] train-error:0.265363
## [90] train-error:0.279330
## [91] train-error:0.273743
## [92] train-error:0.265363
## [93] train-error:0.259777
## [94] train-error:0.220670
## [95] train-error:0.273743
## [96] train-error:0.195531
## [97] train-error:0.195531
## [98] train-error:0.212290
## [99] train-error:0.212290
## [100]    train-error:0.212290
## [101]    train-error:0.212290
## [102]    train-error:0.215084
## [103]    train-error:0.212290
## [104]    train-error:0.212290
## [105]    train-error:0.215084
## [106]    train-error:0.223464
## [107]    train-error:0.201117
## [108]    train-error:0.212290
## [109]    train-error:0.203911
## [110]    train-error:0.220670
## [111]    train-error:0.215084
## [112]    train-error:0.203911
## [113]    train-error:0.217877
## [114]    train-error:0.215084
## [115]    train-error:0.217877
## [116]    train-error:0.203911
## [117]    train-error:0.217877
## [118]    train-error:0.212290
## [119]    train-error:0.203911
## [120]    train-error:0.217877
## [121]    train-error:0.215084
## [122]    train-error:0.215084
## [123]    train-error:0.212290
## [124]    train-error:0.212290
## [125]    train-error:0.220670
## [126]    train-error:0.217877
## [127]    train-error:0.206704
## [128]    train-error:0.212290
## [129]    train-error:0.203911
## [130]    train-error:0.206704
## [131]    train-error:0.217877
## [132]    train-error:0.217877
## [133]    train-error:0.217877
## [134]    train-error:0.209497
## [135]    train-error:0.215084
## [136]    train-error:0.201117
## [137]    train-error:0.203911
## [138]    train-error:0.215084
## [139]    train-error:0.215084
## [140]    train-error:0.198324
## [141]    train-error:0.203911
## [142]    train-error:0.203911
## [143]    train-error:0.201117
## [144]    train-error:0.198324
## [145]    train-error:0.206704
## [146]    train-error:0.231844
## [147]    train-error:0.209497
## [148]    train-error:0.203911
## [149]    train-error:0.209497
## [150]    train-error:0.206704
## [151]    train-error:0.220670
## [152]    train-error:0.229050
## [153]    train-error:0.203911
## [154]    train-error:0.229050
## [155]    train-error:0.212290
## [156]    train-error:0.240223
## [157]    train-error:0.229050
## [158]    train-error:0.240223
## [159]    train-error:0.203911
## [160]    train-error:0.203911
## [161]    train-error:0.203911
## [162]    train-error:0.206704
## [163]    train-error:0.220670
## [164]    train-error:0.206704
## [165]    train-error:0.223464
## [166]    train-error:0.209497
## [167]    train-error:0.240223
## [168]    train-error:0.220670
## [169]    train-error:0.203911
## [170]    train-error:0.203911
## [171]    train-error:0.203911
## [172]    train-error:0.209497
## [173]    train-error:0.209497
## [174]    train-error:0.203911
## [175]    train-error:0.203911
## [176]    train-error:0.237430
## [177]    train-error:0.245810
## [178]    train-error:0.240223
## [179]    train-error:0.226257
## [180]    train-error:0.209497
## [181]    train-error:0.220670
## [182]    train-error:0.240223
## [183]    train-error:0.254190
## [184]    train-error:0.234637
## [185]    train-error:0.243017
## [186]    train-error:0.229050
## [187]    train-error:0.223464
## [188]    train-error:0.229050
## [189]    train-error:0.212290
## [190]    train-error:0.212290
## [191]    train-error:0.212290
## [192]    train-error:0.226257
## [193]    train-error:0.231844
## [194]    train-error:0.243017
## [195]    train-error:0.237430
## [196]    train-error:0.310056
## [197]    train-error:0.234637
## [198]    train-error:0.243017
## [199]    train-error:0.226257
## [200]    train-error:0.206704
## [201]    train-error:0.209497
## [202]    train-error:0.206704
## [203]    train-error:0.212290
## [204]    train-error:0.206704
## [205]    train-error:0.226257
## [206]    train-error:0.206704
## [207]    train-error:0.226257
## [208]    train-error:0.212290
## [209]    train-error:0.237430
## [210]    train-error:0.229050
## [211]    train-error:0.217877
## [212]    train-error:0.237430
## [213]    train-error:0.229050
## [214]    train-error:0.212290
## [215]    train-error:0.212290
## [216]    train-error:0.212290
## [217]    train-error:0.223464
## [218]    train-error:0.231844
## [219]    train-error:0.215084
## [220]    train-error:0.217877
## [221]    train-error:0.217877
## [222]    train-error:0.234637
## [223]    train-error:0.217877
## [224]    train-error:0.223464
## [225]    train-error:0.234637
## [226]    train-error:0.248603
## [227]    train-error:0.254190
## [228]    train-error:0.217877
## [229]    train-error:0.273743
## [230]    train-error:0.251397
## [231]    train-error:0.251397
## [232]    train-error:0.217877
## [233]    train-error:0.223464
## [234]    train-error:0.229050
## [235]    train-error:0.229050
## [236]    train-error:0.265363
## [237]    train-error:0.268156
## [238]    train-error:0.237430
## [239]    train-error:0.226257
## [240]    train-error:0.217877
## [241]    train-error:0.248603
## [242]    train-error:0.223464
## [243]    train-error:0.248603
## [244]    train-error:0.248603
## [245]    train-error:0.240223
## [246]    train-error:0.237430
## [247]    train-error:0.248603
## [248]    train-error:0.229050
## [249]    train-error:0.217877
## [250]    train-error:0.217877
## [251]    train-error:0.229050
## [252]    train-error:0.220670
## [253]    train-error:0.223464
## [254]    train-error:0.223464
## [255]    train-error:0.229050
## [256]    train-error:0.217877
## [257]    train-error:0.262570
## [258]    train-error:0.217877
## [259]    train-error:0.282123
## [260]    train-error:0.259777
## [261]    train-error:0.259777
## [262]    train-error:0.259777
## [263]    train-error:0.284916
## [264]    train-error:0.293296
## [265]    train-error:0.259777
## [266]    train-error:0.259777
## [267]    train-error:0.237430
## [268]    train-error:0.220670
## [269]    train-error:0.223464
## [270]    train-error:0.209497
## [271]    train-error:0.248603
## [272]    train-error:0.215084
## [273]    train-error:0.215084
## [274]    train-error:0.251397
## [275]    train-error:0.270950
## [276]    train-error:0.215084
## [277]    train-error:0.217877
## [278]    train-error:0.223464
## [279]    train-error:0.223464
## [280]    train-error:0.215084
## [281]    train-error:0.234637
## [282]    train-error:0.229050
## [283]    train-error:0.206704
## [284]    train-error:0.192737
## [285]    train-error:0.198324
## [286]    train-error:0.201117
## [287]    train-error:0.215084
## [288]    train-error:0.229050
## [289]    train-error:0.206704
## [290]    train-error:0.198324
## [291]    train-error:0.234637
## [292]    train-error:0.240223
## [293]    train-error:0.217877
## [294]    train-error:0.229050
## [295]    train-error:0.203911
## [296]    train-error:0.229050
## [297]    train-error:0.240223
## [298]    train-error:0.240223
## [299]    train-error:0.237430
## [300]    train-error:0.240223
## [301]    train-error:0.243017
## [302]    train-error:0.265363
## [303]    train-error:0.265363
## [304]    train-error:0.237430
## [305]    train-error:0.256983
## [306]    train-error:0.243017
## [307]    train-error:0.226257
## [308]    train-error:0.229050
## [309]    train-error:0.243017
## [310]    train-error:0.226257
## [311]    train-error:0.240223
## [312]    train-error:0.195531
## [313]    train-error:0.215084
## [314]    train-error:0.195531
## [315]    train-error:0.226257
## [316]    train-error:0.217877
## [317]    train-error:0.223464
## [318]    train-error:0.195531
## [319]    train-error:0.195531
## [320]    train-error:0.195531
## [321]    train-error:0.203911
## [322]    train-error:0.195531
## [323]    train-error:0.209497
## [324]    train-error:0.226257
## [325]    train-error:0.195531
## [326]    train-error:0.195531
## [327]    train-error:0.229050
## [328]    train-error:0.223464
## [329]    train-error:0.203911
## [330]    train-error:0.209497
## [331]    train-error:0.209497
## [332]    train-error:0.198324
## [333]    train-error:0.195531
## [334]    train-error:0.209497
## [335]    train-error:0.195531
## [336]    train-error:0.195531
## [337]    train-error:0.203911
## [338]    train-error:0.203911
## [339]    train-error:0.195531
## [340]    train-error:0.195531
## [341]    train-error:0.217877
## [342]    train-error:0.195531
## [343]    train-error:0.192737
## [344]    train-error:0.195531
## [345]    train-error:0.195531
## [346]    train-error:0.226257
## [347]    train-error:0.192737
## [348]    train-error:0.195531
## [349]    train-error:0.192737
## [350]    train-error:0.195531
## [351]    train-error:0.195531
## [352]    train-error:0.226257
## [353]    train-error:0.195531
## [354]    train-error:0.223464
## [355]    train-error:0.209497
## [356]    train-error:0.240223
## [357]    train-error:0.223464
## [358]    train-error:0.195531
## [359]    train-error:0.195531
## [360]    train-error:0.195531
## [361]    train-error:0.192737
## [362]    train-error:0.192737
## [363]    train-error:0.192737
## [364]    train-error:0.201117
## [365]    train-error:0.189944
## [366]    train-error:0.212290
## [367]    train-error:0.217877
## [368]    train-error:0.192737
## [369]    train-error:0.220670
## [370]    train-error:0.220670
## [371]    train-error:0.206704
## [372]    train-error:0.192737
## [373]    train-error:0.201117
## [374]    train-error:0.206704
## [375]    train-error:0.215084
## [376]    train-error:0.212290
## [377]    train-error:0.212290
## [378]    train-error:0.201117
## [379]    train-error:0.220670
## [380]    train-error:0.226257
## [381]    train-error:0.220670
## [382]    train-error:0.189944
## [383]    train-error:0.215084
## [384]    train-error:0.215084
## [385]    train-error:0.215084
## [386]    train-error:0.201117
## [387]    train-error:0.192737
## [388]    train-error:0.212290
## [389]    train-error:0.226257
## [390]    train-error:0.192737
## [391]    train-error:0.201117
## [392]    train-error:0.198324
## [393]    train-error:0.217877
## [394]    train-error:0.192737
## [395]    train-error:0.192737
## [396]    train-error:0.201117
## [397]    train-error:0.206704
## [398]    train-error:0.203911
## [399]    train-error:0.206704
## [400]    train-error:0.192737
## [401]    train-error:0.201117
## [402]    train-error:0.189944
## [403]    train-error:0.201117
## [404]    train-error:0.220670
## [405]    train-error:0.217877
## [406]    train-error:0.212290
## [407]    train-error:0.212290
## [408]    train-error:0.192737
## [409]    train-error:0.217877
## [410]    train-error:0.192737
## [411]    train-error:0.189944
## [412]    train-error:0.212290
## [413]    train-error:0.189944
## [414]    train-error:0.189944
## [415]    train-error:0.192737
## [416]    train-error:0.206704
## [417]    train-error:0.192737
## [418]    train-error:0.226257
## [419]    train-error:0.217877
## [420]    train-error:0.212290
## [421]    train-error:0.201117
## [422]    train-error:0.203911
## [423]    train-error:0.203911
## [424]    train-error:0.189944
## [425]    train-error:0.226257
## [426]    train-error:0.215084
## [427]    train-error:0.206704
## [428]    train-error:0.215084
## [429]    train-error:0.206704
## [430]    train-error:0.215084
## [431]    train-error:0.215084
## [432]    train-error:0.212290
## [433]    train-error:0.209497
## [434]    train-error:0.212290
## [435]    train-error:0.209497
## [436]    train-error:0.209497
## [437]    train-error:0.212290
## [438]    train-error:0.217877
## [439]    train-error:0.215084
## [440]    train-error:0.212290
## [441]    train-error:0.212290
## [442]    train-error:0.212290
## [443]    train-error:0.215084
## [444]    train-error:0.212290
## [445]    train-error:0.212290
## [446]    train-error:0.212290
## [447]    train-error:0.212290
## [448]    train-error:0.212290
## [449]    train-error:0.206704
## [450]    train-error:0.220670
## [451]    train-error:0.203911
## [452]    train-error:0.215084
## [453]    train-error:0.217877
## [454]    train-error:0.240223
## [455]    train-error:0.212290
## [456]    train-error:0.212290
## [457]    train-error:0.206704
## [458]    train-error:0.215084
## [459]    train-error:0.234637
## [460]    train-error:0.229050
## [461]    train-error:0.212290
## [462]    train-error:0.206704
## [463]    train-error:0.212290
## [464]    train-error:0.209497
## [465]    train-error:0.206704
## [0]  train-error:0.378151
## [1]  train-error:0.378151
## [2]  train-error:0.308123
## [3]  train-error:0.308123
## [4]  train-error:0.308123
## [5]  train-error:0.308123
## [6]  train-error:0.308123
## [7]  train-error:0.308123
## [8]  train-error:0.308123
## [9]  train-error:0.327731
## [10] train-error:0.327731
## [11] train-error:0.327731
## [12] train-error:0.327731
## [13] train-error:0.327731
## [14] train-error:0.327731
## [15] train-error:0.308123
## [16] train-error:0.327731
## [17] train-error:0.327731
## [18] train-error:0.327731
## [19] train-error:0.327731
## [20] train-error:0.330532
## [21] train-error:0.327731
## [22] train-error:0.266106
## [23] train-error:0.266106
## [24] train-error:0.266106
## [25] train-error:0.266106
## [26] train-error:0.266106
## [27] train-error:0.285714
## [28] train-error:0.285714
## [29] train-error:0.282913
## [30] train-error:0.266106
## [31] train-error:0.268908
## [32] train-error:0.268908
## [33] train-error:0.268908
## [34] train-error:0.266106
## [35] train-error:0.310924
## [36] train-error:0.310924
## [37] train-error:0.308123
## [38] train-error:0.310924
## [39] train-error:0.308123
## [40] train-error:0.268908
## [41] train-error:0.310924
## [42] train-error:0.268908
## [43] train-error:0.268908
## [44] train-error:0.268908
## [45] train-error:0.313726
## [46] train-error:0.310924
## [47] train-error:0.268908
## [48] train-error:0.268908
## [49] train-error:0.268908
## [50] train-error:0.268908
## [51] train-error:0.268908
## [52] train-error:0.268908
## [53] train-error:0.268908
## [54] train-error:0.313726
## [55] train-error:0.268908
## [56] train-error:0.268908
## [57] train-error:0.268908
## [58] train-error:0.266106
## [59] train-error:0.266106
## [60] train-error:0.266106
## [61] train-error:0.266106
## [62] train-error:0.263305
## [63] train-error:0.263305
## [64] train-error:0.263305
## [65] train-error:0.268908
## [66] train-error:0.263305
## [67] train-error:0.263305
## [68] train-error:0.263305
## [69] train-error:0.266106
## [70] train-error:0.274510
## [71] train-error:0.263305
## [72] train-error:0.263305
## [73] train-error:0.263305
## [74] train-error:0.274510
## [75] train-error:0.274510
## [76] train-error:0.263305
## [77] train-error:0.266106
## [78] train-error:0.263305
## [79] train-error:0.274510
## [80] train-error:0.263305
## [81] train-error:0.263305
## [82] train-error:0.274510
## [83] train-error:0.274510
## [84] train-error:0.274510
## [85] train-error:0.266106
## [86] train-error:0.263305
## [87] train-error:0.274510
## [88] train-error:0.274510
## [89] train-error:0.274510
## [90] train-error:0.274510
## [91] train-error:0.274510
## [92] train-error:0.274510
## [93] train-error:0.274510
## [94] train-error:0.263305
## [95] train-error:0.282913
## [96] train-error:0.263305
## [97] train-error:0.263305
## [98] train-error:0.268908
## [99] train-error:0.263305
## [100]    train-error:0.263305
## [101]    train-error:0.266106
## [102]    train-error:0.263305
## [103]    train-error:0.263305
## [104]    train-error:0.266106
## [105]    train-error:0.263305
## [106]    train-error:0.263305
## [107]    train-error:0.263305
## [108]    train-error:0.266106
## [109]    train-error:0.268908
## [110]    train-error:0.296919
## [111]    train-error:0.266106
## [112]    train-error:0.266106
## [113]    train-error:0.266106
## [114]    train-error:0.266106
## [115]    train-error:0.266106
## [116]    train-error:0.291317
## [117]    train-error:0.257703
## [118]    train-error:0.266106
## [119]    train-error:0.299720
## [120]    train-error:0.299720
## [121]    train-error:0.260504
## [122]    train-error:0.282913
## [123]    train-error:0.263305
## [124]    train-error:0.266106
## [125]    train-error:0.268908
## [126]    train-error:0.266106
## [127]    train-error:0.266106
## [128]    train-error:0.268908
## [129]    train-error:0.268908
## [130]    train-error:0.268908
## [131]    train-error:0.280112
## [132]    train-error:0.268908
## [133]    train-error:0.271709
## [134]    train-error:0.268908
## [135]    train-error:0.268908
## [136]    train-error:0.252101
## [137]    train-error:0.268908
## [138]    train-error:0.266106
## [139]    train-error:0.266106
## [140]    train-error:0.266106
## [141]    train-error:0.266106
## [142]    train-error:0.277311
## [143]    train-error:0.260504
## [144]    train-error:0.266106
## [145]    train-error:0.260504
## [146]    train-error:0.266106
## [147]    train-error:0.260504
## [148]    train-error:0.257703
## [149]    train-error:0.260504
## [150]    train-error:0.252101
## [151]    train-error:0.260504
## [152]    train-error:0.257703
## [153]    train-error:0.254902
## [154]    train-error:0.266106
## [155]    train-error:0.252101
## [156]    train-error:0.266106
## [157]    train-error:0.238095
## [158]    train-error:0.235294
## [159]    train-error:0.235294
## [160]    train-error:0.238095
## [161]    train-error:0.235294
## [162]    train-error:0.235294
## [163]    train-error:0.235294
## [164]    train-error:0.235294
## [165]    train-error:0.238095
## [166]    train-error:0.235294
## [167]    train-error:0.207283
## [168]    train-error:0.207283
## [169]    train-error:0.207283
## [170]    train-error:0.212885
## [171]    train-error:0.212885
## [172]    train-error:0.207283
## [173]    train-error:0.204482
## [174]    train-error:0.207283
## [175]    train-error:0.207283
## [176]    train-error:0.207283
## [177]    train-error:0.215686
## [178]    train-error:0.204482
## [179]    train-error:0.212885
## [180]    train-error:0.212885
## [181]    train-error:0.212885
## [182]    train-error:0.221289
## [183]    train-error:0.221289
## [184]    train-error:0.221289
## [185]    train-error:0.232493
## [186]    train-error:0.235294
## [187]    train-error:0.240896
## [188]    train-error:0.243697
## [189]    train-error:0.232493
## [190]    train-error:0.235294
## [191]    train-error:0.240896
## [192]    train-error:0.249300
## [193]    train-error:0.238095
## [194]    train-error:0.221289
## [195]    train-error:0.221289
## [196]    train-error:0.224090
## [197]    train-error:0.218487
## [198]    train-error:0.221289
## [199]    train-error:0.218487
## [200]    train-error:0.224090
## [201]    train-error:0.221289
## [202]    train-error:0.221289
## [203]    train-error:0.221289
## [204]    train-error:0.218487
## [205]    train-error:0.249300
## [206]    train-error:0.243697
## [207]    train-error:0.221289
## [208]    train-error:0.221289
## [209]    train-error:0.224090
## [210]    train-error:0.240896
## [211]    train-error:0.235294
## [212]    train-error:0.232493
## [213]    train-error:0.249300
## [214]    train-error:0.221289
## [215]    train-error:0.240896
## [216]    train-error:0.246499
## [217]    train-error:0.238095
## [218]    train-error:0.243697
## [219]    train-error:0.243697
## [220]    train-error:0.207283
## [221]    train-error:0.243697
## [222]    train-error:0.246499
## [223]    train-error:0.232493
## [224]    train-error:0.238095
## [225]    train-error:0.243697
## [226]    train-error:0.243697
## [227]    train-error:0.243697
## [228]    train-error:0.240896
## [229]    train-error:0.243697
## [230]    train-error:0.246499
## [231]    train-error:0.238095
## [232]    train-error:0.243697
## [233]    train-error:0.243697
## [234]    train-error:0.254902
## [235]    train-error:0.254902
## [236]    train-error:0.243697
## [237]    train-error:0.240896
## [238]    train-error:0.243697
## [239]    train-error:0.246499
## [240]    train-error:0.252101
## [241]    train-error:0.252101
## [242]    train-error:0.243697
## [243]    train-error:0.238095
## [244]    train-error:0.229692
## [245]    train-error:0.232493
## [246]    train-error:0.232493
## [247]    train-error:0.243697
## [248]    train-error:0.232493
## [249]    train-error:0.226891
## [250]    train-error:0.240896
## [251]    train-error:0.240896
## [252]    train-error:0.182073
## [253]    train-error:0.184874
## [254]    train-error:0.182073
## [255]    train-error:0.187675
## [256]    train-error:0.184874
## [257]    train-error:0.182073
## [258]    train-error:0.226891
## [259]    train-error:0.226891
## [260]    train-error:0.182073
## [261]    train-error:0.184874
## [262]    train-error:0.182073
## [263]    train-error:0.182073
## [264]    train-error:0.170868
## [265]    train-error:0.182073
## [266]    train-error:0.182073
## [267]    train-error:0.196078
## [268]    train-error:0.184874
## [269]    train-error:0.226891
## [270]    train-error:0.182073
## [271]    train-error:0.170868
## [272]    train-error:0.173669
## [273]    train-error:0.184874
## [274]    train-error:0.182073
## [275]    train-error:0.184874
## [276]    train-error:0.184874
## [277]    train-error:0.226891
## [278]    train-error:0.182073
## [279]    train-error:0.184874
## [280]    train-error:0.182073
## [281]    train-error:0.184874
## [282]    train-error:0.182073
## [283]    train-error:0.182073
## [284]    train-error:0.182073
## [285]    train-error:0.226891
## [286]    train-error:0.226891
## [287]    train-error:0.226891
## [288]    train-error:0.182073
## [289]    train-error:0.182073
## [290]    train-error:0.184874
## [291]    train-error:0.182073
## [292]    train-error:0.184874
## [293]    train-error:0.184874
## [294]    train-error:0.182073
## [295]    train-error:0.182073
## [296]    train-error:0.182073
## [297]    train-error:0.226891
## [298]    train-error:0.226891
## [299]    train-error:0.232493
## [300]    train-error:0.226891
## [301]    train-error:0.226891
## [302]    train-error:0.182073
## [303]    train-error:0.187675
## [304]    train-error:0.182073
## [305]    train-error:0.182073
## [306]    train-error:0.187675
## [307]    train-error:0.226891
## [308]    train-error:0.210084
## [309]    train-error:0.196078
## [310]    train-error:0.226891
## [311]    train-error:0.226891
## [312]    train-error:0.196078
## [313]    train-error:0.226891
## [314]    train-error:0.182073
## [315]    train-error:0.173669
## [316]    train-error:0.176471
## [317]    train-error:0.182073
## [318]    train-error:0.182073
## [319]    train-error:0.182073
## [320]    train-error:0.226891
## [321]    train-error:0.229692
## [322]    train-error:0.182073
## [323]    train-error:0.182073
## [324]    train-error:0.182073
## [325]    train-error:0.168067
## [326]    train-error:0.182073
## [327]    train-error:0.182073
## [328]    train-error:0.182073
## [329]    train-error:0.182073
## [330]    train-error:0.182073
## [331]    train-error:0.184874
## [332]    train-error:0.182073
## [333]    train-error:0.182073
## [334]    train-error:0.184874
## [335]    train-error:0.182073
## [336]    train-error:0.182073
## [337]    train-error:0.196078
## [338]    train-error:0.182073
## [339]    train-error:0.226891
## [340]    train-error:0.226891
## [341]    train-error:0.226891
## [342]    train-error:0.226891
## [343]    train-error:0.182073
## [344]    train-error:0.179272
## [345]    train-error:0.182073
## [346]    train-error:0.184874
## [347]    train-error:0.184874
## [348]    train-error:0.182073
## [349]    train-error:0.182073
## [350]    train-error:0.182073
## [351]    train-error:0.182073
## [352]    train-error:0.196078
## [353]    train-error:0.182073
## [354]    train-error:0.176471
## [355]    train-error:0.173669
## [356]    train-error:0.179272
## [357]    train-error:0.182073
## [358]    train-error:0.182073
## [359]    train-error:0.182073
## [360]    train-error:0.182073
## [361]    train-error:0.176471
## [362]    train-error:0.182073
## [363]    train-error:0.182073
## [364]    train-error:0.182073
## [365]    train-error:0.210084
## [366]    train-error:0.182073
## [367]    train-error:0.210084
## [368]    train-error:0.226891
## [369]    train-error:0.226891
## [370]    train-error:0.173669
## [371]    train-error:0.182073
## [372]    train-error:0.168067
## [373]    train-error:0.182073
## [374]    train-error:0.182073
## [375]    train-error:0.179272
## [376]    train-error:0.179272
## [377]    train-error:0.182073
## [378]    train-error:0.184874
## [379]    train-error:0.168067
## [380]    train-error:0.182073
## [381]    train-error:0.182073
## [382]    train-error:0.182073
## [383]    train-error:0.226891
## [384]    train-error:0.182073
## [385]    train-error:0.182073
## [386]    train-error:0.182073
## [387]    train-error:0.182073
## [388]    train-error:0.184874
## [389]    train-error:0.226891
## [390]    train-error:0.226891
## [391]    train-error:0.226891
## [392]    train-error:0.226891
## [393]    train-error:0.210084
## [394]    train-error:0.196078
## [395]    train-error:0.182073
## [396]    train-error:0.226891
## [397]    train-error:0.182073
## [398]    train-error:0.182073
## [399]    train-error:0.182073
## [400]    train-error:0.235294
## [401]    train-error:0.226891
## [402]    train-error:0.226891
## [403]    train-error:0.182073
## [404]    train-error:0.196078
## [405]    train-error:0.196078
## [406]    train-error:0.182073
## [407]    train-error:0.182073
## [408]    train-error:0.182073
## [409]    train-error:0.182073
## [410]    train-error:0.196078
## [411]    train-error:0.182073
## [412]    train-error:0.182073
## [413]    train-error:0.182073
## [414]    train-error:0.184874
## [415]    train-error:0.226891
## [416]    train-error:0.182073
## [417]    train-error:0.168067
## [418]    train-error:0.184874
## [419]    train-error:0.196078
## [420]    train-error:0.210084
## [421]    train-error:0.226891
## [422]    train-error:0.229692
## [423]    train-error:0.196078
## [424]    train-error:0.182073
## [425]    train-error:0.226891
## [426]    train-error:0.182073
## [427]    train-error:0.226891
## [428]    train-error:0.182073
## [429]    train-error:0.226891
## [430]    train-error:0.182073
## [431]    train-error:0.196078
## [432]    train-error:0.176471
## [433]    train-error:0.182073
## [434]    train-error:0.173669
## [435]    train-error:0.176471
## [436]    train-error:0.182073
## [437]    train-error:0.182073
## [438]    train-error:0.176471
## [439]    train-error:0.182073
## [440]    train-error:0.182073
## [441]    train-error:0.182073
## [442]    train-error:0.182073
## [443]    train-error:0.182073
## [444]    train-error:0.226891
## [445]    train-error:0.229692
## [446]    train-error:0.184874
## [447]    train-error:0.168067
## [448]    train-error:0.182073
## [449]    train-error:0.182073
## [450]    train-error:0.204482
## [451]    train-error:0.198880
## [452]    train-error:0.207283
## [453]    train-error:0.210084
## [454]    train-error:0.207283
## [455]    train-error:0.204482
## [456]    train-error:0.204482
## [457]    train-error:0.204482
## [458]    train-error:0.204482
## [459]    train-error:0.232493
## [460]    train-error:0.201681
## [461]    train-error:0.207283
## [462]    train-error:0.204482
## [463]    train-error:0.204482
## [464]    train-error:0.207283
## [465]    train-error:0.207283
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.280112
## [3]  train-error:0.280112
## [4]  train-error:0.280112
## [5]  train-error:0.257703
## [6]  train-error:0.218487
## [7]  train-error:0.257703
## [8]  train-error:0.218487
## [9]  train-error:0.218487
## [10] train-error:0.280112
## [11] train-error:0.280112
## [12] train-error:0.280112
## [13] train-error:0.218487
## [14] train-error:0.280112
## [15] train-error:0.243697
## [16] train-error:0.280112
## [17] train-error:0.257703
## [18] train-error:0.257703
## [19] train-error:0.274510
## [20] train-error:0.249300
## [21] train-error:0.249300
## [22] train-error:0.257703
## [23] train-error:0.274510
## [24] train-error:0.310924
## [25] train-error:0.310924
## [26] train-error:0.285714
## [27] train-error:0.254902
## [28] train-error:0.254902
## [29] train-error:0.257703
## [30] train-error:0.268908
## [31] train-error:0.285714
## [32] train-error:0.285714
## [33] train-error:0.310924
## [34] train-error:0.288515
## [35] train-error:0.288515
## [36] train-error:0.274510
## [37] train-error:0.268908
## [38] train-error:0.254902
## [39] train-error:0.257703
## [40] train-error:0.268908
## [41] train-error:0.310924
## [42] train-error:0.310924
## [43] train-error:0.288515
## [44] train-error:0.288515
## [45] train-error:0.310924
## [46] train-error:0.280112
## [47] train-error:0.310924
## [48] train-error:0.268908
## [49] train-error:0.285714
## [50] train-error:0.285714
## [51] train-error:0.285714
## [52] train-error:0.274510
## [53] train-error:0.257703
## [54] train-error:0.226891
## [55] train-error:0.226891
## [56] train-error:0.226891
## [57] train-error:0.226891
## [58] train-error:0.226891
## [59] train-error:0.226891
## [60] train-error:0.226891
## [61] train-error:0.226891
## [62] train-error:0.221289
## [63] train-error:0.218487
## [64] train-error:0.218487
## [65] train-error:0.221289
## [66] train-error:0.221289
## [67] train-error:0.221289
## [68] train-error:0.221289
## [69] train-error:0.224090
## [70] train-error:0.221289
## [71] train-error:0.215686
## [72] train-error:0.235294
## [73] train-error:0.215686
## [74] train-error:0.215686
## [75] train-error:0.226891
## [76] train-error:0.226891
## [77] train-error:0.215686
## [78] train-error:0.224090
## [79] train-error:0.226891
## [80] train-error:0.226891
## [81] train-error:0.215686
## [82] train-error:0.235294
## [83] train-error:0.221289
## [84] train-error:0.215686
## [85] train-error:0.212885
## [86] train-error:0.224090
## [87] train-error:0.224090
## [88] train-error:0.224090
## [89] train-error:0.221289
## [90] train-error:0.226891
## [91] train-error:0.226891
## [92] train-error:0.224090
## [93] train-error:0.229692
## [94] train-error:0.226891
## [95] train-error:0.226891
## [96] train-error:0.224090
## [97] train-error:0.226891
## [98] train-error:0.240896
## [99] train-error:0.221289
## [100]    train-error:0.218487
## [101]    train-error:0.226891
## [102]    train-error:0.224090
## [103]    train-error:0.240896
## [104]    train-error:0.240896
## [105]    train-error:0.240896
## [106]    train-error:0.246499
## [107]    train-error:0.240896
## [108]    train-error:0.240896
## [109]    train-error:0.229692
## [110]    train-error:0.235294
## [111]    train-error:0.235294
## [112]    train-error:0.240896
## [113]    train-error:0.240896
## [114]    train-error:0.238095
## [115]    train-error:0.240896
## [116]    train-error:0.238095
## [117]    train-error:0.238095
## [118]    train-error:0.240896
## [119]    train-error:0.240896
## [120]    train-error:0.235294
## [121]    train-error:0.238095
## [122]    train-error:0.240896
## [123]    train-error:0.240896
## [124]    train-error:0.238095
## [125]    train-error:0.238095
## [126]    train-error:0.240896
## [127]    train-error:0.238095
## [128]    train-error:0.229692
## [129]    train-error:0.229692
## [130]    train-error:0.226891
## [131]    train-error:0.238095
## [132]    train-error:0.240896
## [133]    train-error:0.226891
## [134]    train-error:0.218487
## [135]    train-error:0.221289
## [136]    train-error:0.224090
## [137]    train-error:0.240896
## [138]    train-error:0.238095
## [139]    train-error:0.238095
## [140]    train-error:0.240896
## [141]    train-error:0.221289
## [142]    train-error:0.224090
## [143]    train-error:0.240896
## [144]    train-error:0.240896
## [145]    train-error:0.240896
## [146]    train-error:0.229692
## [147]    train-error:0.232493
## [148]    train-error:0.240896
## [149]    train-error:0.226891
## [150]    train-error:0.238095
## [151]    train-error:0.240896
## [152]    train-error:0.238095
## [153]    train-error:0.218487
## [154]    train-error:0.224090
## [155]    train-error:0.240896
## [156]    train-error:0.224090
## [157]    train-error:0.238095
## [158]    train-error:0.238095
## [159]    train-error:0.238095
## [160]    train-error:0.240896
## [161]    train-error:0.218487
## [162]    train-error:0.238095
## [163]    train-error:0.238095
## [164]    train-error:0.224090
## [165]    train-error:0.240896
## [166]    train-error:0.240896
## [167]    train-error:0.240896
## [168]    train-error:0.238095
## [169]    train-error:0.238095
## [170]    train-error:0.243697
## [171]    train-error:0.229692
## [172]    train-error:0.240896
## [173]    train-error:0.240896
## [174]    train-error:0.243697
## [175]    train-error:0.240896
## [176]    train-error:0.243697
## [177]    train-error:0.221289
## [178]    train-error:0.235294
## [179]    train-error:0.243697
## [180]    train-error:0.243697
## [181]    train-error:0.243697
## [182]    train-error:0.238095
## [183]    train-error:0.229692
## [184]    train-error:0.243697
## [185]    train-error:0.238095
## [186]    train-error:0.229692
## [187]    train-error:0.224090
## [188]    train-error:0.221289
## [189]    train-error:0.224090
## [190]    train-error:0.235294
## [191]    train-error:0.243697
## [192]    train-error:0.235294
## [193]    train-error:0.238095
## [194]    train-error:0.246499
## [195]    train-error:0.243697
## [196]    train-error:0.243697
## [197]    train-error:0.243697
## [198]    train-error:0.224090
## [199]    train-error:0.235294
## [200]    train-error:0.243697
## [201]    train-error:0.240896
## [202]    train-error:0.243697
## [203]    train-error:0.243697
## [204]    train-error:0.243697
## [205]    train-error:0.243697
## [206]    train-error:0.243697
## [207]    train-error:0.243697
## [208]    train-error:0.243697
## [209]    train-error:0.243697
## [210]    train-error:0.243697
## [211]    train-error:0.240896
## [212]    train-error:0.243697
## [213]    train-error:0.238095
## [214]    train-error:0.240896
## [215]    train-error:0.243697
## [216]    train-error:0.243697
## [217]    train-error:0.240896
## [218]    train-error:0.238095
## [219]    train-error:0.240896
## [220]    train-error:0.243697
## [221]    train-error:0.221289
## [222]    train-error:0.238095
## [223]    train-error:0.243697
## [224]    train-error:0.240896
## [225]    train-error:0.243697
## [226]    train-error:0.246499
## [227]    train-error:0.246499
## [228]    train-error:0.240896
## [229]    train-error:0.240896
## [230]    train-error:0.243697
## [231]    train-error:0.243697
## [232]    train-error:0.243697
## [233]    train-error:0.240896
## [234]    train-error:0.240896
## [235]    train-error:0.246499
## [236]    train-error:0.238095
## [237]    train-error:0.226891
## [238]    train-error:0.229692
## [239]    train-error:0.235294
## [240]    train-error:0.243697
## [241]    train-error:0.235294
## [242]    train-error:0.221289
## [243]    train-error:0.246499
## [244]    train-error:0.240896
## [245]    train-error:0.243697
## [246]    train-error:0.246499
## [247]    train-error:0.243697
## [248]    train-error:0.243697
## [249]    train-error:0.243697
## [250]    train-error:0.238095
## [251]    train-error:0.246499
## [252]    train-error:0.246499
## [253]    train-error:0.243697
## [254]    train-error:0.246499
## [255]    train-error:0.243697
## [256]    train-error:0.238095
## [257]    train-error:0.243697
## [258]    train-error:0.238095
## [259]    train-error:0.246499
## [260]    train-error:0.235294
## [261]    train-error:0.246499
## [262]    train-error:0.238095
## [263]    train-error:0.243697
## [264]    train-error:0.243697
## [265]    train-error:0.243697
## [266]    train-error:0.238095
## [267]    train-error:0.238095
## [268]    train-error:0.238095
## [269]    train-error:0.238095
## [270]    train-error:0.246499
## [271]    train-error:0.246499
## [272]    train-error:0.246499
## [273]    train-error:0.238095
## [274]    train-error:0.243697
## [275]    train-error:0.243697
## [276]    train-error:0.238095
## [277]    train-error:0.232493
## [278]    train-error:0.243697
## [279]    train-error:0.243697
## [280]    train-error:0.246499
## [281]    train-error:0.243697
## [282]    train-error:0.243697
## [283]    train-error:0.246499
## [284]    train-error:0.246499
## [285]    train-error:0.243697
## [286]    train-error:0.246499
## [287]    train-error:0.249300
## [288]    train-error:0.243697
## [289]    train-error:0.246499
## [290]    train-error:0.246499
## [291]    train-error:0.243697
## [292]    train-error:0.254902
## [293]    train-error:0.243697
## [294]    train-error:0.249300
## [295]    train-error:0.243697
## [296]    train-error:0.243697
## [297]    train-error:0.246499
## [298]    train-error:0.229692
## [299]    train-error:0.246499
## [300]    train-error:0.246499
## [301]    train-error:0.232493
## [302]    train-error:0.246499
## [303]    train-error:0.246499
## [304]    train-error:0.249300
## [305]    train-error:0.243697
## [306]    train-error:0.249300
## [307]    train-error:0.246499
## [308]    train-error:0.246499
## [309]    train-error:0.249300
## [310]    train-error:0.246499
## [311]    train-error:0.243697
## [312]    train-error:0.243697
## [313]    train-error:0.235294
## [314]    train-error:0.229692
## [315]    train-error:0.238095
## [316]    train-error:0.246499
## [317]    train-error:0.254902
## [318]    train-error:0.249300
## [319]    train-error:0.246499
## [320]    train-error:0.249300
## [321]    train-error:0.243697
## [322]    train-error:0.254902
## [323]    train-error:0.243697
## [324]    train-error:0.246499
## [325]    train-error:0.246499
## [326]    train-error:0.246499
## [327]    train-error:0.254902
## [328]    train-error:0.246499
## [329]    train-error:0.249300
## [330]    train-error:0.246499
## [331]    train-error:0.226891
## [332]    train-error:0.218487
## [333]    train-error:0.226891
## [334]    train-error:0.226891
## [335]    train-error:0.215686
## [336]    train-error:0.218487
## [337]    train-error:0.224090
## [338]    train-error:0.240896
## [339]    train-error:0.221289
## [340]    train-error:0.221289
## [341]    train-error:0.218487
## [342]    train-error:0.238095
## [343]    train-error:0.221289
## [344]    train-error:0.232493
## [345]    train-error:0.232493
## [346]    train-error:0.238095
## [347]    train-error:0.238095
## [348]    train-error:0.221289
## [349]    train-error:0.218487
## [350]    train-error:0.263305
## [351]    train-error:0.240896
## [352]    train-error:0.238095
## [353]    train-error:0.238095
## [354]    train-error:0.235294
## [355]    train-error:0.224090
## [356]    train-error:0.224090
## [357]    train-error:0.232493
## [358]    train-error:0.232493
## [359]    train-error:0.235294
## [360]    train-error:0.238095
## [361]    train-error:0.238095
## [362]    train-error:0.238095
## [363]    train-error:0.235294
## [364]    train-error:0.226891
## [365]    train-error:0.226891
## [366]    train-error:0.235294
## [367]    train-error:0.235294
## [368]    train-error:0.226891
## [369]    train-error:0.221289
## [370]    train-error:0.232493
## [371]    train-error:0.221289
## [372]    train-error:0.218487
## [373]    train-error:0.218487
## [374]    train-error:0.218487
## [375]    train-error:0.218487
## [376]    train-error:0.207283
## [377]    train-error:0.210084
## [378]    train-error:0.210084
## [379]    train-error:0.252101
## [380]    train-error:0.212885
## [381]    train-error:0.252101
## [382]    train-error:0.201681
## [383]    train-error:0.254902
## [384]    train-error:0.204482
## [385]    train-error:0.221289
## [386]    train-error:0.204482
## [387]    train-error:0.204482
## [388]    train-error:0.221289
## [389]    train-error:0.226891
## [390]    train-error:0.204482
## [391]    train-error:0.204482
## [392]    train-error:0.210084
## [393]    train-error:0.207283
## [394]    train-error:0.210084
## [395]    train-error:0.232493
## [396]    train-error:0.232493
## [397]    train-error:0.215686
## [398]    train-error:0.232493
## [399]    train-error:0.210084
## [400]    train-error:0.229692
## [401]    train-error:0.224090
## [402]    train-error:0.224090
## [403]    train-error:0.201681
## [404]    train-error:0.207283
## [405]    train-error:0.207283
## [406]    train-error:0.207283
## [407]    train-error:0.210084
## [408]    train-error:0.215686
## [409]    train-error:0.201681
## [410]    train-error:0.207283
## [411]    train-error:0.224090
## [412]    train-error:0.201681
## [413]    train-error:0.201681
## [414]    train-error:0.232493
## [415]    train-error:0.210084
## [416]    train-error:0.201681
## [417]    train-error:0.207283
## [418]    train-error:0.201681
## [419]    train-error:0.210084
## [420]    train-error:0.201681
## [421]    train-error:0.210084
## [422]    train-error:0.224090
## [423]    train-error:0.207283
## [424]    train-error:0.226891
## [425]    train-error:0.232493
## [426]    train-error:0.207283
## [427]    train-error:0.232493
## [428]    train-error:0.232493
## [429]    train-error:0.232493
## [430]    train-error:0.232493
## [431]    train-error:0.210084
## [432]    train-error:0.232493
## [433]    train-error:0.224090
## [434]    train-error:0.232493
## [435]    train-error:0.232493
## [436]    train-error:0.232493
## [437]    train-error:0.224090
## [438]    train-error:0.201681
## [439]    train-error:0.212885
## [440]    train-error:0.210084
## [441]    train-error:0.224090
## [442]    train-error:0.212885
## [443]    train-error:0.212885
## [444]    train-error:0.201681
## [445]    train-error:0.232493
## [446]    train-error:0.224090
## [447]    train-error:0.201681
## [448]    train-error:0.201681
## [449]    train-error:0.201681
## [450]    train-error:0.224090
## [451]    train-error:0.224090
## [452]    train-error:0.224090
## [453]    train-error:0.229692
## [454]    train-error:0.232493
## [455]    train-error:0.201681
## [456]    train-error:0.201681
## [457]    train-error:0.210084
## [458]    train-error:0.232493
## [459]    train-error:0.210084
## [460]    train-error:0.224090
## [461]    train-error:0.210084
## [462]    train-error:0.201681
## [463]    train-error:0.207283
## [464]    train-error:0.232493
## [465]    train-error:0.204482
## [0]  train-error:0.290503
## [1]  train-error:0.198324
## [2]  train-error:0.181564
## [3]  train-error:0.195531
## [4]  train-error:0.203911
## [5]  train-error:0.201117
## [6]  train-error:0.184358
## [7]  train-error:0.178771
## [8]  train-error:0.184358
## [9]  train-error:0.175978
## [10] train-error:0.181564
## [11] train-error:0.170391
## [12] train-error:0.181564
## [13] train-error:0.164804
## [14] train-error:0.164804
## [15] train-error:0.164804
## [16] train-error:0.170391
## [17] train-error:0.167598
## [18] train-error:0.159218
## [19] train-error:0.170391
## [20] train-error:0.175978
## [21] train-error:0.173184
## [22] train-error:0.164804
## [23] train-error:0.164804
## [24] train-error:0.159218
## [25] train-error:0.159218
## [26] train-error:0.156425
## [27] train-error:0.153631
## [28] train-error:0.153631
## [29] train-error:0.148045
## [30] train-error:0.142458
## [31] train-error:0.145251
## [32] train-error:0.145251
## [33] train-error:0.134078
## [34] train-error:0.131285
## [35] train-error:0.139665
## [36] train-error:0.142458
## [37] train-error:0.136872
## [38] train-error:0.134078
## [39] train-error:0.142458
## [40] train-error:0.125698
## [41] train-error:0.128492
## [42] train-error:0.134078
## [43] train-error:0.134078
## [44] train-error:0.128492
## [45] train-error:0.122905
## [46] train-error:0.125698
## [47] train-error:0.122905
## [48] train-error:0.131285
## [49] train-error:0.125698
## [50] train-error:0.131285
## [51] train-error:0.134078
## [52] train-error:0.148045
## [53] train-error:0.131285
## [54] train-error:0.128492
## [55] train-error:0.134078
## [56] train-error:0.139665
## [57] train-error:0.136872
## [58] train-error:0.136872
## [59] train-error:0.131285
## [60] train-error:0.125698
## [61] train-error:0.125698
## [62] train-error:0.117318
## [63] train-error:0.128492
## [64] train-error:0.128492
## [65] train-error:0.122905
## [66] train-error:0.120112
## [67] train-error:0.131285
## [68] train-error:0.125698
## [69] train-error:0.131285
## [70] train-error:0.131285
## [71] train-error:0.131285
## [72] train-error:0.122905
## [73] train-error:0.128492
## [74] train-error:0.122905
## [75] train-error:0.125698
## [76] train-error:0.125698
## [77] train-error:0.120112
## [78] train-error:0.106145
## [79] train-error:0.120112
## [80] train-error:0.111732
## [81] train-error:0.114525
## [82] train-error:0.117318
## [83] train-error:0.120112
## [84] train-error:0.122905
## [85] train-error:0.122905
## [86] train-error:0.122905
## [87] train-error:0.122905
## [88] train-error:0.117318
## [89] train-error:0.117318
## [90] train-error:0.114525
## [91] train-error:0.114525
## [92] train-error:0.108939
## [93] train-error:0.103352
## [94] train-error:0.106145
## [95] train-error:0.108939
## [96] train-error:0.108939
## [97] train-error:0.106145
## [98] train-error:0.108939
## [99] train-error:0.100559
## [100]    train-error:0.103352
## [101]    train-error:0.097765
## [102]    train-error:0.097765
## [103]    train-error:0.108939
## [104]    train-error:0.100559
## [105]    train-error:0.100559
## [106]    train-error:0.092179
## [107]    train-error:0.097765
## [108]    train-error:0.100559
## [109]    train-error:0.106145
## [110]    train-error:0.100559
## [111]    train-error:0.108939
## [112]    train-error:0.108939
## [113]    train-error:0.103352
## [114]    train-error:0.103352
## [115]    train-error:0.103352
## [116]    train-error:0.117318
## [117]    train-error:0.120112
## [118]    train-error:0.111732
## [119]    train-error:0.111732
## [120]    train-error:0.108939
## [121]    train-error:0.111732
## [122]    train-error:0.111732
## [123]    train-error:0.108939
## [124]    train-error:0.100559
## [125]    train-error:0.103352
## [126]    train-error:0.103352
## [127]    train-error:0.106145
## [128]    train-error:0.103352
## [129]    train-error:0.108939
## [130]    train-error:0.106145
## [131]    train-error:0.108939
## [132]    train-error:0.108939
## [133]    train-error:0.108939
## [134]    train-error:0.100559
## [135]    train-error:0.103352
## [136]    train-error:0.103352
## [137]    train-error:0.097765
## [138]    train-error:0.108939
## [139]    train-error:0.097765
## [140]    train-error:0.100559
## [141]    train-error:0.097765
## [142]    train-error:0.100559
## [143]    train-error:0.089385
## [144]    train-error:0.092179
## [145]    train-error:0.089385
## [146]    train-error:0.092179
## [147]    train-error:0.092179
## [148]    train-error:0.083799
## [149]    train-error:0.089385
## [150]    train-error:0.081006
## [151]    train-error:0.086592
## [152]    train-error:0.083799
## [153]    train-error:0.092179
## [154]    train-error:0.094972
## [155]    train-error:0.092179
## [156]    train-error:0.081006
## [157]    train-error:0.083799
## [158]    train-error:0.081006
## [159]    train-error:0.086592
## [160]    train-error:0.089385
## [161]    train-error:0.092179
## [162]    train-error:0.086592
## [163]    train-error:0.089385
## [164]    train-error:0.083799
## [165]    train-error:0.086592
## [166]    train-error:0.100559
## [167]    train-error:0.103352
## [168]    train-error:0.094972
## [169]    train-error:0.100559
## [170]    train-error:0.108939
## [171]    train-error:0.089385
## [172]    train-error:0.092179
## [173]    train-error:0.092179
## [174]    train-error:0.094972
## [175]    train-error:0.083799
## [176]    train-error:0.081006
## [177]    train-error:0.089385
## [178]    train-error:0.086592
## [179]    train-error:0.083799
## [180]    train-error:0.081006
## [181]    train-error:0.078212
## [182]    train-error:0.075419
## [183]    train-error:0.078212
## [184]    train-error:0.089385
## [185]    train-error:0.078212
## [186]    train-error:0.075419
## [187]    train-error:0.072626
## [188]    train-error:0.075419
## [189]    train-error:0.086592
## [190]    train-error:0.081006
## [191]    train-error:0.081006
## [192]    train-error:0.081006
## [193]    train-error:0.086592
## [194]    train-error:0.092179
## [195]    train-error:0.086592
## [196]    train-error:0.092179
## [197]    train-error:0.086592
## [198]    train-error:0.083799
## [199]    train-error:0.083799
## [200]    train-error:0.081006
## [201]    train-error:0.083799
## [202]    train-error:0.081006
## [203]    train-error:0.086592
## [204]    train-error:0.081006
## [205]    train-error:0.083799
## [206]    train-error:0.083799
## [207]    train-error:0.081006
## [208]    train-error:0.081006
## [209]    train-error:0.083799
## [210]    train-error:0.083799
## [211]    train-error:0.078212
## [212]    train-error:0.086592
## [213]    train-error:0.081006
## [214]    train-error:0.092179
## [215]    train-error:0.086592
## [216]    train-error:0.081006
## [217]    train-error:0.083799
## [218]    train-error:0.078212
## [219]    train-error:0.081006
## [220]    train-error:0.083799
## [221]    train-error:0.086592
## [222]    train-error:0.081006
## [223]    train-error:0.078212
## [224]    train-error:0.083799
## [225]    train-error:0.081006
## [226]    train-error:0.083799
## [227]    train-error:0.078212
## [228]    train-error:0.078212
## [229]    train-error:0.081006
## [230]    train-error:0.081006
## [231]    train-error:0.086592
## [232]    train-error:0.078212
## [233]    train-error:0.078212
## [234]    train-error:0.081006
## [235]    train-error:0.086592
## [236]    train-error:0.078212
## [237]    train-error:0.081006
## [238]    train-error:0.081006
## [239]    train-error:0.083799
## [240]    train-error:0.078212
## [241]    train-error:0.081006
## [242]    train-error:0.078212
## [243]    train-error:0.078212
## [244]    train-error:0.075419
## [245]    train-error:0.086592
## [246]    train-error:0.075419
## [247]    train-error:0.072626
## [248]    train-error:0.069832
## [249]    train-error:0.078212
## [250]    train-error:0.069832
## [251]    train-error:0.069832
## [252]    train-error:0.078212
## [253]    train-error:0.075419
## [254]    train-error:0.072626
## [255]    train-error:0.072626
## [256]    train-error:0.072626
## [257]    train-error:0.072626
## [258]    train-error:0.075419
## [259]    train-error:0.069832
## [260]    train-error:0.067039
## [261]    train-error:0.072626
## [262]    train-error:0.072626
## [263]    train-error:0.069832
## [264]    train-error:0.075419
## [265]    train-error:0.078212
## [266]    train-error:0.078212
## [267]    train-error:0.075419
## [268]    train-error:0.072626
## [269]    train-error:0.072626
## [270]    train-error:0.069832
## [271]    train-error:0.072626
## [272]    train-error:0.069832
## [273]    train-error:0.072626
## [274]    train-error:0.072626
## [275]    train-error:0.069832
## [276]    train-error:0.072626
## [277]    train-error:0.072626
## [278]    train-error:0.072626
## [279]    train-error:0.072626
## [280]    train-error:0.075419
## [281]    train-error:0.069832
## [282]    train-error:0.069832
## [283]    train-error:0.067039
## [284]    train-error:0.075419
## [285]    train-error:0.069832
## [286]    train-error:0.072626
## [287]    train-error:0.072626
## [288]    train-error:0.069832
## [289]    train-error:0.069832
## [290]    train-error:0.072626
## [291]    train-error:0.072626
## [292]    train-error:0.075419
## [293]    train-error:0.075419
## [294]    train-error:0.069832
## [295]    train-error:0.075419
## [296]    train-error:0.081006
## [297]    train-error:0.078212
## [298]    train-error:0.067039
## [299]    train-error:0.075419
## [300]    train-error:0.069832
## [301]    train-error:0.081006
## [302]    train-error:0.078212
## [303]    train-error:0.072626
## [304]    train-error:0.064246
## [305]    train-error:0.067039
## [306]    train-error:0.075419
## [307]    train-error:0.069832
## [308]    train-error:0.075419
## [309]    train-error:0.075419
## [310]    train-error:0.081006
## [311]    train-error:0.081006
## [312]    train-error:0.078212
## [313]    train-error:0.075419
## [314]    train-error:0.067039
## [315]    train-error:0.069832
## [316]    train-error:0.072626
## [317]    train-error:0.072626
## [318]    train-error:0.069832
## [319]    train-error:0.069832
## [320]    train-error:0.075419
## [321]    train-error:0.072626
## [322]    train-error:0.069832
## [323]    train-error:0.075419
## [324]    train-error:0.075419
## [325]    train-error:0.072626
## [326]    train-error:0.072626
## [327]    train-error:0.072626
## [328]    train-error:0.067039
## [329]    train-error:0.064246
## [330]    train-error:0.064246
## [331]    train-error:0.067039
## [332]    train-error:0.072626
## [333]    train-error:0.081006
## [334]    train-error:0.078212
## [335]    train-error:0.083799
## [336]    train-error:0.081006
## [337]    train-error:0.078212
## [338]    train-error:0.069832
## [339]    train-error:0.067039
## [340]    train-error:0.075419
## [341]    train-error:0.072626
## [342]    train-error:0.069832
## [343]    train-error:0.064246
## [344]    train-error:0.064246
## [345]    train-error:0.067039
## [346]    train-error:0.067039
## [347]    train-error:0.067039
## [348]    train-error:0.072626
## [349]    train-error:0.075419
## [350]    train-error:0.078212
## [351]    train-error:0.061453
## [352]    train-error:0.078212
## [353]    train-error:0.072626
## [354]    train-error:0.075419
## [355]    train-error:0.078212
## [356]    train-error:0.075419
## [357]    train-error:0.078212
## [358]    train-error:0.078212
## [359]    train-error:0.072626
## [360]    train-error:0.075419
## [361]    train-error:0.072626
## [362]    train-error:0.067039
## [363]    train-error:0.064246
## [364]    train-error:0.069832
## [365]    train-error:0.069832
## [366]    train-error:0.061453
## [367]    train-error:0.075419
## [368]    train-error:0.069832
## [369]    train-error:0.078212
## [370]    train-error:0.072626
## [371]    train-error:0.075419
## [372]    train-error:0.069832
## [373]    train-error:0.069832
## [374]    train-error:0.072626
## [375]    train-error:0.067039
## [376]    train-error:0.069832
## [377]    train-error:0.069832
## [378]    train-error:0.072626
## [379]    train-error:0.069832
## [380]    train-error:0.069832
## [381]    train-error:0.069832
## [382]    train-error:0.067039
## [383]    train-error:0.061453
## [384]    train-error:0.069832
## [385]    train-error:0.067039
## [386]    train-error:0.067039
## [387]    train-error:0.067039
## [388]    train-error:0.067039
## [389]    train-error:0.064246
## [390]    train-error:0.067039
## [391]    train-error:0.075419
## [392]    train-error:0.075419
## [393]    train-error:0.075419
## [394]    train-error:0.078212
## [395]    train-error:0.075419
## [396]    train-error:0.075419
## [397]    train-error:0.075419
## [398]    train-error:0.072626
## [399]    train-error:0.075419
## [400]    train-error:0.072626
## [401]    train-error:0.075419
## [402]    train-error:0.064246
## [403]    train-error:0.069832
## [404]    train-error:0.064246
## [405]    train-error:0.069832
## [406]    train-error:0.069832
## [407]    train-error:0.069832
## [408]    train-error:0.067039
## [409]    train-error:0.069832
## [410]    train-error:0.064246
## [411]    train-error:0.064246
## [412]    train-error:0.069832
## [413]    train-error:0.067039
## [414]    train-error:0.075419
## [415]    train-error:0.069832
## [416]    train-error:0.075419
## [417]    train-error:0.072626
## [418]    train-error:0.072626
## [419]    train-error:0.072626
## [420]    train-error:0.061453
## [421]    train-error:0.069832
## [422]    train-error:0.067039
## [423]    train-error:0.064246
## [424]    train-error:0.067039
## [425]    train-error:0.064246
## [426]    train-error:0.064246
## [427]    train-error:0.067039
## [428]    train-error:0.064246
## [429]    train-error:0.067039
## [430]    train-error:0.067039
## [431]    train-error:0.067039
## [432]    train-error:0.061453
## [433]    train-error:0.067039
## [434]    train-error:0.069832
## [435]    train-error:0.061453
## [436]    train-error:0.067039
## [437]    train-error:0.064246
## [438]    train-error:0.069832
## [439]    train-error:0.064246
## [440]    train-error:0.067039
## [441]    train-error:0.072626
## [442]    train-error:0.067039
## [443]    train-error:0.069832
## [444]    train-error:0.067039
## [445]    train-error:0.067039
## [446]    train-error:0.067039
## [447]    train-error:0.067039
## [448]    train-error:0.067039
## [449]    train-error:0.058659
## [450]    train-error:0.061453
## [451]    train-error:0.061453
## [452]    train-error:0.058659
## [453]    train-error:0.064246
## [454]    train-error:0.058659
## [455]    train-error:0.058659
## [456]    train-error:0.055866
## [457]    train-error:0.064246
## [458]    train-error:0.064246
## [459]    train-error:0.069832
## [460]    train-error:0.055866
## [461]    train-error:0.064246
## [462]    train-error:0.067039
## [463]    train-error:0.061453
## [464]    train-error:0.067039
## [465]    train-error:0.061453
## [466]    train-error:0.064246
## [467]    train-error:0.067039
## [468]    train-error:0.067039
## [469]    train-error:0.061453
## [470]    train-error:0.067039
## [471]    train-error:0.067039
## [472]    train-error:0.067039
## [473]    train-error:0.069832
## [474]    train-error:0.067039
## [475]    train-error:0.069832
## [476]    train-error:0.072626
## [477]    train-error:0.064246
## [478]    train-error:0.053073
## [479]    train-error:0.053073
## [480]    train-error:0.055866
## [481]    train-error:0.061453
## [482]    train-error:0.058659
## [483]    train-error:0.055866
## [484]    train-error:0.058659
## [485]    train-error:0.055866
## [486]    train-error:0.055866
## [487]    train-error:0.058659
## [488]    train-error:0.061453
## [489]    train-error:0.055866
## [490]    train-error:0.058659
## [491]    train-error:0.061453
## [492]    train-error:0.061453
## [493]    train-error:0.061453
## [494]    train-error:0.061453
## [495]    train-error:0.061453
## [496]    train-error:0.061453
## [497]    train-error:0.061453
## [498]    train-error:0.064246
## [499]    train-error:0.064246
## [500]    train-error:0.061453
## [501]    train-error:0.058659
## [502]    train-error:0.061453
## [503]    train-error:0.064246
## [504]    train-error:0.058659
## [505]    train-error:0.061453
## [506]    train-error:0.055866
## [507]    train-error:0.064246
## [508]    train-error:0.058659
## [509]    train-error:0.055866
## [510]    train-error:0.055866
## [511]    train-error:0.061453
## [512]    train-error:0.058659
## [513]    train-error:0.069832
## [514]    train-error:0.067039
## [515]    train-error:0.067039
## [516]    train-error:0.055866
## [517]    train-error:0.061453
## [518]    train-error:0.061453
## [519]    train-error:0.061453
## [520]    train-error:0.058659
## [521]    train-error:0.064246
## [522]    train-error:0.058659
## [523]    train-error:0.067039
## [524]    train-error:0.067039
## [525]    train-error:0.058659
## [526]    train-error:0.053073
## [527]    train-error:0.064246
## [528]    train-error:0.061453
## [529]    train-error:0.064246
## [530]    train-error:0.058659
## [531]    train-error:0.055866
## [532]    train-error:0.061453
## [533]    train-error:0.058659
## [534]    train-error:0.053073
## [535]    train-error:0.053073
## [536]    train-error:0.050279
## [537]    train-error:0.053073
## [538]    train-error:0.055866
## [539]    train-error:0.050279
## [540]    train-error:0.047486
## [541]    train-error:0.050279
## [542]    train-error:0.050279
## [543]    train-error:0.053073
## [544]    train-error:0.050279
## [0]  train-error:0.210084
## [1]  train-error:0.190476
## [2]  train-error:0.196078
## [3]  train-error:0.165266
## [4]  train-error:0.162465
## [5]  train-error:0.156863
## [6]  train-error:0.137255
## [7]  train-error:0.140056
## [8]  train-error:0.142857
## [9]  train-error:0.154062
## [10] train-error:0.148459
## [11] train-error:0.156863
## [12] train-error:0.148459
## [13] train-error:0.148459
## [14] train-error:0.131653
## [15] train-error:0.142857
## [16] train-error:0.123249
## [17] train-error:0.126050
## [18] train-error:0.126050
## [19] train-error:0.120448
## [20] train-error:0.114846
## [21] train-error:0.120448
## [22] train-error:0.114846
## [23] train-error:0.114846
## [24] train-error:0.109244
## [25] train-error:0.112045
## [26] train-error:0.117647
## [27] train-error:0.114846
## [28] train-error:0.114846
## [29] train-error:0.114846
## [30] train-error:0.109244
## [31] train-error:0.106443
## [32] train-error:0.114846
## [33] train-error:0.106443
## [34] train-error:0.109244
## [35] train-error:0.112045
## [36] train-error:0.117647
## [37] train-error:0.117647
## [38] train-error:0.120448
## [39] train-error:0.120448
## [40] train-error:0.120448
## [41] train-error:0.126050
## [42] train-error:0.114846
## [43] train-error:0.117647
## [44] train-error:0.106443
## [45] train-error:0.106443
## [46] train-error:0.109244
## [47] train-error:0.103641
## [48] train-error:0.106443
## [49] train-error:0.106443
## [50] train-error:0.103641
## [51] train-error:0.109244
## [52] train-error:0.112045
## [53] train-error:0.103641
## [54] train-error:0.109244
## [55] train-error:0.112045
## [56] train-error:0.114846
## [57] train-error:0.106443
## [58] train-error:0.109244
## [59] train-error:0.109244
## [60] train-error:0.103641
## [61] train-error:0.106443
## [62] train-error:0.106443
## [63] train-error:0.120448
## [64] train-error:0.106443
## [65] train-error:0.103641
## [66] train-error:0.100840
## [67] train-error:0.106443
## [68] train-error:0.098039
## [69] train-error:0.103641
## [70] train-error:0.103641
## [71] train-error:0.100840
## [72] train-error:0.106443
## [73] train-error:0.100840
## [74] train-error:0.103641
## [75] train-error:0.100840
## [76] train-error:0.112045
## [77] train-error:0.103641
## [78] train-error:0.098039
## [79] train-error:0.103641
## [80] train-error:0.100840
## [81] train-error:0.106443
## [82] train-error:0.098039
## [83] train-error:0.103641
## [84] train-error:0.095238
## [85] train-error:0.100840
## [86] train-error:0.092437
## [87] train-error:0.092437
## [88] train-error:0.098039
## [89] train-error:0.098039
## [90] train-error:0.084034
## [91] train-error:0.089636
## [92] train-error:0.095238
## [93] train-error:0.089636
## [94] train-error:0.098039
## [95] train-error:0.089636
## [96] train-error:0.089636
## [97] train-error:0.098039
## [98] train-error:0.100840
## [99] train-error:0.103641
## [100]    train-error:0.098039
## [101]    train-error:0.106443
## [102]    train-error:0.098039
## [103]    train-error:0.106443
## [104]    train-error:0.103641
## [105]    train-error:0.095238
## [106]    train-error:0.100840
## [107]    train-error:0.098039
## [108]    train-error:0.092437
## [109]    train-error:0.100840
## [110]    train-error:0.100840
## [111]    train-error:0.095238
## [112]    train-error:0.095238
## [113]    train-error:0.092437
## [114]    train-error:0.095238
## [115]    train-error:0.089636
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.095238
## [119]    train-error:0.098039
## [120]    train-error:0.095238
## [121]    train-error:0.092437
## [122]    train-error:0.092437
## [123]    train-error:0.103641
## [124]    train-error:0.100840
## [125]    train-error:0.098039
## [126]    train-error:0.109244
## [127]    train-error:0.098039
## [128]    train-error:0.095238
## [129]    train-error:0.086835
## [130]    train-error:0.086835
## [131]    train-error:0.081232
## [132]    train-error:0.084034
## [133]    train-error:0.081232
## [134]    train-error:0.078431
## [135]    train-error:0.072829
## [136]    train-error:0.075630
## [137]    train-error:0.081232
## [138]    train-error:0.084034
## [139]    train-error:0.078431
## [140]    train-error:0.081232
## [141]    train-error:0.084034
## [142]    train-error:0.084034
## [143]    train-error:0.086835
## [144]    train-error:0.084034
## [145]    train-error:0.078431
## [146]    train-error:0.086835
## [147]    train-error:0.086835
## [148]    train-error:0.081232
## [149]    train-error:0.084034
## [150]    train-error:0.086835
## [151]    train-error:0.081232
## [152]    train-error:0.089636
## [153]    train-error:0.081232
## [154]    train-error:0.081232
## [155]    train-error:0.081232
## [156]    train-error:0.075630
## [157]    train-error:0.078431
## [158]    train-error:0.081232
## [159]    train-error:0.078431
## [160]    train-error:0.078431
## [161]    train-error:0.081232
## [162]    train-error:0.081232
## [163]    train-error:0.081232
## [164]    train-error:0.078431
## [165]    train-error:0.078431
## [166]    train-error:0.081232
## [167]    train-error:0.081232
## [168]    train-error:0.086835
## [169]    train-error:0.086835
## [170]    train-error:0.078431
## [171]    train-error:0.078431
## [172]    train-error:0.078431
## [173]    train-error:0.075630
## [174]    train-error:0.075630
## [175]    train-error:0.067227
## [176]    train-error:0.070028
## [177]    train-error:0.067227
## [178]    train-error:0.070028
## [179]    train-error:0.070028
## [180]    train-error:0.070028
## [181]    train-error:0.070028
## [182]    train-error:0.070028
## [183]    train-error:0.070028
## [184]    train-error:0.070028
## [185]    train-error:0.075630
## [186]    train-error:0.075630
## [187]    train-error:0.072829
## [188]    train-error:0.070028
## [189]    train-error:0.070028
## [190]    train-error:0.072829
## [191]    train-error:0.070028
## [192]    train-error:0.075630
## [193]    train-error:0.075630
## [194]    train-error:0.078431
## [195]    train-error:0.072829
## [196]    train-error:0.072829
## [197]    train-error:0.072829
## [198]    train-error:0.075630
## [199]    train-error:0.067227
## [200]    train-error:0.070028
## [201]    train-error:0.067227
## [202]    train-error:0.072829
## [203]    train-error:0.067227
## [204]    train-error:0.072829
## [205]    train-error:0.070028
## [206]    train-error:0.084034
## [207]    train-error:0.084034
## [208]    train-error:0.081232
## [209]    train-error:0.081232
## [210]    train-error:0.081232
## [211]    train-error:0.078431
## [212]    train-error:0.081232
## [213]    train-error:0.081232
## [214]    train-error:0.075630
## [215]    train-error:0.075630
## [216]    train-error:0.078431
## [217]    train-error:0.075630
## [218]    train-error:0.075630
## [219]    train-error:0.070028
## [220]    train-error:0.075630
## [221]    train-error:0.081232
## [222]    train-error:0.081232
## [223]    train-error:0.075630
## [224]    train-error:0.072829
## [225]    train-error:0.075630
## [226]    train-error:0.075630
## [227]    train-error:0.072829
## [228]    train-error:0.072829
## [229]    train-error:0.075630
## [230]    train-error:0.072829
## [231]    train-error:0.072829
## [232]    train-error:0.070028
## [233]    train-error:0.072829
## [234]    train-error:0.072829
## [235]    train-error:0.072829
## [236]    train-error:0.072829
## [237]    train-error:0.072829
## [238]    train-error:0.072829
## [239]    train-error:0.072829
## [240]    train-error:0.072829
## [241]    train-error:0.072829
## [242]    train-error:0.067227
## [243]    train-error:0.070028
## [244]    train-error:0.072829
## [245]    train-error:0.072829
## [246]    train-error:0.070028
## [247]    train-error:0.072829
## [248]    train-error:0.075630
## [249]    train-error:0.067227
## [250]    train-error:0.072829
## [251]    train-error:0.070028
## [252]    train-error:0.075630
## [253]    train-error:0.075630
## [254]    train-error:0.075630
## [255]    train-error:0.070028
## [256]    train-error:0.072829
## [257]    train-error:0.072829
## [258]    train-error:0.070028
## [259]    train-error:0.070028
## [260]    train-error:0.070028
## [261]    train-error:0.067227
## [262]    train-error:0.067227
## [263]    train-error:0.072829
## [264]    train-error:0.067227
## [265]    train-error:0.070028
## [266]    train-error:0.070028
## [267]    train-error:0.064426
## [268]    train-error:0.067227
## [269]    train-error:0.070028
## [270]    train-error:0.070028
## [271]    train-error:0.072829
## [272]    train-error:0.067227
## [273]    train-error:0.070028
## [274]    train-error:0.072829
## [275]    train-error:0.070028
## [276]    train-error:0.072829
## [277]    train-error:0.072829
## [278]    train-error:0.070028
## [279]    train-error:0.067227
## [280]    train-error:0.064426
## [281]    train-error:0.070028
## [282]    train-error:0.075630
## [283]    train-error:0.072829
## [284]    train-error:0.072829
## [285]    train-error:0.070028
## [286]    train-error:0.075630
## [287]    train-error:0.067227
## [288]    train-error:0.072829
## [289]    train-error:0.070028
## [290]    train-error:0.072829
## [291]    train-error:0.072829
## [292]    train-error:0.072829
## [293]    train-error:0.072829
## [294]    train-error:0.070028
## [295]    train-error:0.067227
## [296]    train-error:0.075630
## [297]    train-error:0.075630
## [298]    train-error:0.070028
## [299]    train-error:0.072829
## [300]    train-error:0.078431
## [301]    train-error:0.075630
## [302]    train-error:0.072829
## [303]    train-error:0.072829
## [304]    train-error:0.070028
## [305]    train-error:0.072829
## [306]    train-error:0.072829
## [307]    train-error:0.067227
## [308]    train-error:0.070028
## [309]    train-error:0.072829
## [310]    train-error:0.070028
## [311]    train-error:0.070028
## [312]    train-error:0.070028
## [313]    train-error:0.072829
## [314]    train-error:0.075630
## [315]    train-error:0.070028
## [316]    train-error:0.064426
## [317]    train-error:0.070028
## [318]    train-error:0.072829
## [319]    train-error:0.072829
## [320]    train-error:0.061625
## [321]    train-error:0.067227
## [322]    train-error:0.067227
## [323]    train-error:0.061625
## [324]    train-error:0.067227
## [325]    train-error:0.061625
## [326]    train-error:0.061625
## [327]    train-error:0.061625
## [328]    train-error:0.061625
## [329]    train-error:0.058824
## [330]    train-error:0.067227
## [331]    train-error:0.061625
## [332]    train-error:0.058824
## [333]    train-error:0.058824
## [334]    train-error:0.058824
## [335]    train-error:0.058824
## [336]    train-error:0.058824
## [337]    train-error:0.058824
## [338]    train-error:0.064426
## [339]    train-error:0.058824
## [340]    train-error:0.061625
## [341]    train-error:0.058824
## [342]    train-error:0.058824
## [343]    train-error:0.058824
## [344]    train-error:0.056022
## [345]    train-error:0.067227
## [346]    train-error:0.067227
## [347]    train-error:0.056022
## [348]    train-error:0.064426
## [349]    train-error:0.058824
## [350]    train-error:0.061625
## [351]    train-error:0.064426
## [352]    train-error:0.061625
## [353]    train-error:0.064426
## [354]    train-error:0.061625
## [355]    train-error:0.064426
## [356]    train-error:0.064426
## [357]    train-error:0.061625
## [358]    train-error:0.064426
## [359]    train-error:0.064426
## [360]    train-error:0.067227
## [361]    train-error:0.067227
## [362]    train-error:0.053221
## [363]    train-error:0.064426
## [364]    train-error:0.064426
## [365]    train-error:0.070028
## [366]    train-error:0.061625
## [367]    train-error:0.061625
## [368]    train-error:0.064426
## [369]    train-error:0.064426
## [370]    train-error:0.056022
## [371]    train-error:0.061625
## [372]    train-error:0.058824
## [373]    train-error:0.056022
## [374]    train-error:0.053221
## [375]    train-error:0.053221
## [376]    train-error:0.053221
## [377]    train-error:0.056022
## [378]    train-error:0.058824
## [379]    train-error:0.056022
## [380]    train-error:0.050420
## [381]    train-error:0.058824
## [382]    train-error:0.053221
## [383]    train-error:0.056022
## [384]    train-error:0.056022
## [385]    train-error:0.056022
## [386]    train-error:0.058824
## [387]    train-error:0.056022
## [388]    train-error:0.056022
## [389]    train-error:0.053221
## [390]    train-error:0.061625
## [391]    train-error:0.067227
## [392]    train-error:0.064426
## [393]    train-error:0.072829
## [394]    train-error:0.064426
## [395]    train-error:0.061625
## [396]    train-error:0.064426
## [397]    train-error:0.064426
## [398]    train-error:0.064426
## [399]    train-error:0.056022
## [400]    train-error:0.053221
## [401]    train-error:0.061625
## [402]    train-error:0.061625
## [403]    train-error:0.056022
## [404]    train-error:0.056022
## [405]    train-error:0.058824
## [406]    train-error:0.061625
## [407]    train-error:0.056022
## [408]    train-error:0.050420
## [409]    train-error:0.053221
## [410]    train-error:0.061625
## [411]    train-error:0.061625
## [412]    train-error:0.061625
## [413]    train-error:0.058824
## [414]    train-error:0.058824
## [415]    train-error:0.061625
## [416]    train-error:0.053221
## [417]    train-error:0.042017
## [418]    train-error:0.044818
## [419]    train-error:0.044818
## [420]    train-error:0.050420
## [421]    train-error:0.044818
## [422]    train-error:0.047619
## [423]    train-error:0.053221
## [424]    train-error:0.053221
## [425]    train-error:0.047619
## [426]    train-error:0.047619
## [427]    train-error:0.056022
## [428]    train-error:0.053221
## [429]    train-error:0.053221
## [430]    train-error:0.050420
## [431]    train-error:0.047619
## [432]    train-error:0.058824
## [433]    train-error:0.058824
## [434]    train-error:0.056022
## [435]    train-error:0.053221
## [436]    train-error:0.058824
## [437]    train-error:0.056022
## [438]    train-error:0.056022
## [439]    train-error:0.056022
## [440]    train-error:0.056022
## [441]    train-error:0.050420
## [442]    train-error:0.053221
## [443]    train-error:0.050420
## [444]    train-error:0.056022
## [445]    train-error:0.047619
## [446]    train-error:0.047619
## [447]    train-error:0.050420
## [448]    train-error:0.047619
## [449]    train-error:0.050420
## [450]    train-error:0.047619
## [451]    train-error:0.047619
## [452]    train-error:0.056022
## [453]    train-error:0.053221
## [454]    train-error:0.047619
## [455]    train-error:0.050420
## [456]    train-error:0.050420
## [457]    train-error:0.050420
## [458]    train-error:0.047619
## [459]    train-error:0.047619
## [460]    train-error:0.053221
## [461]    train-error:0.053221
## [462]    train-error:0.056022
## [463]    train-error:0.056022
## [464]    train-error:0.056022
## [465]    train-error:0.056022
## [466]    train-error:0.053221
## [467]    train-error:0.056022
## [468]    train-error:0.053221
## [469]    train-error:0.058824
## [470]    train-error:0.058824
## [471]    train-error:0.061625
## [472]    train-error:0.058824
## [473]    train-error:0.058824
## [474]    train-error:0.053221
## [475]    train-error:0.053221
## [476]    train-error:0.056022
## [477]    train-error:0.058824
## [478]    train-error:0.058824
## [479]    train-error:0.058824
## [480]    train-error:0.056022
## [481]    train-error:0.053221
## [482]    train-error:0.058824
## [483]    train-error:0.058824
## [484]    train-error:0.061625
## [485]    train-error:0.061625
## [486]    train-error:0.061625
## [487]    train-error:0.056022
## [488]    train-error:0.056022
## [489]    train-error:0.056022
## [490]    train-error:0.053221
## [491]    train-error:0.056022
## [492]    train-error:0.053221
## [493]    train-error:0.061625
## [494]    train-error:0.061625
## [495]    train-error:0.058824
## [496]    train-error:0.056022
## [497]    train-error:0.056022
## [498]    train-error:0.053221
## [499]    train-error:0.061625
## [500]    train-error:0.061625
## [501]    train-error:0.064426
## [502]    train-error:0.061625
## [503]    train-error:0.058824
## [504]    train-error:0.056022
## [505]    train-error:0.053221
## [506]    train-error:0.061625
## [507]    train-error:0.056022
## [508]    train-error:0.050420
## [509]    train-error:0.056022
## [510]    train-error:0.050420
## [511]    train-error:0.047619
## [512]    train-error:0.053221
## [513]    train-error:0.053221
## [514]    train-error:0.056022
## [515]    train-error:0.056022
## [516]    train-error:0.056022
## [517]    train-error:0.050420
## [518]    train-error:0.058824
## [519]    train-error:0.053221
## [520]    train-error:0.053221
## [521]    train-error:0.053221
## [522]    train-error:0.050420
## [523]    train-error:0.047619
## [524]    train-error:0.047619
## [525]    train-error:0.047619
## [526]    train-error:0.047619
## [527]    train-error:0.044818
## [528]    train-error:0.044818
## [529]    train-error:0.056022
## [530]    train-error:0.053221
## [531]    train-error:0.050420
## [532]    train-error:0.053221
## [533]    train-error:0.056022
## [534]    train-error:0.053221
## [535]    train-error:0.056022
## [536]    train-error:0.058824
## [537]    train-error:0.053221
## [538]    train-error:0.050420
## [539]    train-error:0.053221
## [540]    train-error:0.056022
## [541]    train-error:0.050420
## [542]    train-error:0.047619
## [543]    train-error:0.050420
## [544]    train-error:0.053221
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.201681
## [3]  train-error:0.193277
## [4]  train-error:0.179272
## [5]  train-error:0.165266
## [6]  train-error:0.168067
## [7]  train-error:0.176471
## [8]  train-error:0.156863
## [9]  train-error:0.168067
## [10] train-error:0.151261
## [11] train-error:0.142857
## [12] train-error:0.162465
## [13] train-error:0.142857
## [14] train-error:0.142857
## [15] train-error:0.148459
## [16] train-error:0.137255
## [17] train-error:0.131653
## [18] train-error:0.131653
## [19] train-error:0.137255
## [20] train-error:0.131653
## [21] train-error:0.131653
## [22] train-error:0.140056
## [23] train-error:0.131653
## [24] train-error:0.126050
## [25] train-error:0.131653
## [26] train-error:0.120448
## [27] train-error:0.123249
## [28] train-error:0.126050
## [29] train-error:0.120448
## [30] train-error:0.114846
## [31] train-error:0.117647
## [32] train-error:0.123249
## [33] train-error:0.117647
## [34] train-error:0.117647
## [35] train-error:0.117647
## [36] train-error:0.114846
## [37] train-error:0.126050
## [38] train-error:0.117647
## [39] train-error:0.117647
## [40] train-error:0.114846
## [41] train-error:0.114846
## [42] train-error:0.114846
## [43] train-error:0.120448
## [44] train-error:0.117647
## [45] train-error:0.123249
## [46] train-error:0.120448
## [47] train-error:0.112045
## [48] train-error:0.114846
## [49] train-error:0.106443
## [50] train-error:0.117647
## [51] train-error:0.117647
## [52] train-error:0.120448
## [53] train-error:0.114846
## [54] train-error:0.117647
## [55] train-error:0.106443
## [56] train-error:0.112045
## [57] train-error:0.103641
## [58] train-error:0.103641
## [59] train-error:0.112045
## [60] train-error:0.109244
## [61] train-error:0.109244
## [62] train-error:0.109244
## [63] train-error:0.103641
## [64] train-error:0.100840
## [65] train-error:0.095238
## [66] train-error:0.100840
## [67] train-error:0.112045
## [68] train-error:0.112045
## [69] train-error:0.120448
## [70] train-error:0.123249
## [71] train-error:0.114846
## [72] train-error:0.103641
## [73] train-error:0.109244
## [74] train-error:0.106443
## [75] train-error:0.109244
## [76] train-error:0.106443
## [77] train-error:0.109244
## [78] train-error:0.100840
## [79] train-error:0.103641
## [80] train-error:0.109244
## [81] train-error:0.106443
## [82] train-error:0.100840
## [83] train-error:0.103641
## [84] train-error:0.098039
## [85] train-error:0.103641
## [86] train-error:0.100840
## [87] train-error:0.106443
## [88] train-error:0.100840
## [89] train-error:0.103641
## [90] train-error:0.098039
## [91] train-error:0.106443
## [92] train-error:0.106443
## [93] train-error:0.106443
## [94] train-error:0.106443
## [95] train-error:0.098039
## [96] train-error:0.095238
## [97] train-error:0.098039
## [98] train-error:0.103641
## [99] train-error:0.100840
## [100]    train-error:0.103641
## [101]    train-error:0.095238
## [102]    train-error:0.095238
## [103]    train-error:0.100840
## [104]    train-error:0.098039
## [105]    train-error:0.098039
## [106]    train-error:0.098039
## [107]    train-error:0.095238
## [108]    train-error:0.089636
## [109]    train-error:0.098039
## [110]    train-error:0.100840
## [111]    train-error:0.098039
## [112]    train-error:0.095238
## [113]    train-error:0.098039
## [114]    train-error:0.092437
## [115]    train-error:0.092437
## [116]    train-error:0.092437
## [117]    train-error:0.086835
## [118]    train-error:0.089636
## [119]    train-error:0.089636
## [120]    train-error:0.092437
## [121]    train-error:0.092437
## [122]    train-error:0.086835
## [123]    train-error:0.089636
## [124]    train-error:0.086835
## [125]    train-error:0.081232
## [126]    train-error:0.086835
## [127]    train-error:0.100840
## [128]    train-error:0.095238
## [129]    train-error:0.089636
## [130]    train-error:0.084034
## [131]    train-error:0.084034
## [132]    train-error:0.086835
## [133]    train-error:0.084034
## [134]    train-error:0.081232
## [135]    train-error:0.078431
## [136]    train-error:0.078431
## [137]    train-error:0.078431
## [138]    train-error:0.081232
## [139]    train-error:0.086835
## [140]    train-error:0.081232
## [141]    train-error:0.092437
## [142]    train-error:0.092437
## [143]    train-error:0.089636
## [144]    train-error:0.089636
## [145]    train-error:0.089636
## [146]    train-error:0.089636
## [147]    train-error:0.086835
## [148]    train-error:0.086835
## [149]    train-error:0.086835
## [150]    train-error:0.084034
## [151]    train-error:0.081232
## [152]    train-error:0.084034
## [153]    train-error:0.084034
## [154]    train-error:0.089636
## [155]    train-error:0.081232
## [156]    train-error:0.075630
## [157]    train-error:0.081232
## [158]    train-error:0.078431
## [159]    train-error:0.078431
## [160]    train-error:0.078431
## [161]    train-error:0.081232
## [162]    train-error:0.084034
## [163]    train-error:0.084034
## [164]    train-error:0.089636
## [165]    train-error:0.084034
## [166]    train-error:0.086835
## [167]    train-error:0.084034
## [168]    train-error:0.092437
## [169]    train-error:0.092437
## [170]    train-error:0.103641
## [171]    train-error:0.095238
## [172]    train-error:0.086835
## [173]    train-error:0.081232
## [174]    train-error:0.081232
## [175]    train-error:0.092437
## [176]    train-error:0.089636
## [177]    train-error:0.086835
## [178]    train-error:0.084034
## [179]    train-error:0.086835
## [180]    train-error:0.089636
## [181]    train-error:0.092437
## [182]    train-error:0.095238
## [183]    train-error:0.078431
## [184]    train-error:0.086835
## [185]    train-error:0.078431
## [186]    train-error:0.086835
## [187]    train-error:0.084034
## [188]    train-error:0.084034
## [189]    train-error:0.089636
## [190]    train-error:0.084034
## [191]    train-error:0.095238
## [192]    train-error:0.100840
## [193]    train-error:0.098039
## [194]    train-error:0.089636
## [195]    train-error:0.086835
## [196]    train-error:0.084034
## [197]    train-error:0.086835
## [198]    train-error:0.089636
## [199]    train-error:0.084034
## [200]    train-error:0.084034
## [201]    train-error:0.084034
## [202]    train-error:0.078431
## [203]    train-error:0.086835
## [204]    train-error:0.081232
## [205]    train-error:0.086835
## [206]    train-error:0.084034
## [207]    train-error:0.089636
## [208]    train-error:0.086835
## [209]    train-error:0.084034
## [210]    train-error:0.086835
## [211]    train-error:0.084034
## [212]    train-error:0.081232
## [213]    train-error:0.081232
## [214]    train-error:0.081232
## [215]    train-error:0.078431
## [216]    train-error:0.075630
## [217]    train-error:0.078431
## [218]    train-error:0.075630
## [219]    train-error:0.081232
## [220]    train-error:0.084034
## [221]    train-error:0.084034
## [222]    train-error:0.086835
## [223]    train-error:0.081232
## [224]    train-error:0.081232
## [225]    train-error:0.086835
## [226]    train-error:0.084034
## [227]    train-error:0.078431
## [228]    train-error:0.086835
## [229]    train-error:0.089636
## [230]    train-error:0.086835
## [231]    train-error:0.086835
## [232]    train-error:0.086835
## [233]    train-error:0.084034
## [234]    train-error:0.089636
## [235]    train-error:0.081232
## [236]    train-error:0.084034
## [237]    train-error:0.084034
## [238]    train-error:0.075630
## [239]    train-error:0.072829
## [240]    train-error:0.078431
## [241]    train-error:0.075630
## [242]    train-error:0.072829
## [243]    train-error:0.078431
## [244]    train-error:0.078431
## [245]    train-error:0.081232
## [246]    train-error:0.075630
## [247]    train-error:0.078431
## [248]    train-error:0.078431
## [249]    train-error:0.072829
## [250]    train-error:0.072829
## [251]    train-error:0.072829
## [252]    train-error:0.072829
## [253]    train-error:0.078431
## [254]    train-error:0.070028
## [255]    train-error:0.072829
## [256]    train-error:0.075630
## [257]    train-error:0.072829
## [258]    train-error:0.072829
## [259]    train-error:0.072829
## [260]    train-error:0.081232
## [261]    train-error:0.072829
## [262]    train-error:0.078431
## [263]    train-error:0.081232
## [264]    train-error:0.075630
## [265]    train-error:0.078431
## [266]    train-error:0.078431
## [267]    train-error:0.081232
## [268]    train-error:0.075630
## [269]    train-error:0.081232
## [270]    train-error:0.081232
## [271]    train-error:0.075630
## [272]    train-error:0.075630
## [273]    train-error:0.078431
## [274]    train-error:0.075630
## [275]    train-error:0.075630
## [276]    train-error:0.078431
## [277]    train-error:0.075630
## [278]    train-error:0.081232
## [279]    train-error:0.078431
## [280]    train-error:0.078431
## [281]    train-error:0.078431
## [282]    train-error:0.078431
## [283]    train-error:0.072829
## [284]    train-error:0.078431
## [285]    train-error:0.067227
## [286]    train-error:0.067227
## [287]    train-error:0.070028
## [288]    train-error:0.070028
## [289]    train-error:0.067227
## [290]    train-error:0.075630
## [291]    train-error:0.075630
## [292]    train-error:0.075630
## [293]    train-error:0.075630
## [294]    train-error:0.070028
## [295]    train-error:0.070028
## [296]    train-error:0.072829
## [297]    train-error:0.072829
## [298]    train-error:0.072829
## [299]    train-error:0.075630
## [300]    train-error:0.072829
## [301]    train-error:0.072829
## [302]    train-error:0.075630
## [303]    train-error:0.070028
## [304]    train-error:0.072829
## [305]    train-error:0.070028
## [306]    train-error:0.070028
## [307]    train-error:0.070028
## [308]    train-error:0.072829
## [309]    train-error:0.067227
## [310]    train-error:0.072829
## [311]    train-error:0.075630
## [312]    train-error:0.070028
## [313]    train-error:0.064426
## [314]    train-error:0.061625
## [315]    train-error:0.075630
## [316]    train-error:0.078431
## [317]    train-error:0.081232
## [318]    train-error:0.072829
## [319]    train-error:0.072829
## [320]    train-error:0.070028
## [321]    train-error:0.075630
## [322]    train-error:0.078431
## [323]    train-error:0.072829
## [324]    train-error:0.075630
## [325]    train-error:0.078431
## [326]    train-error:0.075630
## [327]    train-error:0.075630
## [328]    train-error:0.072829
## [329]    train-error:0.072829
## [330]    train-error:0.067227
## [331]    train-error:0.072829
## [332]    train-error:0.072829
## [333]    train-error:0.067227
## [334]    train-error:0.072829
## [335]    train-error:0.070028
## [336]    train-error:0.070028
## [337]    train-error:0.070028
## [338]    train-error:0.064426
## [339]    train-error:0.070028
## [340]    train-error:0.070028
## [341]    train-error:0.064426
## [342]    train-error:0.067227
## [343]    train-error:0.070028
## [344]    train-error:0.064426
## [345]    train-error:0.067227
## [346]    train-error:0.064426
## [347]    train-error:0.064426
## [348]    train-error:0.064426
## [349]    train-error:0.072829
## [350]    train-error:0.072829
## [351]    train-error:0.067227
## [352]    train-error:0.070028
## [353]    train-error:0.070028
## [354]    train-error:0.067227
## [355]    train-error:0.070028
## [356]    train-error:0.070028
## [357]    train-error:0.078431
## [358]    train-error:0.070028
## [359]    train-error:0.072829
## [360]    train-error:0.078431
## [361]    train-error:0.075630
## [362]    train-error:0.075630
## [363]    train-error:0.078431
## [364]    train-error:0.075630
## [365]    train-error:0.072829
## [366]    train-error:0.078431
## [367]    train-error:0.081232
## [368]    train-error:0.070028
## [369]    train-error:0.070028
## [370]    train-error:0.072829
## [371]    train-error:0.070028
## [372]    train-error:0.064426
## [373]    train-error:0.070028
## [374]    train-error:0.067227
## [375]    train-error:0.075630
## [376]    train-error:0.067227
## [377]    train-error:0.070028
## [378]    train-error:0.070028
## [379]    train-error:0.070028
## [380]    train-error:0.070028
## [381]    train-error:0.075630
## [382]    train-error:0.075630
## [383]    train-error:0.064426
## [384]    train-error:0.067227
## [385]    train-error:0.067227
## [386]    train-error:0.061625
## [387]    train-error:0.072829
## [388]    train-error:0.058824
## [389]    train-error:0.067227
## [390]    train-error:0.070028
## [391]    train-error:0.064426
## [392]    train-error:0.075630
## [393]    train-error:0.070028
## [394]    train-error:0.067227
## [395]    train-error:0.058824
## [396]    train-error:0.056022
## [397]    train-error:0.058824
## [398]    train-error:0.061625
## [399]    train-error:0.064426
## [400]    train-error:0.067227
## [401]    train-error:0.067227
## [402]    train-error:0.067227
## [403]    train-error:0.067227
## [404]    train-error:0.070028
## [405]    train-error:0.072829
## [406]    train-error:0.067227
## [407]    train-error:0.075630
## [408]    train-error:0.070028
## [409]    train-error:0.067227
## [410]    train-error:0.064426
## [411]    train-error:0.067227
## [412]    train-error:0.064426
## [413]    train-error:0.061625
## [414]    train-error:0.064426
## [415]    train-error:0.061625
## [416]    train-error:0.061625
## [417]    train-error:0.067227
## [418]    train-error:0.061625
## [419]    train-error:0.061625
## [420]    train-error:0.056022
## [421]    train-error:0.064426
## [422]    train-error:0.067227
## [423]    train-error:0.064426
## [424]    train-error:0.064426
## [425]    train-error:0.061625
## [426]    train-error:0.061625
## [427]    train-error:0.061625
## [428]    train-error:0.064426
## [429]    train-error:0.067227
## [430]    train-error:0.072829
## [431]    train-error:0.075630
## [432]    train-error:0.072829
## [433]    train-error:0.067227
## [434]    train-error:0.064426
## [435]    train-error:0.064426
## [436]    train-error:0.064426
## [437]    train-error:0.072829
## [438]    train-error:0.072829
## [439]    train-error:0.070028
## [440]    train-error:0.075630
## [441]    train-error:0.058824
## [442]    train-error:0.070028
## [443]    train-error:0.064426
## [444]    train-error:0.061625
## [445]    train-error:0.067227
## [446]    train-error:0.067227
## [447]    train-error:0.067227
## [448]    train-error:0.058824
## [449]    train-error:0.053221
## [450]    train-error:0.064426
## [451]    train-error:0.064426
## [452]    train-error:0.064426
## [453]    train-error:0.067227
## [454]    train-error:0.064426
## [455]    train-error:0.067227
## [456]    train-error:0.064426
## [457]    train-error:0.061625
## [458]    train-error:0.067227
## [459]    train-error:0.067227
## [460]    train-error:0.070028
## [461]    train-error:0.064426
## [462]    train-error:0.064426
## [463]    train-error:0.064426
## [464]    train-error:0.064426
## [465]    train-error:0.064426
## [466]    train-error:0.058824
## [467]    train-error:0.064426
## [468]    train-error:0.058824
## [469]    train-error:0.061625
## [470]    train-error:0.064426
## [471]    train-error:0.072829
## [472]    train-error:0.067227
## [473]    train-error:0.072829
## [474]    train-error:0.072829
## [475]    train-error:0.058824
## [476]    train-error:0.058824
## [477]    train-error:0.064426
## [478]    train-error:0.067227
## [479]    train-error:0.064426
## [480]    train-error:0.058824
## [481]    train-error:0.058824
## [482]    train-error:0.058824
## [483]    train-error:0.058824
## [484]    train-error:0.058824
## [485]    train-error:0.061625
## [486]    train-error:0.067227
## [487]    train-error:0.058824
## [488]    train-error:0.056022
## [489]    train-error:0.058824
## [490]    train-error:0.058824
## [491]    train-error:0.056022
## [492]    train-error:0.058824
## [493]    train-error:0.047619
## [494]    train-error:0.058824
## [495]    train-error:0.056022
## [496]    train-error:0.061625
## [497]    train-error:0.058824
## [498]    train-error:0.056022
## [499]    train-error:0.058824
## [500]    train-error:0.058824
## [501]    train-error:0.058824
## [502]    train-error:0.058824
## [503]    train-error:0.058824
## [504]    train-error:0.050420
## [505]    train-error:0.053221
## [506]    train-error:0.050420
## [507]    train-error:0.050420
## [508]    train-error:0.050420
## [509]    train-error:0.056022
## [510]    train-error:0.053221
## [511]    train-error:0.056022
## [512]    train-error:0.061625
## [513]    train-error:0.061625
## [514]    train-error:0.064426
## [515]    train-error:0.058824
## [516]    train-error:0.061625
## [517]    train-error:0.058824
## [518]    train-error:0.056022
## [519]    train-error:0.056022
## [520]    train-error:0.056022
## [521]    train-error:0.056022
## [522]    train-error:0.053221
## [523]    train-error:0.053221
## [524]    train-error:0.064426
## [525]    train-error:0.056022
## [526]    train-error:0.056022
## [527]    train-error:0.058824
## [528]    train-error:0.053221
## [529]    train-error:0.053221
## [530]    train-error:0.050420
## [531]    train-error:0.050420
## [532]    train-error:0.053221
## [533]    train-error:0.056022
## [534]    train-error:0.061625
## [535]    train-error:0.056022
## [536]    train-error:0.053221
## [537]    train-error:0.056022
## [538]    train-error:0.053221
## [539]    train-error:0.053221
## [540]    train-error:0.053221
## [541]    train-error:0.053221
## [542]    train-error:0.058824
## [543]    train-error:0.064426
## [544]    train-error:0.064426
## [0]  train-error:0.212290
## [1]  train-error:0.251397
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.189944
## [5]  train-error:0.206704
## [6]  train-error:0.212290
## [7]  train-error:0.209497
## [8]  train-error:0.212290
## [9]  train-error:0.209497
## [10] train-error:0.206704
## [11] train-error:0.206704
## [12] train-error:0.203911
## [13] train-error:0.187151
## [14] train-error:0.192737
## [15] train-error:0.184358
## [16] train-error:0.187151
## [17] train-error:0.187151
## [18] train-error:0.198324
## [19] train-error:0.195531
## [20] train-error:0.192737
## [21] train-error:0.206704
## [22] train-error:0.203911
## [23] train-error:0.195531
## [24] train-error:0.201117
## [25] train-error:0.201117
## [26] train-error:0.203911
## [27] train-error:0.192737
## [28] train-error:0.192737
## [29] train-error:0.189944
## [30] train-error:0.187151
## [31] train-error:0.192737
## [32] train-error:0.189944
## [33] train-error:0.189944
## [34] train-error:0.189944
## [35] train-error:0.192737
## [36] train-error:0.195531
## [37] train-error:0.195531
## [38] train-error:0.192737
## [39] train-error:0.192737
## [40] train-error:0.195531
## [41] train-error:0.184358
## [42] train-error:0.201117
## [43] train-error:0.187151
## [44] train-error:0.187151
## [45] train-error:0.187151
## [46] train-error:0.192737
## [47] train-error:0.195531
## [48] train-error:0.195531
## [49] train-error:0.192737
## [50] train-error:0.192737
## [51] train-error:0.187151
## [52] train-error:0.184358
## [53] train-error:0.184358
## [54] train-error:0.195531
## [55] train-error:0.181564
## [56] train-error:0.175978
## [57] train-error:0.175978
## [58] train-error:0.175978
## [59] train-error:0.175978
## [60] train-error:0.175978
## [61] train-error:0.175978
## [62] train-error:0.181564
## [63] train-error:0.178771
## [64] train-error:0.175978
## [65] train-error:0.170391
## [66] train-error:0.170391
## [67] train-error:0.175978
## [68] train-error:0.175978
## [69] train-error:0.175978
## [70] train-error:0.175978
## [71] train-error:0.178771
## [72] train-error:0.175978
## [73] train-error:0.175978
## [74] train-error:0.173184
## [75] train-error:0.175978
## [76] train-error:0.178771
## [77] train-error:0.175978
## [78] train-error:0.178771
## [79] train-error:0.175978
## [80] train-error:0.181564
## [81] train-error:0.175978
## [82] train-error:0.178771
## [83] train-error:0.175978
## [84] train-error:0.178771
## [85] train-error:0.184358
## [86] train-error:0.173184
## [87] train-error:0.175978
## [88] train-error:0.178771
## [89] train-error:0.181564
## [90] train-error:0.187151
## [91] train-error:0.184358
## [92] train-error:0.184358
## [93] train-error:0.184358
## [94] train-error:0.187151
## [95] train-error:0.178771
## [96] train-error:0.181564
## [97] train-error:0.184358
## [98] train-error:0.187151
## [99] train-error:0.189944
## [100]    train-error:0.181564
## [101]    train-error:0.187151
## [102]    train-error:0.181564
## [103]    train-error:0.181564
## [104]    train-error:0.170391
## [105]    train-error:0.164804
## [106]    train-error:0.167598
## [107]    train-error:0.170391
## [108]    train-error:0.167598
## [109]    train-error:0.170391
## [110]    train-error:0.170391
## [111]    train-error:0.175978
## [112]    train-error:0.181564
## [113]    train-error:0.178771
## [114]    train-error:0.178771
## [115]    train-error:0.173184
## [116]    train-error:0.170391
## [117]    train-error:0.164804
## [118]    train-error:0.167598
## [119]    train-error:0.173184
## [120]    train-error:0.173184
## [121]    train-error:0.167598
## [122]    train-error:0.164804
## [123]    train-error:0.173184
## [124]    train-error:0.173184
## [125]    train-error:0.170391
## [126]    train-error:0.167598
## [127]    train-error:0.167598
## [128]    train-error:0.173184
## [129]    train-error:0.173184
## [130]    train-error:0.173184
## [131]    train-error:0.167598
## [132]    train-error:0.170391
## [133]    train-error:0.178771
## [134]    train-error:0.181564
## [135]    train-error:0.187151
## [136]    train-error:0.175978
## [137]    train-error:0.175978
## [138]    train-error:0.175978
## [139]    train-error:0.184358
## [140]    train-error:0.178771
## [141]    train-error:0.175978
## [142]    train-error:0.170391
## [143]    train-error:0.173184
## [144]    train-error:0.175978
## [145]    train-error:0.181564
## [146]    train-error:0.175978
## [147]    train-error:0.167598
## [148]    train-error:0.170391
## [149]    train-error:0.175978
## [150]    train-error:0.178771
## [151]    train-error:0.162011
## [152]    train-error:0.170391
## [153]    train-error:0.167598
## [154]    train-error:0.164804
## [155]    train-error:0.167598
## [156]    train-error:0.164804
## [157]    train-error:0.173184
## [158]    train-error:0.164804
## [159]    train-error:0.159218
## [160]    train-error:0.173184
## [161]    train-error:0.170391
## [162]    train-error:0.167598
## [163]    train-error:0.170391
## [164]    train-error:0.167598
## [165]    train-error:0.173184
## [166]    train-error:0.170391
## [167]    train-error:0.175978
## [168]    train-error:0.181564
## [169]    train-error:0.181564
## [170]    train-error:0.181564
## [171]    train-error:0.175978
## [172]    train-error:0.175978
## [173]    train-error:0.181564
## [174]    train-error:0.175978
## [175]    train-error:0.175978
## [176]    train-error:0.181564
## [177]    train-error:0.175978
## [178]    train-error:0.173184
## [179]    train-error:0.167598
## [180]    train-error:0.167598
## [181]    train-error:0.159218
## [182]    train-error:0.162011
## [183]    train-error:0.162011
## [184]    train-error:0.159218
## [185]    train-error:0.162011
## [186]    train-error:0.162011
## [187]    train-error:0.162011
## [188]    train-error:0.156425
## [189]    train-error:0.156425
## [190]    train-error:0.167598
## [191]    train-error:0.167598
## [192]    train-error:0.164804
## [193]    train-error:0.167598
## [194]    train-error:0.170391
## [195]    train-error:0.175978
## [196]    train-error:0.170391
## [197]    train-error:0.173184
## [198]    train-error:0.173184
## [199]    train-error:0.170391
## [200]    train-error:0.167598
## [201]    train-error:0.162011
## [202]    train-error:0.156425
## [203]    train-error:0.162011
## [204]    train-error:0.162011
## [205]    train-error:0.162011
## [206]    train-error:0.164804
## [207]    train-error:0.159218
## [208]    train-error:0.156425
## [209]    train-error:0.159218
## [210]    train-error:0.167598
## [211]    train-error:0.167598
## [212]    train-error:0.170391
## [213]    train-error:0.173184
## [214]    train-error:0.173184
## [215]    train-error:0.173184
## [216]    train-error:0.162011
## [217]    train-error:0.173184
## [218]    train-error:0.173184
## [219]    train-error:0.170391
## [220]    train-error:0.175978
## [221]    train-error:0.167598
## [222]    train-error:0.162011
## [223]    train-error:0.162011
## [224]    train-error:0.162011
## [225]    train-error:0.162011
## [226]    train-error:0.164804
## [227]    train-error:0.178771
## [228]    train-error:0.167598
## [229]    train-error:0.170391
## [230]    train-error:0.173184
## [231]    train-error:0.175978
## [232]    train-error:0.164804
## [233]    train-error:0.164804
## [234]    train-error:0.170391
## [235]    train-error:0.164804
## [236]    train-error:0.162011
## [237]    train-error:0.167598
## [238]    train-error:0.167598
## [239]    train-error:0.164804
## [240]    train-error:0.156425
## [241]    train-error:0.167598
## [242]    train-error:0.170391
## [243]    train-error:0.173184
## [244]    train-error:0.173184
## [245]    train-error:0.170391
## [246]    train-error:0.170391
## [247]    train-error:0.164804
## [248]    train-error:0.173184
## [249]    train-error:0.173184
## [250]    train-error:0.170391
## [251]    train-error:0.164804
## [252]    train-error:0.162011
## [253]    train-error:0.162011
## [254]    train-error:0.162011
## [255]    train-error:0.164804
## [256]    train-error:0.164804
## [257]    train-error:0.162011
## [258]    train-error:0.159218
## [259]    train-error:0.162011
## [260]    train-error:0.162011
## [261]    train-error:0.167598
## [262]    train-error:0.170391
## [263]    train-error:0.173184
## [264]    train-error:0.164804
## [265]    train-error:0.170391
## [266]    train-error:0.170391
## [267]    train-error:0.173184
## [268]    train-error:0.175978
## [269]    train-error:0.173184
## [270]    train-error:0.175978
## [271]    train-error:0.170391
## [272]    train-error:0.170391
## [273]    train-error:0.173184
## [274]    train-error:0.167598
## [275]    train-error:0.173184
## [276]    train-error:0.173184
## [277]    train-error:0.167598
## [278]    train-error:0.173184
## [279]    train-error:0.170391
## [280]    train-error:0.173184
## [281]    train-error:0.164804
## [282]    train-error:0.170391
## [283]    train-error:0.170391
## [284]    train-error:0.167598
## [285]    train-error:0.173184
## [286]    train-error:0.164804
## [287]    train-error:0.164804
## [288]    train-error:0.167598
## [289]    train-error:0.167598
## [290]    train-error:0.170391
## [291]    train-error:0.170391
## [292]    train-error:0.173184
## [293]    train-error:0.164804
## [294]    train-error:0.184358
## [295]    train-error:0.184358
## [296]    train-error:0.184358
## [297]    train-error:0.173184
## [298]    train-error:0.173184
## [299]    train-error:0.167598
## [300]    train-error:0.170391
## [301]    train-error:0.167598
## [302]    train-error:0.170391
## [303]    train-error:0.167598
## [304]    train-error:0.167598
## [305]    train-error:0.164804
## [306]    train-error:0.167598
## [307]    train-error:0.164804
## [308]    train-error:0.173184
## [309]    train-error:0.173184
## [310]    train-error:0.170391
## [311]    train-error:0.175978
## [312]    train-error:0.173184
## [313]    train-error:0.167598
## [314]    train-error:0.173184
## [315]    train-error:0.170391
## [316]    train-error:0.173184
## [317]    train-error:0.178771
## [318]    train-error:0.175978
## [319]    train-error:0.173184
## [320]    train-error:0.170391
## [321]    train-error:0.170391
## [322]    train-error:0.167598
## [323]    train-error:0.170391
## [324]    train-error:0.173184
## [325]    train-error:0.170391
## [326]    train-error:0.170391
## [327]    train-error:0.170391
## [328]    train-error:0.170391
## [329]    train-error:0.164804
## [330]    train-error:0.173184
## [331]    train-error:0.164804
## [332]    train-error:0.164804
## [333]    train-error:0.167598
## [334]    train-error:0.167598
## [335]    train-error:0.167598
## [336]    train-error:0.173184
## [337]    train-error:0.170391
## [338]    train-error:0.170391
## [339]    train-error:0.170391
## [340]    train-error:0.170391
## [341]    train-error:0.164804
## [342]    train-error:0.164804
## [343]    train-error:0.170391
## [344]    train-error:0.173184
## [345]    train-error:0.173184
## [346]    train-error:0.170391
## [347]    train-error:0.167598
## [348]    train-error:0.173184
## [349]    train-error:0.170391
## [350]    train-error:0.167598
## [351]    train-error:0.167598
## [352]    train-error:0.162011
## [353]    train-error:0.162011
## [354]    train-error:0.162011
## [355]    train-error:0.164804
## [356]    train-error:0.156425
## [357]    train-error:0.159218
## [358]    train-error:0.164804
## [359]    train-error:0.164804
## [360]    train-error:0.167598
## [361]    train-error:0.170391
## [362]    train-error:0.164804
## [363]    train-error:0.167598
## [364]    train-error:0.162011
## [365]    train-error:0.162011
## [366]    train-error:0.167598
## [367]    train-error:0.164804
## [368]    train-error:0.173184
## [369]    train-error:0.173184
## [370]    train-error:0.178771
## [371]    train-error:0.175978
## [372]    train-error:0.170391
## [373]    train-error:0.173184
## [374]    train-error:0.162011
## [375]    train-error:0.164804
## [376]    train-error:0.164804
## [377]    train-error:0.173184
## [378]    train-error:0.173184
## [379]    train-error:0.167598
## [380]    train-error:0.164804
## [381]    train-error:0.170391
## [382]    train-error:0.164804
## [383]    train-error:0.162011
## [384]    train-error:0.162011
## [385]    train-error:0.162011
## [386]    train-error:0.162011
## [387]    train-error:0.162011
## [388]    train-error:0.159218
## [389]    train-error:0.162011
## [390]    train-error:0.167598
## [391]    train-error:0.164804
## [392]    train-error:0.170391
## [393]    train-error:0.167598
## [394]    train-error:0.170391
## [395]    train-error:0.164804
## [396]    train-error:0.162011
## [397]    train-error:0.164804
## [398]    train-error:0.170391
## [399]    train-error:0.167598
## [400]    train-error:0.170391
## [401]    train-error:0.173184
## [402]    train-error:0.173184
## [403]    train-error:0.173184
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.193277
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.198880
## [10] train-error:0.193277
## [11] train-error:0.198880
## [12] train-error:0.198880
## [13] train-error:0.196078
## [14] train-error:0.193277
## [15] train-error:0.193277
## [16] train-error:0.193277
## [17] train-error:0.190476
## [18] train-error:0.198880
## [19] train-error:0.198880
## [20] train-error:0.201681
## [21] train-error:0.190476
## [22] train-error:0.187675
## [23] train-error:0.190476
## [24] train-error:0.190476
## [25] train-error:0.184874
## [26] train-error:0.190476
## [27] train-error:0.179272
## [28] train-error:0.182073
## [29] train-error:0.187675
## [30] train-error:0.196078
## [31] train-error:0.179272
## [32] train-error:0.184874
## [33] train-error:0.193277
## [34] train-error:0.193277
## [35] train-error:0.193277
## [36] train-error:0.190476
## [37] train-error:0.193277
## [38] train-error:0.190476
## [39] train-error:0.190476
## [40] train-error:0.190476
## [41] train-error:0.182073
## [42] train-error:0.184874
## [43] train-error:0.190476
## [44] train-error:0.193277
## [45] train-error:0.190476
## [46] train-error:0.190476
## [47] train-error:0.198880
## [48] train-error:0.187675
## [49] train-error:0.193277
## [50] train-error:0.196078
## [51] train-error:0.193277
## [52] train-error:0.184874
## [53] train-error:0.193277
## [54] train-error:0.193277
## [55] train-error:0.179272
## [56] train-error:0.184874
## [57] train-error:0.184874
## [58] train-error:0.182073
## [59] train-error:0.190476
## [60] train-error:0.187675
## [61] train-error:0.182073
## [62] train-error:0.179272
## [63] train-error:0.179272
## [64] train-error:0.179272
## [65] train-error:0.176471
## [66] train-error:0.173669
## [67] train-error:0.182073
## [68] train-error:0.173669
## [69] train-error:0.182073
## [70] train-error:0.173669
## [71] train-error:0.173669
## [72] train-error:0.179272
## [73] train-error:0.173669
## [74] train-error:0.176471
## [75] train-error:0.173669
## [76] train-error:0.170868
## [77] train-error:0.168067
## [78] train-error:0.168067
## [79] train-error:0.165266
## [80] train-error:0.170868
## [81] train-error:0.170868
## [82] train-error:0.159664
## [83] train-error:0.165266
## [84] train-error:0.162465
## [85] train-error:0.173669
## [86] train-error:0.165266
## [87] train-error:0.162465
## [88] train-error:0.162465
## [89] train-error:0.159664
## [90] train-error:0.173669
## [91] train-error:0.165266
## [92] train-error:0.168067
## [93] train-error:0.159664
## [94] train-error:0.159664
## [95] train-error:0.162465
## [96] train-error:0.170868
## [97] train-error:0.170868
## [98] train-error:0.173669
## [99] train-error:0.168067
## [100]    train-error:0.165266
## [101]    train-error:0.162465
## [102]    train-error:0.165266
## [103]    train-error:0.170868
## [104]    train-error:0.159664
## [105]    train-error:0.162465
## [106]    train-error:0.173669
## [107]    train-error:0.170868
## [108]    train-error:0.165266
## [109]    train-error:0.162465
## [110]    train-error:0.170868
## [111]    train-error:0.165266
## [112]    train-error:0.156863
## [113]    train-error:0.159664
## [114]    train-error:0.162465
## [115]    train-error:0.162465
## [116]    train-error:0.168067
## [117]    train-error:0.162465
## [118]    train-error:0.159664
## [119]    train-error:0.159664
## [120]    train-error:0.162465
## [121]    train-error:0.162465
## [122]    train-error:0.159664
## [123]    train-error:0.159664
## [124]    train-error:0.162465
## [125]    train-error:0.162465
## [126]    train-error:0.165266
## [127]    train-error:0.154062
## [128]    train-error:0.154062
## [129]    train-error:0.156863
## [130]    train-error:0.159664
## [131]    train-error:0.156863
## [132]    train-error:0.148459
## [133]    train-error:0.151261
## [134]    train-error:0.154062
## [135]    train-error:0.151261
## [136]    train-error:0.154062
## [137]    train-error:0.151261
## [138]    train-error:0.151261
## [139]    train-error:0.154062
## [140]    train-error:0.151261
## [141]    train-error:0.154062
## [142]    train-error:0.156863
## [143]    train-error:0.145658
## [144]    train-error:0.154062
## [145]    train-error:0.148459
## [146]    train-error:0.151261
## [147]    train-error:0.159664
## [148]    train-error:0.165266
## [149]    train-error:0.165266
## [150]    train-error:0.156863
## [151]    train-error:0.162465
## [152]    train-error:0.170868
## [153]    train-error:0.168067
## [154]    train-error:0.162465
## [155]    train-error:0.156863
## [156]    train-error:0.151261
## [157]    train-error:0.159664
## [158]    train-error:0.165266
## [159]    train-error:0.159664
## [160]    train-error:0.162465
## [161]    train-error:0.170868
## [162]    train-error:0.168067
## [163]    train-error:0.162465
## [164]    train-error:0.168067
## [165]    train-error:0.165266
## [166]    train-error:0.165266
## [167]    train-error:0.151261
## [168]    train-error:0.151261
## [169]    train-error:0.165266
## [170]    train-error:0.162465
## [171]    train-error:0.162465
## [172]    train-error:0.162465
## [173]    train-error:0.165266
## [174]    train-error:0.148459
## [175]    train-error:0.154062
## [176]    train-error:0.145658
## [177]    train-error:0.148459
## [178]    train-error:0.148459
## [179]    train-error:0.151261
## [180]    train-error:0.159664
## [181]    train-error:0.148459
## [182]    train-error:0.148459
## [183]    train-error:0.148459
## [184]    train-error:0.140056
## [185]    train-error:0.140056
## [186]    train-error:0.148459
## [187]    train-error:0.142857
## [188]    train-error:0.148459
## [189]    train-error:0.156863
## [190]    train-error:0.151261
## [191]    train-error:0.154062
## [192]    train-error:0.165266
## [193]    train-error:0.159664
## [194]    train-error:0.159664
## [195]    train-error:0.154062
## [196]    train-error:0.159664
## [197]    train-error:0.154062
## [198]    train-error:0.154062
## [199]    train-error:0.151261
## [200]    train-error:0.151261
## [201]    train-error:0.151261
## [202]    train-error:0.151261
## [203]    train-error:0.156863
## [204]    train-error:0.154062
## [205]    train-error:0.156863
## [206]    train-error:0.159664
## [207]    train-error:0.154062
## [208]    train-error:0.159664
## [209]    train-error:0.154062
## [210]    train-error:0.151261
## [211]    train-error:0.145658
## [212]    train-error:0.151261
## [213]    train-error:0.156863
## [214]    train-error:0.142857
## [215]    train-error:0.156863
## [216]    train-error:0.145658
## [217]    train-error:0.151261
## [218]    train-error:0.151261
## [219]    train-error:0.140056
## [220]    train-error:0.140056
## [221]    train-error:0.142857
## [222]    train-error:0.154062
## [223]    train-error:0.137255
## [224]    train-error:0.154062
## [225]    train-error:0.148459
## [226]    train-error:0.142857
## [227]    train-error:0.145658
## [228]    train-error:0.142857
## [229]    train-error:0.148459
## [230]    train-error:0.142857
## [231]    train-error:0.142857
## [232]    train-error:0.148459
## [233]    train-error:0.159664
## [234]    train-error:0.156863
## [235]    train-error:0.156863
## [236]    train-error:0.156863
## [237]    train-error:0.148459
## [238]    train-error:0.151261
## [239]    train-error:0.165266
## [240]    train-error:0.131653
## [241]    train-error:0.142857
## [242]    train-error:0.145658
## [243]    train-error:0.148459
## [244]    train-error:0.142857
## [245]    train-error:0.134454
## [246]    train-error:0.145658
## [247]    train-error:0.142857
## [248]    train-error:0.151261
## [249]    train-error:0.151261
## [250]    train-error:0.137255
## [251]    train-error:0.134454
## [252]    train-error:0.134454
## [253]    train-error:0.131653
## [254]    train-error:0.131653
## [255]    train-error:0.140056
## [256]    train-error:0.151261
## [257]    train-error:0.151261
## [258]    train-error:0.151261
## [259]    train-error:0.134454
## [260]    train-error:0.148459
## [261]    train-error:0.140056
## [262]    train-error:0.126050
## [263]    train-error:0.128852
## [264]    train-error:0.142857
## [265]    train-error:0.145658
## [266]    train-error:0.151261
## [267]    train-error:0.159664
## [268]    train-error:0.159664
## [269]    train-error:0.159664
## [270]    train-error:0.159664
## [271]    train-error:0.145658
## [272]    train-error:0.151261
## [273]    train-error:0.142857
## [274]    train-error:0.154062
## [275]    train-error:0.154062
## [276]    train-error:0.145658
## [277]    train-error:0.145658
## [278]    train-error:0.156863
## [279]    train-error:0.154062
## [280]    train-error:0.154062
## [281]    train-error:0.156863
## [282]    train-error:0.142857
## [283]    train-error:0.145658
## [284]    train-error:0.151261
## [285]    train-error:0.159664
## [286]    train-error:0.145658
## [287]    train-error:0.145658
## [288]    train-error:0.148459
## [289]    train-error:0.162465
## [290]    train-error:0.148459
## [291]    train-error:0.162465
## [292]    train-error:0.145658
## [293]    train-error:0.156863
## [294]    train-error:0.159664
## [295]    train-error:0.142857
## [296]    train-error:0.162465
## [297]    train-error:0.159664
## [298]    train-error:0.162465
## [299]    train-error:0.162465
## [300]    train-error:0.159664
## [301]    train-error:0.145658
## [302]    train-error:0.159664
## [303]    train-error:0.145658
## [304]    train-error:0.154062
## [305]    train-error:0.151261
## [306]    train-error:0.154062
## [307]    train-error:0.159664
## [308]    train-error:0.170868
## [309]    train-error:0.156863
## [310]    train-error:0.159664
## [311]    train-error:0.159664
## [312]    train-error:0.159664
## [313]    train-error:0.156863
## [314]    train-error:0.154062
## [315]    train-error:0.151261
## [316]    train-error:0.151261
## [317]    train-error:0.151261
## [318]    train-error:0.148459
## [319]    train-error:0.159664
## [320]    train-error:0.151261
## [321]    train-error:0.154062
## [322]    train-error:0.159664
## [323]    train-error:0.148459
## [324]    train-error:0.145658
## [325]    train-error:0.156863
## [326]    train-error:0.156863
## [327]    train-error:0.156863
## [328]    train-error:0.145658
## [329]    train-error:0.159664
## [330]    train-error:0.148459
## [331]    train-error:0.140056
## [332]    train-error:0.145658
## [333]    train-error:0.142857
## [334]    train-error:0.142857
## [335]    train-error:0.134454
## [336]    train-error:0.154062
## [337]    train-error:0.154062
## [338]    train-error:0.154062
## [339]    train-error:0.145658
## [340]    train-error:0.145658
## [341]    train-error:0.145658
## [342]    train-error:0.156863
## [343]    train-error:0.142857
## [344]    train-error:0.140056
## [345]    train-error:0.145658
## [346]    train-error:0.145658
## [347]    train-error:0.142857
## [348]    train-error:0.151261
## [349]    train-error:0.137255
## [350]    train-error:0.140056
## [351]    train-error:0.134454
## [352]    train-error:0.134454
## [353]    train-error:0.137255
## [354]    train-error:0.140056
## [355]    train-error:0.137255
## [356]    train-error:0.142857
## [357]    train-error:0.145658
## [358]    train-error:0.154062
## [359]    train-error:0.148459
## [360]    train-error:0.151261
## [361]    train-error:0.151261
## [362]    train-error:0.151261
## [363]    train-error:0.128852
## [364]    train-error:0.128852
## [365]    train-error:0.151261
## [366]    train-error:0.140056
## [367]    train-error:0.145658
## [368]    train-error:0.156863
## [369]    train-error:0.142857
## [370]    train-error:0.156863
## [371]    train-error:0.156863
## [372]    train-error:0.145658
## [373]    train-error:0.151261
## [374]    train-error:0.156863
## [375]    train-error:0.156863
## [376]    train-error:0.145658
## [377]    train-error:0.151261
## [378]    train-error:0.151261
## [379]    train-error:0.145658
## [380]    train-error:0.151261
## [381]    train-error:0.148459
## [382]    train-error:0.140056
## [383]    train-error:0.151261
## [384]    train-error:0.151261
## [385]    train-error:0.142857
## [386]    train-error:0.151261
## [387]    train-error:0.151261
## [388]    train-error:0.151261
## [389]    train-error:0.151261
## [390]    train-error:0.159664
## [391]    train-error:0.151261
## [392]    train-error:0.154062
## [393]    train-error:0.142857
## [394]    train-error:0.151261
## [395]    train-error:0.154062
## [396]    train-error:0.154062
## [397]    train-error:0.156863
## [398]    train-error:0.151261
## [399]    train-error:0.151261
## [400]    train-error:0.162465
## [401]    train-error:0.154062
## [402]    train-error:0.156863
## [403]    train-error:0.154062
## [0]  train-error:0.316527
## [1]  train-error:0.238095
## [2]  train-error:0.229692
## [3]  train-error:0.243697
## [4]  train-error:0.243697
## [5]  train-error:0.243697
## [6]  train-error:0.221289
## [7]  train-error:0.215686
## [8]  train-error:0.210084
## [9]  train-error:0.207283
## [10] train-error:0.196078
## [11] train-error:0.201681
## [12] train-error:0.210084
## [13] train-error:0.212885
## [14] train-error:0.207283
## [15] train-error:0.210084
## [16] train-error:0.207283
## [17] train-error:0.190476
## [18] train-error:0.196078
## [19] train-error:0.187675
## [20] train-error:0.193277
## [21] train-error:0.198880
## [22] train-error:0.182073
## [23] train-error:0.179272
## [24] train-error:0.193277
## [25] train-error:0.179272
## [26] train-error:0.182073
## [27] train-error:0.179272
## [28] train-error:0.196078
## [29] train-error:0.193277
## [30] train-error:0.187675
## [31] train-error:0.190476
## [32] train-error:0.193277
## [33] train-error:0.179272
## [34] train-error:0.179272
## [35] train-error:0.182073
## [36] train-error:0.187675
## [37] train-error:0.176471
## [38] train-error:0.184874
## [39] train-error:0.190476
## [40] train-error:0.184874
## [41] train-error:0.187675
## [42] train-error:0.190476
## [43] train-error:0.176471
## [44] train-error:0.184874
## [45] train-error:0.182073
## [46] train-error:0.173669
## [47] train-error:0.168067
## [48] train-error:0.165266
## [49] train-error:0.173669
## [50] train-error:0.170868
## [51] train-error:0.170868
## [52] train-error:0.168067
## [53] train-error:0.159664
## [54] train-error:0.168067
## [55] train-error:0.162465
## [56] train-error:0.156863
## [57] train-error:0.156863
## [58] train-error:0.159664
## [59] train-error:0.162465
## [60] train-error:0.156863
## [61] train-error:0.165266
## [62] train-error:0.165266
## [63] train-error:0.176471
## [64] train-error:0.173669
## [65] train-error:0.179272
## [66] train-error:0.182073
## [67] train-error:0.173669
## [68] train-error:0.173669
## [69] train-error:0.170868
## [70] train-error:0.159664
## [71] train-error:0.179272
## [72] train-error:0.168067
## [73] train-error:0.168067
## [74] train-error:0.165266
## [75] train-error:0.168067
## [76] train-error:0.168067
## [77] train-error:0.165266
## [78] train-error:0.168067
## [79] train-error:0.170868
## [80] train-error:0.170868
## [81] train-error:0.170868
## [82] train-error:0.168067
## [83] train-error:0.168067
## [84] train-error:0.168067
## [85] train-error:0.168067
## [86] train-error:0.176471
## [87] train-error:0.173669
## [88] train-error:0.162465
## [89] train-error:0.168067
## [90] train-error:0.165266
## [91] train-error:0.165266
## [92] train-error:0.170868
## [93] train-error:0.170868
## [94] train-error:0.170868
## [95] train-error:0.165266
## [96] train-error:0.165266
## [97] train-error:0.162465
## [98] train-error:0.159664
## [99] train-error:0.162465
## [100]    train-error:0.165266
## [101]    train-error:0.162465
## [102]    train-error:0.159664
## [103]    train-error:0.156863
## [104]    train-error:0.156863
## [105]    train-error:0.154062
## [106]    train-error:0.159664
## [107]    train-error:0.156863
## [108]    train-error:0.154062
## [109]    train-error:0.156863
## [110]    train-error:0.154062
## [111]    train-error:0.162465
## [112]    train-error:0.170868
## [113]    train-error:0.170868
## [114]    train-error:0.182073
## [115]    train-error:0.168067
## [116]    train-error:0.170868
## [117]    train-error:0.168067
## [118]    train-error:0.168067
## [119]    train-error:0.173669
## [120]    train-error:0.159664
## [121]    train-error:0.162465
## [122]    train-error:0.162465
## [123]    train-error:0.162465
## [124]    train-error:0.159664
## [125]    train-error:0.154062
## [126]    train-error:0.156863
## [127]    train-error:0.156863
## [128]    train-error:0.151261
## [129]    train-error:0.154062
## [130]    train-error:0.156863
## [131]    train-error:0.154062
## [132]    train-error:0.151261
## [133]    train-error:0.151261
## [134]    train-error:0.151261
## [135]    train-error:0.156863
## [136]    train-error:0.162465
## [137]    train-error:0.162465
## [138]    train-error:0.162465
## [139]    train-error:0.159664
## [140]    train-error:0.162465
## [141]    train-error:0.165266
## [142]    train-error:0.165266
## [143]    train-error:0.159664
## [144]    train-error:0.159664
## [145]    train-error:0.162465
## [146]    train-error:0.156863
## [147]    train-error:0.156863
## [148]    train-error:0.168067
## [149]    train-error:0.159664
## [150]    train-error:0.162465
## [151]    train-error:0.156863
## [152]    train-error:0.162465
## [153]    train-error:0.162465
## [154]    train-error:0.165266
## [155]    train-error:0.165266
## [156]    train-error:0.156863
## [157]    train-error:0.159664
## [158]    train-error:0.162465
## [159]    train-error:0.159664
## [160]    train-error:0.159664
## [161]    train-error:0.162465
## [162]    train-error:0.162465
## [163]    train-error:0.168067
## [164]    train-error:0.156863
## [165]    train-error:0.159664
## [166]    train-error:0.159664
## [167]    train-error:0.156863
## [168]    train-error:0.156863
## [169]    train-error:0.156863
## [170]    train-error:0.154062
## [171]    train-error:0.145658
## [172]    train-error:0.162465
## [173]    train-error:0.168067
## [174]    train-error:0.151261
## [175]    train-error:0.154062
## [176]    train-error:0.159664
## [177]    train-error:0.162465
## [178]    train-error:0.162465
## [179]    train-error:0.162465
## [180]    train-error:0.165266
## [181]    train-error:0.165266
## [182]    train-error:0.159664
## [183]    train-error:0.168067
## [184]    train-error:0.159664
## [185]    train-error:0.162465
## [186]    train-error:0.162465
## [187]    train-error:0.159664
## [188]    train-error:0.159664
## [189]    train-error:0.173669
## [190]    train-error:0.176471
## [191]    train-error:0.176471
## [192]    train-error:0.168067
## [193]    train-error:0.162465
## [194]    train-error:0.156863
## [195]    train-error:0.151261
## [196]    train-error:0.151261
## [197]    train-error:0.145658
## [198]    train-error:0.145658
## [199]    train-error:0.140056
## [200]    train-error:0.142857
## [201]    train-error:0.142857
## [202]    train-error:0.142857
## [203]    train-error:0.148459
## [204]    train-error:0.142857
## [205]    train-error:0.156863
## [206]    train-error:0.156863
## [207]    train-error:0.156863
## [208]    train-error:0.156863
## [209]    train-error:0.154062
## [210]    train-error:0.154062
## [211]    train-error:0.154062
## [212]    train-error:0.159664
## [213]    train-error:0.148459
## [214]    train-error:0.162465
## [215]    train-error:0.159664
## [216]    train-error:0.151261
## [217]    train-error:0.142857
## [218]    train-error:0.145658
## [219]    train-error:0.151261
## [220]    train-error:0.162465
## [221]    train-error:0.156863
## [222]    train-error:0.162465
## [223]    train-error:0.162465
## [224]    train-error:0.159664
## [225]    train-error:0.154062
## [226]    train-error:0.159664
## [227]    train-error:0.159664
## [228]    train-error:0.154062
## [229]    train-error:0.151261
## [230]    train-error:0.156863
## [231]    train-error:0.151261
## [232]    train-error:0.148459
## [233]    train-error:0.151261
## [234]    train-error:0.151261
## [235]    train-error:0.148459
## [236]    train-error:0.151261
## [237]    train-error:0.148459
## [238]    train-error:0.145658
## [239]    train-error:0.148459
## [240]    train-error:0.145658
## [241]    train-error:0.140056
## [242]    train-error:0.145658
## [243]    train-error:0.137255
## [244]    train-error:0.142857
## [245]    train-error:0.145658
## [246]    train-error:0.140056
## [247]    train-error:0.140056
## [248]    train-error:0.140056
## [249]    train-error:0.142857
## [250]    train-error:0.142857
## [251]    train-error:0.148459
## [252]    train-error:0.145658
## [253]    train-error:0.154062
## [254]    train-error:0.154062
## [255]    train-error:0.151261
## [256]    train-error:0.148459
## [257]    train-error:0.151261
## [258]    train-error:0.156863
## [259]    train-error:0.156863
## [260]    train-error:0.156863
## [261]    train-error:0.151261
## [262]    train-error:0.151261
## [263]    train-error:0.154062
## [264]    train-error:0.159664
## [265]    train-error:0.154062
## [266]    train-error:0.142857
## [267]    train-error:0.142857
## [268]    train-error:0.148459
## [269]    train-error:0.148459
## [270]    train-error:0.137255
## [271]    train-error:0.134454
## [272]    train-error:0.140056
## [273]    train-error:0.148459
## [274]    train-error:0.145658
## [275]    train-error:0.140056
## [276]    train-error:0.140056
## [277]    train-error:0.151261
## [278]    train-error:0.145658
## [279]    train-error:0.134454
## [280]    train-error:0.148459
## [281]    train-error:0.140056
## [282]    train-error:0.131653
## [283]    train-error:0.145658
## [284]    train-error:0.142857
## [285]    train-error:0.145658
## [286]    train-error:0.142857
## [287]    train-error:0.134454
## [288]    train-error:0.137255
## [289]    train-error:0.140056
## [290]    train-error:0.137255
## [291]    train-error:0.148459
## [292]    train-error:0.148459
## [293]    train-error:0.145658
## [294]    train-error:0.151261
## [295]    train-error:0.151261
## [296]    train-error:0.154062
## [297]    train-error:0.148459
## [298]    train-error:0.148459
## [299]    train-error:0.151261
## [300]    train-error:0.145658
## [301]    train-error:0.145658
## [302]    train-error:0.156863
## [303]    train-error:0.159664
## [304]    train-error:0.145658
## [305]    train-error:0.154062
## [306]    train-error:0.159664
## [307]    train-error:0.154062
## [308]    train-error:0.148459
## [309]    train-error:0.148459
## [310]    train-error:0.145658
## [311]    train-error:0.145658
## [312]    train-error:0.156863
## [313]    train-error:0.151261
## [314]    train-error:0.154062
## [315]    train-error:0.154062
## [316]    train-error:0.148459
## [317]    train-error:0.145658
## [318]    train-error:0.145658
## [319]    train-error:0.145658
## [320]    train-error:0.142857
## [321]    train-error:0.145658
## [322]    train-error:0.145658
## [323]    train-error:0.142857
## [324]    train-error:0.145658
## [325]    train-error:0.148459
## [326]    train-error:0.148459
## [327]    train-error:0.151261
## [328]    train-error:0.154062
## [329]    train-error:0.151261
## [330]    train-error:0.148459
## [331]    train-error:0.142857
## [332]    train-error:0.148459
## [333]    train-error:0.148459
## [334]    train-error:0.154062
## [335]    train-error:0.156863
## [336]    train-error:0.156863
## [337]    train-error:0.156863
## [338]    train-error:0.156863
## [339]    train-error:0.159664
## [340]    train-error:0.154062
## [341]    train-error:0.159664
## [342]    train-error:0.151261
## [343]    train-error:0.154062
## [344]    train-error:0.151261
## [345]    train-error:0.145658
## [346]    train-error:0.154062
## [347]    train-error:0.154062
## [348]    train-error:0.148459
## [349]    train-error:0.156863
## [350]    train-error:0.148459
## [351]    train-error:0.148459
## [352]    train-error:0.145658
## [353]    train-error:0.148459
## [354]    train-error:0.137255
## [355]    train-error:0.131653
## [356]    train-error:0.140056
## [357]    train-error:0.134454
## [358]    train-error:0.134454
## [359]    train-error:0.140056
## [360]    train-error:0.137255
## [361]    train-error:0.142857
## [362]    train-error:0.137255
## [363]    train-error:0.134454
## [364]    train-error:0.140056
## [365]    train-error:0.140056
## [366]    train-error:0.137255
## [367]    train-error:0.142857
## [368]    train-error:0.151261
## [369]    train-error:0.151261
## [370]    train-error:0.154062
## [371]    train-error:0.145658
## [372]    train-error:0.154062
## [373]    train-error:0.151261
## [374]    train-error:0.151261
## [375]    train-error:0.142857
## [376]    train-error:0.148459
## [377]    train-error:0.148459
## [378]    train-error:0.148459
## [379]    train-error:0.145658
## [380]    train-error:0.148459
## [381]    train-error:0.148459
## [382]    train-error:0.148459
## [383]    train-error:0.142857
## [384]    train-error:0.148459
## [385]    train-error:0.148459
## [386]    train-error:0.151261
## [387]    train-error:0.145658
## [388]    train-error:0.151261
## [389]    train-error:0.145658
## [390]    train-error:0.145658
## [391]    train-error:0.140056
## [392]    train-error:0.142857
## [393]    train-error:0.142857
## [394]    train-error:0.142857
## [395]    train-error:0.140056
## [396]    train-error:0.142857
## [397]    train-error:0.140056
## [398]    train-error:0.137255
## [399]    train-error:0.142857
## [400]    train-error:0.137255
## [401]    train-error:0.142857
## [402]    train-error:0.145658
## [403]    train-error:0.140056
## [0]  train-error:0.217877
## [1]  train-error:0.215084
## [2]  train-error:0.215084
## [3]  train-error:0.209497
## [4]  train-error:0.198324
## [5]  train-error:0.203911
## [6]  train-error:0.198324
## [7]  train-error:0.170391
## [8]  train-error:0.175978
## [9]  train-error:0.175978
## [10] train-error:0.184358
## [11] train-error:0.181564
## [12] train-error:0.181564
## [13] train-error:0.170391
## [14] train-error:0.164804
## [15] train-error:0.175978
## [16] train-error:0.181564
## [17] train-error:0.170391
## [18] train-error:0.175978
## [19] train-error:0.184358
## [20] train-error:0.187151
## [21] train-error:0.178771
## [22] train-error:0.167598
## [23] train-error:0.184358
## [24] train-error:0.192737
## [25] train-error:0.184358
## [26] train-error:0.175978
## [27] train-error:0.164804
## [28] train-error:0.173184
## [29] train-error:0.170391
## [30] train-error:0.164804
## [31] train-error:0.170391
## [32] train-error:0.162011
## [33] train-error:0.167598
## [34] train-error:0.153631
## [35] train-error:0.156425
## [36] train-error:0.159218
## [37] train-error:0.156425
## [38] train-error:0.167598
## [39] train-error:0.162011
## [40] train-error:0.156425
## [41] train-error:0.153631
## [42] train-error:0.156425
## [43] train-error:0.150838
## [44] train-error:0.159218
## [45] train-error:0.153631
## [46] train-error:0.156425
## [47] train-error:0.156425
## [48] train-error:0.153631
## [49] train-error:0.156425
## [50] train-error:0.153631
## [51] train-error:0.156425
## [52] train-error:0.156425
## [53] train-error:0.145251
## [54] train-error:0.156425
## [55] train-error:0.156425
## [56] train-error:0.153631
## [57] train-error:0.150838
## [58] train-error:0.148045
## [59] train-error:0.153631
## [60] train-error:0.153631
## [61] train-error:0.150838
## [62] train-error:0.159218
## [63] train-error:0.156425
## [64] train-error:0.159218
## [65] train-error:0.150838
## [66] train-error:0.156425
## [67] train-error:0.150838
## [68] train-error:0.156425
## [69] train-error:0.167598
## [70] train-error:0.167598
## [71] train-error:0.164804
## [72] train-error:0.164804
## [73] train-error:0.159218
## [74] train-error:0.159218
## [75] train-error:0.162011
## [76] train-error:0.162011
## [77] train-error:0.159218
## [78] train-error:0.153631
## [79] train-error:0.156425
## [80] train-error:0.159218
## [81] train-error:0.162011
## [82] train-error:0.156425
## [83] train-error:0.148045
## [84] train-error:0.150838
## [85] train-error:0.150838
## [86] train-error:0.156425
## [87] train-error:0.150838
## [88] train-error:0.153631
## [89] train-error:0.145251
## [90] train-error:0.153631
## [91] train-error:0.150838
## [92] train-error:0.153631
## [93] train-error:0.145251
## [94] train-error:0.153631
## [95] train-error:0.159218
## [96] train-error:0.156425
## [97] train-error:0.153631
## [98] train-error:0.156425
## [99] train-error:0.156425
## [100]    train-error:0.153631
## [101]    train-error:0.153631
## [102]    train-error:0.150838
## [103]    train-error:0.148045
## [104]    train-error:0.150838
## [105]    train-error:0.145251
## [106]    train-error:0.150838
## [107]    train-error:0.150838
## [108]    train-error:0.148045
## [109]    train-error:0.150838
## [110]    train-error:0.156425
## [111]    train-error:0.153631
## [112]    train-error:0.150838
## [113]    train-error:0.150838
## [114]    train-error:0.148045
## [115]    train-error:0.145251
## [116]    train-error:0.142458
## [117]    train-error:0.139665
## [118]    train-error:0.142458
## [119]    train-error:0.139665
## [120]    train-error:0.139665
## [121]    train-error:0.142458
## [122]    train-error:0.136872
## [123]    train-error:0.142458
## [124]    train-error:0.142458
## [125]    train-error:0.142458
## [126]    train-error:0.134078
## [127]    train-error:0.142458
## [128]    train-error:0.142458
## [129]    train-error:0.148045
## [130]    train-error:0.148045
## [131]    train-error:0.148045
## [132]    train-error:0.148045
## [133]    train-error:0.148045
## [134]    train-error:0.145251
## [135]    train-error:0.145251
## [136]    train-error:0.145251
## [137]    train-error:0.139665
## [138]    train-error:0.139665
## [139]    train-error:0.148045
## [140]    train-error:0.139665
## [141]    train-error:0.145251
## [142]    train-error:0.145251
## [143]    train-error:0.145251
## [144]    train-error:0.159218
## [145]    train-error:0.156425
## [146]    train-error:0.153631
## [147]    train-error:0.148045
## [148]    train-error:0.148045
## [149]    train-error:0.153631
## [150]    train-error:0.156425
## [151]    train-error:0.153631
## [152]    train-error:0.150838
## [153]    train-error:0.150838
## [154]    train-error:0.156425
## [155]    train-error:0.159218
## [156]    train-error:0.159218
## [157]    train-error:0.164804
## [158]    train-error:0.162011
## [159]    train-error:0.159218
## [160]    train-error:0.159218
## [161]    train-error:0.153631
## [162]    train-error:0.150838
## [163]    train-error:0.150838
## [164]    train-error:0.153631
## [165]    train-error:0.156425
## [166]    train-error:0.153631
## [167]    train-error:0.156425
## [168]    train-error:0.153631
## [169]    train-error:0.156425
## [170]    train-error:0.156425
## [171]    train-error:0.153631
## [172]    train-error:0.153631
## [173]    train-error:0.153631
## [174]    train-error:0.142458
## [175]    train-error:0.148045
## [176]    train-error:0.136872
## [177]    train-error:0.142458
## [178]    train-error:0.139665
## [179]    train-error:0.142458
## [180]    train-error:0.142458
## [181]    train-error:0.142458
## [182]    train-error:0.145251
## [183]    train-error:0.142458
## [184]    train-error:0.148045
## [185]    train-error:0.148045
## [186]    train-error:0.148045
## [187]    train-error:0.142458
## [188]    train-error:0.148045
## [189]    train-error:0.148045
## [190]    train-error:0.142458
## [191]    train-error:0.142458
## [192]    train-error:0.139665
## [193]    train-error:0.131285
## [194]    train-error:0.134078
## [195]    train-error:0.134078
## [196]    train-error:0.136872
## [197]    train-error:0.134078
## [198]    train-error:0.139665
## [199]    train-error:0.139665
## [200]    train-error:0.139665
## [201]    train-error:0.134078
## [202]    train-error:0.134078
## [203]    train-error:0.134078
## [204]    train-error:0.136872
## [205]    train-error:0.139665
## [206]    train-error:0.136872
## [207]    train-error:0.142458
## [208]    train-error:0.139665
## [209]    train-error:0.134078
## [210]    train-error:0.142458
## [211]    train-error:0.134078
## [212]    train-error:0.136872
## [213]    train-error:0.139665
## [214]    train-error:0.139665
## [215]    train-error:0.136872
## [216]    train-error:0.134078
## [217]    train-error:0.131285
## [218]    train-error:0.128492
## [219]    train-error:0.131285
## [220]    train-error:0.131285
## [221]    train-error:0.131285
## [222]    train-error:0.131285
## [223]    train-error:0.139665
## [224]    train-error:0.139665
## [225]    train-error:0.136872
## [226]    train-error:0.136872
## [227]    train-error:0.134078
## [228]    train-error:0.136872
## [229]    train-error:0.134078
## [230]    train-error:0.134078
## [231]    train-error:0.134078
## [232]    train-error:0.134078
## [233]    train-error:0.134078
## [234]    train-error:0.134078
## [235]    train-error:0.131285
## [236]    train-error:0.134078
## [237]    train-error:0.131285
## [238]    train-error:0.131285
## [239]    train-error:0.131285
## [240]    train-error:0.134078
## [241]    train-error:0.136872
## [242]    train-error:0.131285
## [243]    train-error:0.131285
## [244]    train-error:0.139665
## [245]    train-error:0.136872
## [246]    train-error:0.136872
## [247]    train-error:0.131285
## [248]    train-error:0.131285
## [249]    train-error:0.131285
## [250]    train-error:0.122905
## [251]    train-error:0.128492
## [252]    train-error:0.131285
## [253]    train-error:0.131285
## [254]    train-error:0.122905
## [255]    train-error:0.128492
## [256]    train-error:0.128492
## [257]    train-error:0.128492
## [258]    train-error:0.122905
## [259]    train-error:0.125698
## [260]    train-error:0.128492
## [261]    train-error:0.125698
## [262]    train-error:0.122905
## [263]    train-error:0.122905
## [264]    train-error:0.117318
## [265]    train-error:0.120112
## [266]    train-error:0.117318
## [267]    train-error:0.122905
## [268]    train-error:0.125698
## [269]    train-error:0.125698
## [270]    train-error:0.117318
## [271]    train-error:0.122905
## [272]    train-error:0.122905
## [273]    train-error:0.120112
## [274]    train-error:0.120112
## [275]    train-error:0.122905
## [276]    train-error:0.125698
## [277]    train-error:0.122905
## [278]    train-error:0.117318
## [279]    train-error:0.120112
## [280]    train-error:0.122905
## [281]    train-error:0.122905
## [282]    train-error:0.120112
## [283]    train-error:0.125698
## [284]    train-error:0.117318
## [285]    train-error:0.120112
## [286]    train-error:0.117318
## [287]    train-error:0.120112
## [288]    train-error:0.120112
## [289]    train-error:0.120112
## [290]    train-error:0.117318
## [291]    train-error:0.111732
## [292]    train-error:0.114525
## [293]    train-error:0.114525
## [294]    train-error:0.111732
## [295]    train-error:0.108939
## [296]    train-error:0.106145
## [297]    train-error:0.106145
## [298]    train-error:0.114525
## [299]    train-error:0.108939
## [300]    train-error:0.108939
## [301]    train-error:0.111732
## [302]    train-error:0.111732
## [303]    train-error:0.111732
## [304]    train-error:0.108939
## [305]    train-error:0.114525
## [306]    train-error:0.108939
## [307]    train-error:0.111732
## [308]    train-error:0.111732
## [309]    train-error:0.108939
## [310]    train-error:0.111732
## [311]    train-error:0.108939
## [312]    train-error:0.117318
## [313]    train-error:0.111732
## [314]    train-error:0.111732
## [315]    train-error:0.111732
## [316]    train-error:0.111732
## [317]    train-error:0.117318
## [318]    train-error:0.117318
## [319]    train-error:0.120112
## [320]    train-error:0.117318
## [321]    train-error:0.120112
## [322]    train-error:0.114525
## [323]    train-error:0.120112
## [324]    train-error:0.120112
## [325]    train-error:0.114525
## [326]    train-error:0.117318
## [327]    train-error:0.117318
## [328]    train-error:0.117318
## [329]    train-error:0.114525
## [330]    train-error:0.120112
## [331]    train-error:0.120112
## [332]    train-error:0.111732
## [333]    train-error:0.114525
## [334]    train-error:0.117318
## [335]    train-error:0.117318
## [336]    train-error:0.122905
## [337]    train-error:0.131285
## [338]    train-error:0.125698
## [339]    train-error:0.128492
## [340]    train-error:0.125698
## [341]    train-error:0.122905
## [342]    train-error:0.122905
## [343]    train-error:0.128492
## [344]    train-error:0.125698
## [345]    train-error:0.120112
## [346]    train-error:0.120112
## [347]    train-error:0.122905
## [348]    train-error:0.120112
## [349]    train-error:0.120112
## [350]    train-error:0.120112
## [351]    train-error:0.117318
## [352]    train-error:0.120112
## [353]    train-error:0.117318
## [354]    train-error:0.117318
## [355]    train-error:0.114525
## [356]    train-error:0.114525
## [357]    train-error:0.120112
## [358]    train-error:0.122905
## [359]    train-error:0.120112
## [360]    train-error:0.117318
## [361]    train-error:0.120112
## [0]  train-error:0.221289
## [1]  train-error:0.184874
## [2]  train-error:0.187675
## [3]  train-error:0.193277
## [4]  train-error:0.187675
## [5]  train-error:0.182073
## [6]  train-error:0.190476
## [7]  train-error:0.179272
## [8]  train-error:0.187675
## [9]  train-error:0.168067
## [10] train-error:0.176471
## [11] train-error:0.168067
## [12] train-error:0.159664
## [13] train-error:0.165266
## [14] train-error:0.165266
## [15] train-error:0.168067
## [16] train-error:0.176471
## [17] train-error:0.173669
## [18] train-error:0.182073
## [19] train-error:0.182073
## [20] train-error:0.182073
## [21] train-error:0.182073
## [22] train-error:0.193277
## [23] train-error:0.173669
## [24] train-error:0.176471
## [25] train-error:0.190476
## [26] train-error:0.193277
## [27] train-error:0.179272
## [28] train-error:0.176471
## [29] train-error:0.159664
## [30] train-error:0.151261
## [31] train-error:0.168067
## [32] train-error:0.159664
## [33] train-error:0.151261
## [34] train-error:0.156863
## [35] train-error:0.156863
## [36] train-error:0.154062
## [37] train-error:0.154062
## [38] train-error:0.148459
## [39] train-error:0.154062
## [40] train-error:0.156863
## [41] train-error:0.148459
## [42] train-error:0.162465
## [43] train-error:0.165266
## [44] train-error:0.156863
## [45] train-error:0.159664
## [46] train-error:0.156863
## [47] train-error:0.151261
## [48] train-error:0.137255
## [49] train-error:0.151261
## [50] train-error:0.151261
## [51] train-error:0.151261
## [52] train-error:0.145658
## [53] train-error:0.140056
## [54] train-error:0.131653
## [55] train-error:0.145658
## [56] train-error:0.159664
## [57] train-error:0.142857
## [58] train-error:0.137255
## [59] train-error:0.137255
## [60] train-error:0.126050
## [61] train-error:0.126050
## [62] train-error:0.126050
## [63] train-error:0.123249
## [64] train-error:0.123249
## [65] train-error:0.123249
## [66] train-error:0.126050
## [67] train-error:0.117647
## [68] train-error:0.117647
## [69] train-error:0.120448
## [70] train-error:0.120448
## [71] train-error:0.120448
## [72] train-error:0.120448
## [73] train-error:0.128852
## [74] train-error:0.123249
## [75] train-error:0.123249
## [76] train-error:0.128852
## [77] train-error:0.123249
## [78] train-error:0.128852
## [79] train-error:0.123249
## [80] train-error:0.123249
## [81] train-error:0.128852
## [82] train-error:0.123249
## [83] train-error:0.131653
## [84] train-error:0.131653
## [85] train-error:0.123249
## [86] train-error:0.120448
## [87] train-error:0.123249
## [88] train-error:0.112045
## [89] train-error:0.120448
## [90] train-error:0.114846
## [91] train-error:0.120448
## [92] train-error:0.123249
## [93] train-error:0.117647
## [94] train-error:0.114846
## [95] train-error:0.114846
## [96] train-error:0.112045
## [97] train-error:0.114846
## [98] train-error:0.114846
## [99] train-error:0.114846
## [100]    train-error:0.114846
## [101]    train-error:0.112045
## [102]    train-error:0.112045
## [103]    train-error:0.120448
## [104]    train-error:0.120448
## [105]    train-error:0.117647
## [106]    train-error:0.126050
## [107]    train-error:0.120448
## [108]    train-error:0.114846
## [109]    train-error:0.114846
## [110]    train-error:0.112045
## [111]    train-error:0.117647
## [112]    train-error:0.114846
## [113]    train-error:0.109244
## [114]    train-error:0.114846
## [115]    train-error:0.109244
## [116]    train-error:0.120448
## [117]    train-error:0.114846
## [118]    train-error:0.114846
## [119]    train-error:0.112045
## [120]    train-error:0.117647
## [121]    train-error:0.112045
## [122]    train-error:0.114846
## [123]    train-error:0.112045
## [124]    train-error:0.114846
## [125]    train-error:0.109244
## [126]    train-error:0.114846
## [127]    train-error:0.109244
## [128]    train-error:0.109244
## [129]    train-error:0.103641
## [130]    train-error:0.100840
## [131]    train-error:0.106443
## [132]    train-error:0.106443
## [133]    train-error:0.103641
## [134]    train-error:0.109244
## [135]    train-error:0.100840
## [136]    train-error:0.112045
## [137]    train-error:0.103641
## [138]    train-error:0.106443
## [139]    train-error:0.100840
## [140]    train-error:0.098039
## [141]    train-error:0.109244
## [142]    train-error:0.109244
## [143]    train-error:0.100840
## [144]    train-error:0.109244
## [145]    train-error:0.106443
## [146]    train-error:0.103641
## [147]    train-error:0.100840
## [148]    train-error:0.106443
## [149]    train-error:0.100840
## [150]    train-error:0.098039
## [151]    train-error:0.100840
## [152]    train-error:0.103641
## [153]    train-error:0.103641
## [154]    train-error:0.109244
## [155]    train-error:0.106443
## [156]    train-error:0.112045
## [157]    train-error:0.114846
## [158]    train-error:0.114846
## [159]    train-error:0.109244
## [160]    train-error:0.114846
## [161]    train-error:0.112045
## [162]    train-error:0.109244
## [163]    train-error:0.100840
## [164]    train-error:0.103641
## [165]    train-error:0.106443
## [166]    train-error:0.106443
## [167]    train-error:0.103641
## [168]    train-error:0.103641
## [169]    train-error:0.109244
## [170]    train-error:0.106443
## [171]    train-error:0.103641
## [172]    train-error:0.100840
## [173]    train-error:0.100840
## [174]    train-error:0.100840
## [175]    train-error:0.103641
## [176]    train-error:0.106443
## [177]    train-error:0.106443
## [178]    train-error:0.106443
## [179]    train-error:0.106443
## [180]    train-error:0.106443
## [181]    train-error:0.106443
## [182]    train-error:0.106443
## [183]    train-error:0.103641
## [184]    train-error:0.100840
## [185]    train-error:0.109244
## [186]    train-error:0.103641
## [187]    train-error:0.100840
## [188]    train-error:0.103641
## [189]    train-error:0.103641
## [190]    train-error:0.103641
## [191]    train-error:0.103641
## [192]    train-error:0.100840
## [193]    train-error:0.106443
## [194]    train-error:0.106443
## [195]    train-error:0.100840
## [196]    train-error:0.103641
## [197]    train-error:0.106443
## [198]    train-error:0.103641
## [199]    train-error:0.103641
## [200]    train-error:0.103641
## [201]    train-error:0.103641
## [202]    train-error:0.103641
## [203]    train-error:0.098039
## [204]    train-error:0.095238
## [205]    train-error:0.098039
## [206]    train-error:0.098039
## [207]    train-error:0.100840
## [208]    train-error:0.098039
## [209]    train-error:0.095238
## [210]    train-error:0.095238
## [211]    train-error:0.092437
## [212]    train-error:0.095238
## [213]    train-error:0.095238
## [214]    train-error:0.098039
## [215]    train-error:0.098039
## [216]    train-error:0.098039
## [217]    train-error:0.100840
## [218]    train-error:0.098039
## [219]    train-error:0.100840
## [220]    train-error:0.100840
## [221]    train-error:0.098039
## [222]    train-error:0.100840
## [223]    train-error:0.098039
## [224]    train-error:0.103641
## [225]    train-error:0.098039
## [226]    train-error:0.098039
## [227]    train-error:0.095238
## [228]    train-error:0.100840
## [229]    train-error:0.098039
## [230]    train-error:0.098039
## [231]    train-error:0.095238
## [232]    train-error:0.095238
## [233]    train-error:0.098039
## [234]    train-error:0.100840
## [235]    train-error:0.100840
## [236]    train-error:0.100840
## [237]    train-error:0.103641
## [238]    train-error:0.103641
## [239]    train-error:0.100840
## [240]    train-error:0.100840
## [241]    train-error:0.098039
## [242]    train-error:0.100840
## [243]    train-error:0.100840
## [244]    train-error:0.098039
## [245]    train-error:0.098039
## [246]    train-error:0.098039
## [247]    train-error:0.098039
## [248]    train-error:0.095238
## [249]    train-error:0.092437
## [250]    train-error:0.095238
## [251]    train-error:0.095238
## [252]    train-error:0.098039
## [253]    train-error:0.100840
## [254]    train-error:0.103641
## [255]    train-error:0.100840
## [256]    train-error:0.095238
## [257]    train-error:0.098039
## [258]    train-error:0.100840
## [259]    train-error:0.103641
## [260]    train-error:0.100840
## [261]    train-error:0.103641
## [262]    train-error:0.103641
## [263]    train-error:0.100840
## [264]    train-error:0.106443
## [265]    train-error:0.109244
## [266]    train-error:0.106443
## [267]    train-error:0.100840
## [268]    train-error:0.106443
## [269]    train-error:0.103641
## [270]    train-error:0.109244
## [271]    train-error:0.098039
## [272]    train-error:0.100840
## [273]    train-error:0.098039
## [274]    train-error:0.098039
## [275]    train-error:0.098039
## [276]    train-error:0.103641
## [277]    train-error:0.109244
## [278]    train-error:0.100840
## [279]    train-error:0.100840
## [280]    train-error:0.103641
## [281]    train-error:0.103641
## [282]    train-error:0.114846
## [283]    train-error:0.106443
## [284]    train-error:0.106443
## [285]    train-error:0.100840
## [286]    train-error:0.106443
## [287]    train-error:0.103641
## [288]    train-error:0.100840
## [289]    train-error:0.103641
## [290]    train-error:0.100840
## [291]    train-error:0.098039
## [292]    train-error:0.100840
## [293]    train-error:0.106443
## [294]    train-error:0.106443
## [295]    train-error:0.100840
## [296]    train-error:0.098039
## [297]    train-error:0.106443
## [298]    train-error:0.106443
## [299]    train-error:0.106443
## [300]    train-error:0.100840
## [301]    train-error:0.100840
## [302]    train-error:0.103641
## [303]    train-error:0.100840
## [304]    train-error:0.103641
## [305]    train-error:0.100840
## [306]    train-error:0.100840
## [307]    train-error:0.103641
## [308]    train-error:0.098039
## [309]    train-error:0.098039
## [310]    train-error:0.100840
## [311]    train-error:0.100840
## [312]    train-error:0.098039
## [313]    train-error:0.100840
## [314]    train-error:0.098039
## [315]    train-error:0.100840
## [316]    train-error:0.095238
## [317]    train-error:0.095238
## [318]    train-error:0.100840
## [319]    train-error:0.095238
## [320]    train-error:0.098039
## [321]    train-error:0.100840
## [322]    train-error:0.100840
## [323]    train-error:0.100840
## [324]    train-error:0.103641
## [325]    train-error:0.103641
## [326]    train-error:0.103641
## [327]    train-error:0.103641
## [328]    train-error:0.106443
## [329]    train-error:0.103641
## [330]    train-error:0.109244
## [331]    train-error:0.106443
## [332]    train-error:0.109244
## [333]    train-error:0.109244
## [334]    train-error:0.106443
## [335]    train-error:0.106443
## [336]    train-error:0.103641
## [337]    train-error:0.106443
## [338]    train-error:0.103641
## [339]    train-error:0.106443
## [340]    train-error:0.106443
## [341]    train-error:0.103641
## [342]    train-error:0.103641
## [343]    train-error:0.106443
## [344]    train-error:0.103641
## [345]    train-error:0.100840
## [346]    train-error:0.103641
## [347]    train-error:0.103641
## [348]    train-error:0.103641
## [349]    train-error:0.103641
## [350]    train-error:0.103641
## [351]    train-error:0.100840
## [352]    train-error:0.100840
## [353]    train-error:0.100840
## [354]    train-error:0.103641
## [355]    train-error:0.100840
## [356]    train-error:0.100840
## [357]    train-error:0.098039
## [358]    train-error:0.100840
## [359]    train-error:0.100840
## [360]    train-error:0.100840
## [361]    train-error:0.100840
## [0]  train-error:0.212885
## [1]  train-error:0.218487
## [2]  train-error:0.226891
## [3]  train-error:0.207283
## [4]  train-error:0.226891
## [5]  train-error:0.218487
## [6]  train-error:0.204482
## [7]  train-error:0.187675
## [8]  train-error:0.190476
## [9]  train-error:0.193277
## [10] train-error:0.184874
## [11] train-error:0.179272
## [12] train-error:0.179272
## [13] train-error:0.168067
## [14] train-error:0.168067
## [15] train-error:0.170868
## [16] train-error:0.168067
## [17] train-error:0.159664
## [18] train-error:0.159664
## [19] train-error:0.159664
## [20] train-error:0.154062
## [21] train-error:0.159664
## [22] train-error:0.154062
## [23] train-error:0.154062
## [24] train-error:0.154062
## [25] train-error:0.162465
## [26] train-error:0.154062
## [27] train-error:0.156863
## [28] train-error:0.162465
## [29] train-error:0.156863
## [30] train-error:0.165266
## [31] train-error:0.165266
## [32] train-error:0.159664
## [33] train-error:0.173669
## [34] train-error:0.168067
## [35] train-error:0.168067
## [36] train-error:0.176471
## [37] train-error:0.165266
## [38] train-error:0.165266
## [39] train-error:0.154062
## [40] train-error:0.151261
## [41] train-error:0.156863
## [42] train-error:0.159664
## [43] train-error:0.154062
## [44] train-error:0.148459
## [45] train-error:0.151261
## [46] train-error:0.154062
## [47] train-error:0.151261
## [48] train-error:0.156863
## [49] train-error:0.140056
## [50] train-error:0.137255
## [51] train-error:0.142857
## [52] train-error:0.148459
## [53] train-error:0.142857
## [54] train-error:0.145658
## [55] train-error:0.142857
## [56] train-error:0.134454
## [57] train-error:0.128852
## [58] train-error:0.137255
## [59] train-error:0.134454
## [60] train-error:0.137255
## [61] train-error:0.134454
## [62] train-error:0.137255
## [63] train-error:0.134454
## [64] train-error:0.123249
## [65] train-error:0.123249
## [66] train-error:0.126050
## [67] train-error:0.120448
## [68] train-error:0.126050
## [69] train-error:0.131653
## [70] train-error:0.126050
## [71] train-error:0.131653
## [72] train-error:0.140056
## [73] train-error:0.134454
## [74] train-error:0.131653
## [75] train-error:0.142857
## [76] train-error:0.140056
## [77] train-error:0.131653
## [78] train-error:0.126050
## [79] train-error:0.126050
## [80] train-error:0.137255
## [81] train-error:0.134454
## [82] train-error:0.134454
## [83] train-error:0.131653
## [84] train-error:0.128852
## [85] train-error:0.131653
## [86] train-error:0.128852
## [87] train-error:0.128852
## [88] train-error:0.131653
## [89] train-error:0.137255
## [90] train-error:0.131653
## [91] train-error:0.131653
## [92] train-error:0.128852
## [93] train-error:0.126050
## [94] train-error:0.134454
## [95] train-error:0.131653
## [96] train-error:0.128852
## [97] train-error:0.126050
## [98] train-error:0.126050
## [99] train-error:0.128852
## [100]    train-error:0.128852
## [101]    train-error:0.126050
## [102]    train-error:0.134454
## [103]    train-error:0.128852
## [104]    train-error:0.131653
## [105]    train-error:0.131653
## [106]    train-error:0.120448
## [107]    train-error:0.134454
## [108]    train-error:0.126050
## [109]    train-error:0.123249
## [110]    train-error:0.123249
## [111]    train-error:0.128852
## [112]    train-error:0.131653
## [113]    train-error:0.123249
## [114]    train-error:0.123249
## [115]    train-error:0.131653
## [116]    train-error:0.134454
## [117]    train-error:0.126050
## [118]    train-error:0.131653
## [119]    train-error:0.128852
## [120]    train-error:0.128852
## [121]    train-error:0.131653
## [122]    train-error:0.128852
## [123]    train-error:0.128852
## [124]    train-error:0.128852
## [125]    train-error:0.123249
## [126]    train-error:0.123249
## [127]    train-error:0.123249
## [128]    train-error:0.131653
## [129]    train-error:0.123249
## [130]    train-error:0.120448
## [131]    train-error:0.126050
## [132]    train-error:0.123249
## [133]    train-error:0.123249
## [134]    train-error:0.126050
## [135]    train-error:0.123249
## [136]    train-error:0.123249
## [137]    train-error:0.126050
## [138]    train-error:0.123249
## [139]    train-error:0.123249
## [140]    train-error:0.117647
## [141]    train-error:0.117647
## [142]    train-error:0.123249
## [143]    train-error:0.117647
## [144]    train-error:0.117647
## [145]    train-error:0.114846
## [146]    train-error:0.114846
## [147]    train-error:0.109244
## [148]    train-error:0.114846
## [149]    train-error:0.112045
## [150]    train-error:0.109244
## [151]    train-error:0.109244
## [152]    train-error:0.109244
## [153]    train-error:0.109244
## [154]    train-error:0.112045
## [155]    train-error:0.114846
## [156]    train-error:0.117647
## [157]    train-error:0.109244
## [158]    train-error:0.123249
## [159]    train-error:0.117647
## [160]    train-error:0.120448
## [161]    train-error:0.120448
## [162]    train-error:0.117647
## [163]    train-error:0.109244
## [164]    train-error:0.109244
## [165]    train-error:0.112045
## [166]    train-error:0.117647
## [167]    train-error:0.120448
## [168]    train-error:0.117647
## [169]    train-error:0.117647
## [170]    train-error:0.117647
## [171]    train-error:0.117647
## [172]    train-error:0.117647
## [173]    train-error:0.114846
## [174]    train-error:0.106443
## [175]    train-error:0.109244
## [176]    train-error:0.109244
## [177]    train-error:0.106443
## [178]    train-error:0.114846
## [179]    train-error:0.114846
## [180]    train-error:0.114846
## [181]    train-error:0.112045
## [182]    train-error:0.117647
## [183]    train-error:0.114846
## [184]    train-error:0.114846
## [185]    train-error:0.109244
## [186]    train-error:0.114846
## [187]    train-error:0.120448
## [188]    train-error:0.120448
## [189]    train-error:0.120448
## [190]    train-error:0.112045
## [191]    train-error:0.114846
## [192]    train-error:0.117647
## [193]    train-error:0.114846
## [194]    train-error:0.114846
## [195]    train-error:0.123249
## [196]    train-error:0.117647
## [197]    train-error:0.109244
## [198]    train-error:0.109244
## [199]    train-error:0.109244
## [200]    train-error:0.109244
## [201]    train-error:0.106443
## [202]    train-error:0.109244
## [203]    train-error:0.106443
## [204]    train-error:0.106443
## [205]    train-error:0.109244
## [206]    train-error:0.112045
## [207]    train-error:0.112045
## [208]    train-error:0.109244
## [209]    train-error:0.114846
## [210]    train-error:0.117647
## [211]    train-error:0.117647
## [212]    train-error:0.117647
## [213]    train-error:0.112045
## [214]    train-error:0.114846
## [215]    train-error:0.120448
## [216]    train-error:0.120448
## [217]    train-error:0.109244
## [218]    train-error:0.112045
## [219]    train-error:0.106443
## [220]    train-error:0.114846
## [221]    train-error:0.112045
## [222]    train-error:0.106443
## [223]    train-error:0.103641
## [224]    train-error:0.106443
## [225]    train-error:0.106443
## [226]    train-error:0.106443
## [227]    train-error:0.109244
## [228]    train-error:0.114846
## [229]    train-error:0.117647
## [230]    train-error:0.114846
## [231]    train-error:0.112045
## [232]    train-error:0.109244
## [233]    train-error:0.114846
## [234]    train-error:0.114846
## [235]    train-error:0.106443
## [236]    train-error:0.103641
## [237]    train-error:0.106443
## [238]    train-error:0.103641
## [239]    train-error:0.109244
## [240]    train-error:0.100840
## [241]    train-error:0.103641
## [242]    train-error:0.103641
## [243]    train-error:0.100840
## [244]    train-error:0.103641
## [245]    train-error:0.109244
## [246]    train-error:0.112045
## [247]    train-error:0.106443
## [248]    train-error:0.112045
## [249]    train-error:0.109244
## [250]    train-error:0.109244
## [251]    train-error:0.106443
## [252]    train-error:0.103641
## [253]    train-error:0.109244
## [254]    train-error:0.103641
## [255]    train-error:0.112045
## [256]    train-error:0.103641
## [257]    train-error:0.103641
## [258]    train-error:0.103641
## [259]    train-error:0.100840
## [260]    train-error:0.095238
## [261]    train-error:0.100840
## [262]    train-error:0.095238
## [263]    train-error:0.103641
## [264]    train-error:0.112045
## [265]    train-error:0.114846
## [266]    train-error:0.109244
## [267]    train-error:0.106443
## [268]    train-error:0.106443
## [269]    train-error:0.106443
## [270]    train-error:0.103641
## [271]    train-error:0.106443
## [272]    train-error:0.106443
## [273]    train-error:0.112045
## [274]    train-error:0.109244
## [275]    train-error:0.112045
## [276]    train-error:0.106443
## [277]    train-error:0.109244
## [278]    train-error:0.109244
## [279]    train-error:0.106443
## [280]    train-error:0.106443
## [281]    train-error:0.106443
## [282]    train-error:0.109244
## [283]    train-error:0.109244
## [284]    train-error:0.106443
## [285]    train-error:0.106443
## [286]    train-error:0.100840
## [287]    train-error:0.100840
## [288]    train-error:0.100840
## [289]    train-error:0.103641
## [290]    train-error:0.089636
## [291]    train-error:0.095238
## [292]    train-error:0.098039
## [293]    train-error:0.103641
## [294]    train-error:0.092437
## [295]    train-error:0.092437
## [296]    train-error:0.092437
## [297]    train-error:0.098039
## [298]    train-error:0.092437
## [299]    train-error:0.092437
## [300]    train-error:0.098039
## [301]    train-error:0.095238
## [302]    train-error:0.086835
## [303]    train-error:0.092437
## [304]    train-error:0.086835
## [305]    train-error:0.089636
## [306]    train-error:0.089636
## [307]    train-error:0.089636
## [308]    train-error:0.089636
## [309]    train-error:0.086835
## [310]    train-error:0.086835
## [311]    train-error:0.095238
## [312]    train-error:0.098039
## [313]    train-error:0.089636
## [314]    train-error:0.092437
## [315]    train-error:0.098039
## [316]    train-error:0.098039
## [317]    train-error:0.095238
## [318]    train-error:0.089636
## [319]    train-error:0.084034
## [320]    train-error:0.089636
## [321]    train-error:0.086835
## [322]    train-error:0.089636
## [323]    train-error:0.092437
## [324]    train-error:0.095238
## [325]    train-error:0.100840
## [326]    train-error:0.098039
## [327]    train-error:0.100840
## [328]    train-error:0.100840
## [329]    train-error:0.098039
## [330]    train-error:0.095238
## [331]    train-error:0.095238
## [332]    train-error:0.084034
## [333]    train-error:0.089636
## [334]    train-error:0.086835
## [335]    train-error:0.084034
## [336]    train-error:0.081232
## [337]    train-error:0.086835
## [338]    train-error:0.086835
## [339]    train-error:0.089636
## [340]    train-error:0.081232
## [341]    train-error:0.092437
## [342]    train-error:0.092437
## [343]    train-error:0.089636
## [344]    train-error:0.089636
## [345]    train-error:0.089636
## [346]    train-error:0.086835
## [347]    train-error:0.084034
## [348]    train-error:0.089636
## [349]    train-error:0.089636
## [350]    train-error:0.084034
## [351]    train-error:0.084034
## [352]    train-error:0.089636
## [353]    train-error:0.092437
## [354]    train-error:0.086835
## [355]    train-error:0.095238
## [356]    train-error:0.095238
## [357]    train-error:0.095238
## [358]    train-error:0.098039
## [359]    train-error:0.092437
## [360]    train-error:0.084034
## [361]    train-error:0.092437
## [0]  train-error:0.209497
## [1]  train-error:0.189944
## [2]  train-error:0.198324
## [3]  train-error:0.148045
## [4]  train-error:0.167598
## [5]  train-error:0.153631
## [6]  train-error:0.156425
## [7]  train-error:0.142458
## [8]  train-error:0.142458
## [9]  train-error:0.148045
## [10] train-error:0.142458
## [11] train-error:0.142458
## [12] train-error:0.134078
## [13] train-error:0.128492
## [14] train-error:0.134078
## [15] train-error:0.136872
## [16] train-error:0.122905
## [17] train-error:0.125698
## [18] train-error:0.122905
## [19] train-error:0.128492
## [20] train-error:0.122905
## [21] train-error:0.122905
## [22] train-error:0.125698
## [23] train-error:0.120112
## [24] train-error:0.122905
## [25] train-error:0.122905
## [26] train-error:0.117318
## [27] train-error:0.117318
## [28] train-error:0.114525
## [29] train-error:0.108939
## [30] train-error:0.120112
## [31] train-error:0.114525
## [32] train-error:0.117318
## [33] train-error:0.117318
## [34] train-error:0.114525
## [35] train-error:0.108939
## [36] train-error:0.108939
## [37] train-error:0.108939
## [38] train-error:0.100559
## [39] train-error:0.103352
## [40] train-error:0.108939
## [41] train-error:0.094972
## [42] train-error:0.094972
## [43] train-error:0.086592
## [44] train-error:0.094972
## [45] train-error:0.100559
## [46] train-error:0.106145
## [47] train-error:0.103352
## [48] train-error:0.094972
## [49] train-error:0.094972
## [50] train-error:0.097765
## [51] train-error:0.100559
## [52] train-error:0.097765
## [53] train-error:0.094972
## [54] train-error:0.092179
## [55] train-error:0.092179
## [56] train-error:0.092179
## [57] train-error:0.086592
## [58] train-error:0.097765
## [59] train-error:0.081006
## [60] train-error:0.086592
## [61] train-error:0.086592
## [62] train-error:0.086592
## [63] train-error:0.092179
## [64] train-error:0.092179
## [65] train-error:0.094972
## [66] train-error:0.092179
## [67] train-error:0.089385
## [68] train-error:0.089385
## [69] train-error:0.092179
## [70] train-error:0.089385
## [71] train-error:0.086592
## [72] train-error:0.083799
## [73] train-error:0.086592
## [74] train-error:0.081006
## [75] train-error:0.086592
## [76] train-error:0.083799
## [77] train-error:0.078212
## [78] train-error:0.086592
## [79] train-error:0.086592
## [80] train-error:0.083799
## [81] train-error:0.083799
## [82] train-error:0.083799
## [83] train-error:0.086592
## [84] train-error:0.089385
## [85] train-error:0.078212
## [86] train-error:0.089385
## [87] train-error:0.083799
## [88] train-error:0.069832
## [89] train-error:0.081006
## [90] train-error:0.081006
## [91] train-error:0.083799
## [92] train-error:0.078212
## [93] train-error:0.069832
## [94] train-error:0.072626
## [95] train-error:0.078212
## [96] train-error:0.078212
## [97] train-error:0.072626
## [98] train-error:0.069832
## [99] train-error:0.069832
## [100]    train-error:0.061453
## [101]    train-error:0.072626
## [102]    train-error:0.072626
## [103]    train-error:0.072626
## [104]    train-error:0.083799
## [105]    train-error:0.072626
## [106]    train-error:0.075419
## [107]    train-error:0.067039
## [108]    train-error:0.064246
## [109]    train-error:0.064246
## [110]    train-error:0.067039
## [111]    train-error:0.061453
## [112]    train-error:0.078212
## [113]    train-error:0.072626
## [114]    train-error:0.078212
## [115]    train-error:0.064246
## [116]    train-error:0.067039
## [117]    train-error:0.064246
## [118]    train-error:0.058659
## [119]    train-error:0.067039
## [120]    train-error:0.064246
## [121]    train-error:0.067039
## [122]    train-error:0.067039
## [123]    train-error:0.061453
## [124]    train-error:0.064246
## [125]    train-error:0.058659
## [126]    train-error:0.067039
## [127]    train-error:0.069832
## [128]    train-error:0.064246
## [129]    train-error:0.058659
## [130]    train-error:0.053073
## [131]    train-error:0.058659
## [132]    train-error:0.061453
## [133]    train-error:0.061453
## [134]    train-error:0.064246
## [135]    train-error:0.061453
## [136]    train-error:0.058659
## [137]    train-error:0.053073
## [138]    train-error:0.058659
## [139]    train-error:0.058659
## [140]    train-error:0.053073
## [141]    train-error:0.055866
## [142]    train-error:0.053073
## [143]    train-error:0.058659
## [144]    train-error:0.055866
## [145]    train-error:0.061453
## [146]    train-error:0.061453
## [147]    train-error:0.058659
## [148]    train-error:0.061453
## [149]    train-error:0.058659
## [150]    train-error:0.064246
## [151]    train-error:0.061453
## [152]    train-error:0.055866
## [153]    train-error:0.053073
## [154]    train-error:0.050279
## [155]    train-error:0.058659
## [156]    train-error:0.058659
## [157]    train-error:0.055866
## [158]    train-error:0.061453
## [159]    train-error:0.058659
## [160]    train-error:0.061453
## [161]    train-error:0.055866
## [162]    train-error:0.064246
## [163]    train-error:0.055866
## [164]    train-error:0.050279
## [165]    train-error:0.053073
## [166]    train-error:0.053073
## [167]    train-error:0.055866
## [168]    train-error:0.055866
## [169]    train-error:0.050279
## [170]    train-error:0.053073
## [171]    train-error:0.053073
## [172]    train-error:0.047486
## [173]    train-error:0.044693
## [174]    train-error:0.047486
## [175]    train-error:0.053073
## [176]    train-error:0.053073
## [177]    train-error:0.053073
## [178]    train-error:0.050279
## [179]    train-error:0.053073
## [180]    train-error:0.053073
## [181]    train-error:0.050279
## [182]    train-error:0.047486
## [183]    train-error:0.044693
## [184]    train-error:0.050279
## [185]    train-error:0.050279
## [186]    train-error:0.047486
## [187]    train-error:0.047486
## [188]    train-error:0.053073
## [189]    train-error:0.047486
## [190]    train-error:0.044693
## [191]    train-error:0.050279
## [192]    train-error:0.050279
## [193]    train-error:0.041899
## [194]    train-error:0.041899
## [195]    train-error:0.044693
## [196]    train-error:0.047486
## [197]    train-error:0.041899
## [198]    train-error:0.041899
## [199]    train-error:0.047486
## [200]    train-error:0.041899
## [201]    train-error:0.044693
## [202]    train-error:0.044693
## [203]    train-error:0.041899
## [204]    train-error:0.044693
## [205]    train-error:0.041899
## [206]    train-error:0.041899
## [207]    train-error:0.044693
## [208]    train-error:0.044693
## [209]    train-error:0.047486
## [210]    train-error:0.044693
## [211]    train-error:0.044693
## [212]    train-error:0.041899
## [213]    train-error:0.044693
## [214]    train-error:0.047486
## [215]    train-error:0.053073
## [216]    train-error:0.047486
## [217]    train-error:0.047486
## [218]    train-error:0.044693
## [219]    train-error:0.044693
## [220]    train-error:0.041899
## [221]    train-error:0.041899
## [222]    train-error:0.047486
## [223]    train-error:0.053073
## [224]    train-error:0.050279
## [225]    train-error:0.047486
## [226]    train-error:0.050279
## [227]    train-error:0.047486
## [228]    train-error:0.044693
## [229]    train-error:0.044693
## [230]    train-error:0.041899
## [231]    train-error:0.047486
## [232]    train-error:0.044693
## [233]    train-error:0.050279
## [234]    train-error:0.044693
## [235]    train-error:0.044693
## [236]    train-error:0.041899
## [237]    train-error:0.039106
## [238]    train-error:0.041899
## [239]    train-error:0.041899
## [240]    train-error:0.041899
## [241]    train-error:0.039106
## [242]    train-error:0.041899
## [243]    train-error:0.039106
## [244]    train-error:0.041899
## [245]    train-error:0.041899
## [246]    train-error:0.041899
## [247]    train-error:0.041899
## [248]    train-error:0.039106
## [249]    train-error:0.041899
## [250]    train-error:0.039106
## [251]    train-error:0.039106
## [252]    train-error:0.039106
## [253]    train-error:0.041899
## [254]    train-error:0.041899
## [255]    train-error:0.041899
## [256]    train-error:0.039106
## [257]    train-error:0.041899
## [258]    train-error:0.041899
## [259]    train-error:0.041899
## [260]    train-error:0.044693
## [261]    train-error:0.044693
## [262]    train-error:0.039106
## [263]    train-error:0.039106
## [264]    train-error:0.039106
## [265]    train-error:0.036313
## [266]    train-error:0.036313
## [267]    train-error:0.039106
## [268]    train-error:0.041899
## [269]    train-error:0.039106
## [270]    train-error:0.036313
## [271]    train-error:0.039106
## [272]    train-error:0.041899
## [273]    train-error:0.041899
## [274]    train-error:0.039106
## [275]    train-error:0.050279
## [276]    train-error:0.041899
## [277]    train-error:0.041899
## [278]    train-error:0.039106
## [279]    train-error:0.039106
## [280]    train-error:0.036313
## [281]    train-error:0.039106
## [282]    train-error:0.036313
## [283]    train-error:0.033520
## [284]    train-error:0.039106
## [285]    train-error:0.039106
## [286]    train-error:0.036313
## [287]    train-error:0.039106
## [288]    train-error:0.039106
## [289]    train-error:0.041899
## [290]    train-error:0.036313
## [291]    train-error:0.036313
## [292]    train-error:0.036313
## [293]    train-error:0.036313
## [294]    train-error:0.039106
## [295]    train-error:0.036313
## [296]    train-error:0.039106
## [297]    train-error:0.039106
## [298]    train-error:0.036313
## [299]    train-error:0.033520
## [300]    train-error:0.036313
## [301]    train-error:0.033520
## [302]    train-error:0.036313
## [303]    train-error:0.036313
## [304]    train-error:0.033520
## [305]    train-error:0.033520
## [306]    train-error:0.036313
## [307]    train-error:0.036313
## [308]    train-error:0.030726
## [309]    train-error:0.036313
## [310]    train-error:0.041899
## [311]    train-error:0.036313
## [312]    train-error:0.027933
## [313]    train-error:0.033520
## [314]    train-error:0.033520
## [315]    train-error:0.030726
## [316]    train-error:0.033520
## [317]    train-error:0.033520
## [318]    train-error:0.033520
## [319]    train-error:0.030726
## [320]    train-error:0.033520
## [321]    train-error:0.033520
## [322]    train-error:0.033520
## [323]    train-error:0.030726
## [324]    train-error:0.036313
## [325]    train-error:0.033520
## [326]    train-error:0.030726
## [327]    train-error:0.036313
## [328]    train-error:0.036313
## [329]    train-error:0.036313
## [330]    train-error:0.036313
## [331]    train-error:0.030726
## [332]    train-error:0.033520
## [333]    train-error:0.036313
## [334]    train-error:0.036313
## [335]    train-error:0.036313
## [336]    train-error:0.036313
## [337]    train-error:0.033520
## [338]    train-error:0.033520
## [339]    train-error:0.036313
## [340]    train-error:0.030726
## [341]    train-error:0.036313
## [342]    train-error:0.030726
## [343]    train-error:0.030726
## [344]    train-error:0.030726
## [345]    train-error:0.033520
## [346]    train-error:0.033520
## [347]    train-error:0.036313
## [348]    train-error:0.036313
## [349]    train-error:0.033520
## [350]    train-error:0.036313
## [351]    train-error:0.033520
## [352]    train-error:0.033520
## [353]    train-error:0.030726
## [354]    train-error:0.030726
## [355]    train-error:0.030726
## [356]    train-error:0.036313
## [357]    train-error:0.033520
## [358]    train-error:0.030726
## [359]    train-error:0.033520
## [360]    train-error:0.033520
## [361]    train-error:0.033520
## [362]    train-error:0.033520
## [363]    train-error:0.033520
## [364]    train-error:0.036313
## [365]    train-error:0.033520
## [366]    train-error:0.033520
## [367]    train-error:0.033520
## [368]    train-error:0.033520
## [369]    train-error:0.033520
## [370]    train-error:0.033520
## [371]    train-error:0.036313
## [372]    train-error:0.036313
## [373]    train-error:0.036313
## [374]    train-error:0.036313
## [375]    train-error:0.027933
## [376]    train-error:0.027933
## [377]    train-error:0.027933
## [378]    train-error:0.030726
## [379]    train-error:0.033520
## [380]    train-error:0.030726
## [381]    train-error:0.030726
## [382]    train-error:0.033520
## [383]    train-error:0.030726
## [384]    train-error:0.033520
## [385]    train-error:0.033520
## [386]    train-error:0.033520
## [387]    train-error:0.030726
## [388]    train-error:0.030726
## [389]    train-error:0.033520
## [390]    train-error:0.030726
## [391]    train-error:0.033520
## [392]    train-error:0.033520
## [393]    train-error:0.030726
## [394]    train-error:0.033520
## [395]    train-error:0.033520
## [396]    train-error:0.033520
## [397]    train-error:0.033520
## [398]    train-error:0.036313
## [399]    train-error:0.033520
## [400]    train-error:0.030726
## [401]    train-error:0.036313
## [402]    train-error:0.036313
## [403]    train-error:0.036313
## [404]    train-error:0.033520
## [405]    train-error:0.030726
## [406]    train-error:0.036313
## [407]    train-error:0.033520
## [408]    train-error:0.036313
## [409]    train-error:0.036313
## [410]    train-error:0.036313
## [411]    train-error:0.036313
## [412]    train-error:0.036313
## [413]    train-error:0.033520
## [414]    train-error:0.036313
## [415]    train-error:0.033520
## [416]    train-error:0.033520
## [417]    train-error:0.027933
## [418]    train-error:0.033520
## [419]    train-error:0.030726
## [420]    train-error:0.027933
## [421]    train-error:0.030726
## [422]    train-error:0.030726
## [423]    train-error:0.030726
## [424]    train-error:0.027933
## [425]    train-error:0.027933
## [426]    train-error:0.030726
## [427]    train-error:0.027933
## [428]    train-error:0.030726
## [429]    train-error:0.030726
## [430]    train-error:0.030726
## [431]    train-error:0.033520
## [432]    train-error:0.033520
## [433]    train-error:0.036313
## [434]    train-error:0.030726
## [435]    train-error:0.041899
## [436]    train-error:0.036313
## [437]    train-error:0.030726
## [438]    train-error:0.033520
## [439]    train-error:0.033520
## [440]    train-error:0.033520
## [441]    train-error:0.033520
## [442]    train-error:0.030726
## [443]    train-error:0.030726
## [444]    train-error:0.033520
## [445]    train-error:0.030726
## [446]    train-error:0.030726
## [447]    train-error:0.027933
## [448]    train-error:0.030726
## [449]    train-error:0.030726
## [450]    train-error:0.030726
## [451]    train-error:0.030726
## [452]    train-error:0.030726
## [453]    train-error:0.033520
## [454]    train-error:0.036313
## [455]    train-error:0.033520
## [456]    train-error:0.033520
## [457]    train-error:0.030726
## [458]    train-error:0.027933
## [459]    train-error:0.025140
## [460]    train-error:0.033520
## [461]    train-error:0.033520
## [462]    train-error:0.033520
## [463]    train-error:0.027933
## [464]    train-error:0.027933
## [465]    train-error:0.025140
## [466]    train-error:0.033520
## [467]    train-error:0.027933
## [468]    train-error:0.030726
## [469]    train-error:0.027933
## [470]    train-error:0.030726
## [0]  train-error:0.170868
## [1]  train-error:0.182073
## [2]  train-error:0.170868
## [3]  train-error:0.134454
## [4]  train-error:0.134454
## [5]  train-error:0.131653
## [6]  train-error:0.114846
## [7]  train-error:0.112045
## [8]  train-error:0.117647
## [9]  train-error:0.114846
## [10] train-error:0.109244
## [11] train-error:0.103641
## [12] train-error:0.103641
## [13] train-error:0.106443
## [14] train-error:0.098039
## [15] train-error:0.092437
## [16] train-error:0.092437
## [17] train-error:0.092437
## [18] train-error:0.092437
## [19] train-error:0.089636
## [20] train-error:0.092437
## [21] train-error:0.092437
## [22] train-error:0.086835
## [23] train-error:0.086835
## [24] train-error:0.092437
## [25] train-error:0.092437
## [26] train-error:0.089636
## [27] train-error:0.092437
## [28] train-error:0.089636
## [29] train-error:0.089636
## [30] train-error:0.086835
## [31] train-error:0.086835
## [32] train-error:0.081232
## [33] train-error:0.084034
## [34] train-error:0.081232
## [35] train-error:0.086835
## [36] train-error:0.092437
## [37] train-error:0.089636
## [38] train-error:0.095238
## [39] train-error:0.089636
## [40] train-error:0.095238
## [41] train-error:0.089636
## [42] train-error:0.084034
## [43] train-error:0.081232
## [44] train-error:0.081232
## [45] train-error:0.081232
## [46] train-error:0.078431
## [47] train-error:0.078431
## [48] train-error:0.081232
## [49] train-error:0.075630
## [50] train-error:0.072829
## [51] train-error:0.072829
## [52] train-error:0.075630
## [53] train-error:0.070028
## [54] train-error:0.072829
## [55] train-error:0.070028
## [56] train-error:0.075630
## [57] train-error:0.075630
## [58] train-error:0.078431
## [59] train-error:0.070028
## [60] train-error:0.067227
## [61] train-error:0.070028
## [62] train-error:0.067227
## [63] train-error:0.070028
## [64] train-error:0.067227
## [65] train-error:0.067227
## [66] train-error:0.070028
## [67] train-error:0.070028
## [68] train-error:0.072829
## [69] train-error:0.070028
## [70] train-error:0.064426
## [71] train-error:0.072829
## [72] train-error:0.067227
## [73] train-error:0.064426
## [74] train-error:0.067227
## [75] train-error:0.072829
## [76] train-error:0.070028
## [77] train-error:0.070028
## [78] train-error:0.067227
## [79] train-error:0.064426
## [80] train-error:0.070028
## [81] train-error:0.070028
## [82] train-error:0.064426
## [83] train-error:0.061625
## [84] train-error:0.064426
## [85] train-error:0.067227
## [86] train-error:0.070028
## [87] train-error:0.064426
## [88] train-error:0.064426
## [89] train-error:0.061625
## [90] train-error:0.064426
## [91] train-error:0.067227
## [92] train-error:0.072829
## [93] train-error:0.064426
## [94] train-error:0.067227
## [95] train-error:0.067227
## [96] train-error:0.061625
## [97] train-error:0.064426
## [98] train-error:0.064426
## [99] train-error:0.064426
## [100]    train-error:0.061625
## [101]    train-error:0.058824
## [102]    train-error:0.061625
## [103]    train-error:0.053221
## [104]    train-error:0.058824
## [105]    train-error:0.061625
## [106]    train-error:0.056022
## [107]    train-error:0.064426
## [108]    train-error:0.061625
## [109]    train-error:0.061625
## [110]    train-error:0.058824
## [111]    train-error:0.061625
## [112]    train-error:0.058824
## [113]    train-error:0.061625
## [114]    train-error:0.061625
## [115]    train-error:0.058824
## [116]    train-error:0.061625
## [117]    train-error:0.061625
## [118]    train-error:0.061625
## [119]    train-error:0.058824
## [120]    train-error:0.058824
## [121]    train-error:0.058824
## [122]    train-error:0.056022
## [123]    train-error:0.056022
## [124]    train-error:0.058824
## [125]    train-error:0.053221
## [126]    train-error:0.053221
## [127]    train-error:0.053221
## [128]    train-error:0.050420
## [129]    train-error:0.050420
## [130]    train-error:0.047619
## [131]    train-error:0.047619
## [132]    train-error:0.050420
## [133]    train-error:0.056022
## [134]    train-error:0.050420
## [135]    train-error:0.053221
## [136]    train-error:0.050420
## [137]    train-error:0.053221
## [138]    train-error:0.053221
## [139]    train-error:0.053221
## [140]    train-error:0.053221
## [141]    train-error:0.053221
## [142]    train-error:0.056022
## [143]    train-error:0.053221
## [144]    train-error:0.050420
## [145]    train-error:0.056022
## [146]    train-error:0.053221
## [147]    train-error:0.053221
## [148]    train-error:0.050420
## [149]    train-error:0.053221
## [150]    train-error:0.053221
## [151]    train-error:0.053221
## [152]    train-error:0.050420
## [153]    train-error:0.050420
## [154]    train-error:0.050420
## [155]    train-error:0.050420
## [156]    train-error:0.044818
## [157]    train-error:0.050420
## [158]    train-error:0.044818
## [159]    train-error:0.050420
## [160]    train-error:0.047619
## [161]    train-error:0.042017
## [162]    train-error:0.047619
## [163]    train-error:0.044818
## [164]    train-error:0.033613
## [165]    train-error:0.036415
## [166]    train-error:0.036415
## [167]    train-error:0.033613
## [168]    train-error:0.033613
## [169]    train-error:0.039216
## [170]    train-error:0.033613
## [171]    train-error:0.036415
## [172]    train-error:0.036415
## [173]    train-error:0.033613
## [174]    train-error:0.030812
## [175]    train-error:0.030812
## [176]    train-error:0.039216
## [177]    train-error:0.039216
## [178]    train-error:0.036415
## [179]    train-error:0.039216
## [180]    train-error:0.030812
## [181]    train-error:0.033613
## [182]    train-error:0.030812
## [183]    train-error:0.039216
## [184]    train-error:0.039216
## [185]    train-error:0.042017
## [186]    train-error:0.042017
## [187]    train-error:0.036415
## [188]    train-error:0.039216
## [189]    train-error:0.044818
## [190]    train-error:0.036415
## [191]    train-error:0.033613
## [192]    train-error:0.039216
## [193]    train-error:0.042017
## [194]    train-error:0.039216
## [195]    train-error:0.039216
## [196]    train-error:0.033613
## [197]    train-error:0.039216
## [198]    train-error:0.030812
## [199]    train-error:0.036415
## [200]    train-error:0.039216
## [201]    train-error:0.036415
## [202]    train-error:0.036415
## [203]    train-error:0.033613
## [204]    train-error:0.036415
## [205]    train-error:0.039216
## [206]    train-error:0.042017
## [207]    train-error:0.039216
## [208]    train-error:0.036415
## [209]    train-error:0.039216
## [210]    train-error:0.033613
## [211]    train-error:0.033613
## [212]    train-error:0.033613
## [213]    train-error:0.033613
## [214]    train-error:0.030812
## [215]    train-error:0.028011
## [216]    train-error:0.030812
## [217]    train-error:0.025210
## [218]    train-error:0.028011
## [219]    train-error:0.030812
## [220]    train-error:0.025210
## [221]    train-error:0.028011
## [222]    train-error:0.025210
## [223]    train-error:0.028011
## [224]    train-error:0.025210
## [225]    train-error:0.025210
## [226]    train-error:0.025210
## [227]    train-error:0.028011
## [228]    train-error:0.028011
## [229]    train-error:0.028011
## [230]    train-error:0.028011
## [231]    train-error:0.030812
## [232]    train-error:0.030812
## [233]    train-error:0.030812
## [234]    train-error:0.036415
## [235]    train-error:0.036415
## [236]    train-error:0.033613
## [237]    train-error:0.030812
## [238]    train-error:0.033613
## [239]    train-error:0.028011
## [240]    train-error:0.025210
## [241]    train-error:0.028011
## [242]    train-error:0.028011
## [243]    train-error:0.030812
## [244]    train-error:0.033613
## [245]    train-error:0.036415
## [246]    train-error:0.033613
## [247]    train-error:0.028011
## [248]    train-error:0.028011
## [249]    train-error:0.028011
## [250]    train-error:0.025210
## [251]    train-error:0.025210
## [252]    train-error:0.025210
## [253]    train-error:0.025210
## [254]    train-error:0.025210
## [255]    train-error:0.028011
## [256]    train-error:0.025210
## [257]    train-error:0.028011
## [258]    train-error:0.025210
## [259]    train-error:0.025210
## [260]    train-error:0.028011
## [261]    train-error:0.025210
## [262]    train-error:0.028011
## [263]    train-error:0.025210
## [264]    train-error:0.025210
## [265]    train-error:0.028011
## [266]    train-error:0.030812
## [267]    train-error:0.028011
## [268]    train-error:0.025210
## [269]    train-error:0.030812
## [270]    train-error:0.030812
## [271]    train-error:0.028011
## [272]    train-error:0.030812
## [273]    train-error:0.028011
## [274]    train-error:0.028011
## [275]    train-error:0.030812
## [276]    train-error:0.030812
## [277]    train-error:0.030812
## [278]    train-error:0.030812
## [279]    train-error:0.030812
## [280]    train-error:0.030812
## [281]    train-error:0.030812
## [282]    train-error:0.028011
## [283]    train-error:0.030812
## [284]    train-error:0.028011
## [285]    train-error:0.028011
## [286]    train-error:0.030812
## [287]    train-error:0.025210
## [288]    train-error:0.025210
## [289]    train-error:0.030812
## [290]    train-error:0.025210
## [291]    train-error:0.025210
## [292]    train-error:0.025210
## [293]    train-error:0.028011
## [294]    train-error:0.030812
## [295]    train-error:0.028011
## [296]    train-error:0.033613
## [297]    train-error:0.028011
## [298]    train-error:0.030812
## [299]    train-error:0.028011
## [300]    train-error:0.033613
## [301]    train-error:0.030812
## [302]    train-error:0.030812
## [303]    train-error:0.036415
## [304]    train-error:0.036415
## [305]    train-error:0.036415
## [306]    train-error:0.033613
## [307]    train-error:0.033613
## [308]    train-error:0.033613
## [309]    train-error:0.030812
## [310]    train-error:0.033613
## [311]    train-error:0.028011
## [312]    train-error:0.030812
## [313]    train-error:0.030812
## [314]    train-error:0.030812
## [315]    train-error:0.030812
## [316]    train-error:0.028011
## [317]    train-error:0.022409
## [318]    train-error:0.028011
## [319]    train-error:0.028011
## [320]    train-error:0.028011
## [321]    train-error:0.025210
## [322]    train-error:0.028011
## [323]    train-error:0.028011
## [324]    train-error:0.022409
## [325]    train-error:0.025210
## [326]    train-error:0.025210
## [327]    train-error:0.025210
## [328]    train-error:0.025210
## [329]    train-error:0.025210
## [330]    train-error:0.025210
## [331]    train-error:0.030812
## [332]    train-error:0.030812
## [333]    train-error:0.028011
## [334]    train-error:0.028011
## [335]    train-error:0.025210
## [336]    train-error:0.022409
## [337]    train-error:0.025210
## [338]    train-error:0.025210
## [339]    train-error:0.025210
## [340]    train-error:0.030812
## [341]    train-error:0.025210
## [342]    train-error:0.028011
## [343]    train-error:0.025210
## [344]    train-error:0.028011
## [345]    train-error:0.028011
## [346]    train-error:0.030812
## [347]    train-error:0.022409
## [348]    train-error:0.028011
## [349]    train-error:0.028011
## [350]    train-error:0.028011
## [351]    train-error:0.028011
## [352]    train-error:0.025210
## [353]    train-error:0.025210
## [354]    train-error:0.025210
## [355]    train-error:0.025210
## [356]    train-error:0.028011
## [357]    train-error:0.025210
## [358]    train-error:0.025210
## [359]    train-error:0.030812
## [360]    train-error:0.028011
## [361]    train-error:0.025210
## [362]    train-error:0.030812
## [363]    train-error:0.025210
## [364]    train-error:0.028011
## [365]    train-error:0.028011
## [366]    train-error:0.028011
## [367]    train-error:0.030812
## [368]    train-error:0.028011
## [369]    train-error:0.028011
## [370]    train-error:0.028011
## [371]    train-error:0.028011
## [372]    train-error:0.025210
## [373]    train-error:0.028011
## [374]    train-error:0.022409
## [375]    train-error:0.022409
## [376]    train-error:0.025210
## [377]    train-error:0.025210
## [378]    train-error:0.025210
## [379]    train-error:0.028011
## [380]    train-error:0.025210
## [381]    train-error:0.025210
## [382]    train-error:0.025210
## [383]    train-error:0.025210
## [384]    train-error:0.028011
## [385]    train-error:0.028011
## [386]    train-error:0.028011
## [387]    train-error:0.028011
## [388]    train-error:0.028011
## [389]    train-error:0.025210
## [390]    train-error:0.025210
## [391]    train-error:0.025210
## [392]    train-error:0.025210
## [393]    train-error:0.025210
## [394]    train-error:0.025210
## [395]    train-error:0.025210
## [396]    train-error:0.025210
## [397]    train-error:0.025210
## [398]    train-error:0.028011
## [399]    train-error:0.025210
## [400]    train-error:0.028011
## [401]    train-error:0.022409
## [402]    train-error:0.025210
## [403]    train-error:0.022409
## [404]    train-error:0.022409
## [405]    train-error:0.022409
## [406]    train-error:0.022409
## [407]    train-error:0.025210
## [408]    train-error:0.022409
## [409]    train-error:0.022409
## [410]    train-error:0.025210
## [411]    train-error:0.022409
## [412]    train-error:0.022409
## [413]    train-error:0.022409
## [414]    train-error:0.025210
## [415]    train-error:0.022409
## [416]    train-error:0.025210
## [417]    train-error:0.025210
## [418]    train-error:0.025210
## [419]    train-error:0.022409
## [420]    train-error:0.022409
## [421]    train-error:0.025210
## [422]    train-error:0.022409
## [423]    train-error:0.025210
## [424]    train-error:0.025210
## [425]    train-error:0.025210
## [426]    train-error:0.025210
## [427]    train-error:0.028011
## [428]    train-error:0.028011
## [429]    train-error:0.028011
## [430]    train-error:0.028011
## [431]    train-error:0.025210
## [432]    train-error:0.022409
## [433]    train-error:0.028011
## [434]    train-error:0.028011
## [435]    train-error:0.022409
## [436]    train-error:0.022409
## [437]    train-error:0.028011
## [438]    train-error:0.028011
## [439]    train-error:0.028011
## [440]    train-error:0.022409
## [441]    train-error:0.022409
## [442]    train-error:0.022409
## [443]    train-error:0.022409
## [444]    train-error:0.022409
## [445]    train-error:0.025210
## [446]    train-error:0.025210
## [447]    train-error:0.022409
## [448]    train-error:0.022409
## [449]    train-error:0.022409
## [450]    train-error:0.022409
## [451]    train-error:0.022409
## [452]    train-error:0.022409
## [453]    train-error:0.022409
## [454]    train-error:0.022409
## [455]    train-error:0.022409
## [456]    train-error:0.022409
## [457]    train-error:0.022409
## [458]    train-error:0.022409
## [459]    train-error:0.022409
## [460]    train-error:0.022409
## [461]    train-error:0.022409
## [462]    train-error:0.022409
## [463]    train-error:0.022409
## [464]    train-error:0.022409
## [465]    train-error:0.022409
## [466]    train-error:0.022409
## [467]    train-error:0.022409
## [468]    train-error:0.022409
## [469]    train-error:0.022409
## [470]    train-error:0.022409
## [0]  train-error:0.187675
## [1]  train-error:0.168067
## [2]  train-error:0.165266
## [3]  train-error:0.165266
## [4]  train-error:0.137255
## [5]  train-error:0.140056
## [6]  train-error:0.131653
## [7]  train-error:0.128852
## [8]  train-error:0.114846
## [9]  train-error:0.131653
## [10] train-error:0.120448
## [11] train-error:0.114846
## [12] train-error:0.112045
## [13] train-error:0.109244
## [14] train-error:0.106443
## [15] train-error:0.098039
## [16] train-error:0.098039
## [17] train-error:0.095238
## [18] train-error:0.089636
## [19] train-error:0.086835
## [20] train-error:0.089636
## [21] train-error:0.095238
## [22] train-error:0.086835
## [23] train-error:0.092437
## [24] train-error:0.089636
## [25] train-error:0.084034
## [26] train-error:0.089636
## [27] train-error:0.075630
## [28] train-error:0.078431
## [29] train-error:0.084034
## [30] train-error:0.081232
## [31] train-error:0.078431
## [32] train-error:0.078431
## [33] train-error:0.078431
## [34] train-error:0.084034
## [35] train-error:0.075630
## [36] train-error:0.081232
## [37] train-error:0.070028
## [38] train-error:0.070028
## [39] train-error:0.067227
## [40] train-error:0.067227
## [41] train-error:0.067227
## [42] train-error:0.064426
## [43] train-error:0.064426
## [44] train-error:0.072829
## [45] train-error:0.067227
## [46] train-error:0.070028
## [47] train-error:0.061625
## [48] train-error:0.064426
## [49] train-error:0.064426
## [50] train-error:0.067227
## [51] train-error:0.058824
## [52] train-error:0.064426
## [53] train-error:0.070028
## [54] train-error:0.070028
## [55] train-error:0.064426
## [56] train-error:0.064426
## [57] train-error:0.064426
## [58] train-error:0.061625
## [59] train-error:0.053221
## [60] train-error:0.053221
## [61] train-error:0.053221
## [62] train-error:0.061625
## [63] train-error:0.070028
## [64] train-error:0.072829
## [65] train-error:0.064426
## [66] train-error:0.058824
## [67] train-error:0.072829
## [68] train-error:0.067227
## [69] train-error:0.064426
## [70] train-error:0.067227
## [71] train-error:0.056022
## [72] train-error:0.056022
## [73] train-error:0.053221
## [74] train-error:0.053221
## [75] train-error:0.053221
## [76] train-error:0.056022
## [77] train-error:0.058824
## [78] train-error:0.064426
## [79] train-error:0.053221
## [80] train-error:0.064426
## [81] train-error:0.064426
## [82] train-error:0.061625
## [83] train-error:0.064426
## [84] train-error:0.070028
## [85] train-error:0.064426
## [86] train-error:0.070028
## [87] train-error:0.056022
## [88] train-error:0.064426
## [89] train-error:0.061625
## [90] train-error:0.075630
## [91] train-error:0.072829
## [92] train-error:0.067227
## [93] train-error:0.067227
## [94] train-error:0.064426
## [95] train-error:0.053221
## [96] train-error:0.058824
## [97] train-error:0.061625
## [98] train-error:0.064426
## [99] train-error:0.058824
## [100]    train-error:0.056022
## [101]    train-error:0.061625
## [102]    train-error:0.058824
## [103]    train-error:0.050420
## [104]    train-error:0.053221
## [105]    train-error:0.056022
## [106]    train-error:0.053221
## [107]    train-error:0.047619
## [108]    train-error:0.050420
## [109]    train-error:0.050420
## [110]    train-error:0.047619
## [111]    train-error:0.047619
## [112]    train-error:0.050420
## [113]    train-error:0.053221
## [114]    train-error:0.056022
## [115]    train-error:0.058824
## [116]    train-error:0.056022
## [117]    train-error:0.056022
## [118]    train-error:0.053221
## [119]    train-error:0.044818
## [120]    train-error:0.047619
## [121]    train-error:0.050420
## [122]    train-error:0.047619
## [123]    train-error:0.050420
## [124]    train-error:0.050420
## [125]    train-error:0.047619
## [126]    train-error:0.053221
## [127]    train-error:0.050420
## [128]    train-error:0.053221
## [129]    train-error:0.061625
## [130]    train-error:0.056022
## [131]    train-error:0.050420
## [132]    train-error:0.047619
## [133]    train-error:0.047619
## [134]    train-error:0.044818
## [135]    train-error:0.050420
## [136]    train-error:0.042017
## [137]    train-error:0.047619
## [138]    train-error:0.044818
## [139]    train-error:0.044818
## [140]    train-error:0.047619
## [141]    train-error:0.056022
## [142]    train-error:0.044818
## [143]    train-error:0.044818
## [144]    train-error:0.044818
## [145]    train-error:0.042017
## [146]    train-error:0.044818
## [147]    train-error:0.042017
## [148]    train-error:0.039216
## [149]    train-error:0.042017
## [150]    train-error:0.047619
## [151]    train-error:0.047619
## [152]    train-error:0.047619
## [153]    train-error:0.042017
## [154]    train-error:0.033613
## [155]    train-error:0.036415
## [156]    train-error:0.039216
## [157]    train-error:0.039216
## [158]    train-error:0.030812
## [159]    train-error:0.033613
## [160]    train-error:0.036415
## [161]    train-error:0.033613
## [162]    train-error:0.036415
## [163]    train-error:0.033613
## [164]    train-error:0.036415
## [165]    train-error:0.039216
## [166]    train-error:0.033613
## [167]    train-error:0.033613
## [168]    train-error:0.033613
## [169]    train-error:0.039216
## [170]    train-error:0.033613
## [171]    train-error:0.033613
## [172]    train-error:0.044818
## [173]    train-error:0.047619
## [174]    train-error:0.039216
## [175]    train-error:0.039216
## [176]    train-error:0.044818
## [177]    train-error:0.039216
## [178]    train-error:0.047619
## [179]    train-error:0.042017
## [180]    train-error:0.044818
## [181]    train-error:0.036415
## [182]    train-error:0.042017
## [183]    train-error:0.039216
## [184]    train-error:0.039216
## [185]    train-error:0.039216
## [186]    train-error:0.044818
## [187]    train-error:0.039216
## [188]    train-error:0.036415
## [189]    train-error:0.039216
## [190]    train-error:0.039216
## [191]    train-error:0.036415
## [192]    train-error:0.036415
## [193]    train-error:0.033613
## [194]    train-error:0.033613
## [195]    train-error:0.033613
## [196]    train-error:0.030812
## [197]    train-error:0.030812
## [198]    train-error:0.039216
## [199]    train-error:0.036415
## [200]    train-error:0.039216
## [201]    train-error:0.033613
## [202]    train-error:0.030812
## [203]    train-error:0.030812
## [204]    train-error:0.033613
## [205]    train-error:0.033613
## [206]    train-error:0.030812
## [207]    train-error:0.030812
## [208]    train-error:0.042017
## [209]    train-error:0.036415
## [210]    train-error:0.042017
## [211]    train-error:0.044818
## [212]    train-error:0.039216
## [213]    train-error:0.030812
## [214]    train-error:0.033613
## [215]    train-error:0.033613
## [216]    train-error:0.036415
## [217]    train-error:0.033613
## [218]    train-error:0.036415
## [219]    train-error:0.033613
## [220]    train-error:0.033613
## [221]    train-error:0.036415
## [222]    train-error:0.036415
## [223]    train-error:0.036415
## [224]    train-error:0.030812
## [225]    train-error:0.033613
## [226]    train-error:0.036415
## [227]    train-error:0.036415
## [228]    train-error:0.036415
## [229]    train-error:0.036415
## [230]    train-error:0.039216
## [231]    train-error:0.039216
## [232]    train-error:0.036415
## [233]    train-error:0.036415
## [234]    train-error:0.033613
## [235]    train-error:0.036415
## [236]    train-error:0.039216
## [237]    train-error:0.042017
## [238]    train-error:0.033613
## [239]    train-error:0.036415
## [240]    train-error:0.033613
## [241]    train-error:0.030812
## [242]    train-error:0.030812
## [243]    train-error:0.036415
## [244]    train-error:0.039216
## [245]    train-error:0.036415
## [246]    train-error:0.030812
## [247]    train-error:0.039216
## [248]    train-error:0.042017
## [249]    train-error:0.039216
## [250]    train-error:0.036415
## [251]    train-error:0.036415
## [252]    train-error:0.039216
## [253]    train-error:0.039216
## [254]    train-error:0.036415
## [255]    train-error:0.028011
## [256]    train-error:0.036415
## [257]    train-error:0.036415
## [258]    train-error:0.036415
## [259]    train-error:0.036415
## [260]    train-error:0.036415
## [261]    train-error:0.039216
## [262]    train-error:0.039216
## [263]    train-error:0.036415
## [264]    train-error:0.042017
## [265]    train-error:0.039216
## [266]    train-error:0.039216
## [267]    train-error:0.039216
## [268]    train-error:0.036415
## [269]    train-error:0.039216
## [270]    train-error:0.036415
## [271]    train-error:0.042017
## [272]    train-error:0.042017
## [273]    train-error:0.036415
## [274]    train-error:0.036415
## [275]    train-error:0.039216
## [276]    train-error:0.033613
## [277]    train-error:0.030812
## [278]    train-error:0.036415
## [279]    train-error:0.039216
## [280]    train-error:0.039216
## [281]    train-error:0.042017
## [282]    train-error:0.042017
## [283]    train-error:0.039216
## [284]    train-error:0.044818
## [285]    train-error:0.039216
## [286]    train-error:0.039216
## [287]    train-error:0.042017
## [288]    train-error:0.039216
## [289]    train-error:0.036415
## [290]    train-error:0.036415
## [291]    train-error:0.030812
## [292]    train-error:0.030812
## [293]    train-error:0.033613
## [294]    train-error:0.036415
## [295]    train-error:0.039216
## [296]    train-error:0.033613
## [297]    train-error:0.033613
## [298]    train-error:0.030812
## [299]    train-error:0.033613
## [300]    train-error:0.030812
## [301]    train-error:0.030812
## [302]    train-error:0.033613
## [303]    train-error:0.033613
## [304]    train-error:0.033613
## [305]    train-error:0.036415
## [306]    train-error:0.033613
## [307]    train-error:0.030812
## [308]    train-error:0.030812
## [309]    train-error:0.033613
## [310]    train-error:0.033613
## [311]    train-error:0.030812
## [312]    train-error:0.030812
## [313]    train-error:0.030812
## [314]    train-error:0.036415
## [315]    train-error:0.036415
## [316]    train-error:0.030812
## [317]    train-error:0.033613
## [318]    train-error:0.033613
## [319]    train-error:0.039216
## [320]    train-error:0.036415
## [321]    train-error:0.033613
## [322]    train-error:0.036415
## [323]    train-error:0.036415
## [324]    train-error:0.033613
## [325]    train-error:0.033613
## [326]    train-error:0.033613
## [327]    train-error:0.030812
## [328]    train-error:0.030812
## [329]    train-error:0.030812
## [330]    train-error:0.030812
## [331]    train-error:0.030812
## [332]    train-error:0.030812
## [333]    train-error:0.028011
## [334]    train-error:0.028011
## [335]    train-error:0.028011
## [336]    train-error:0.028011
## [337]    train-error:0.030812
## [338]    train-error:0.030812
## [339]    train-error:0.030812
## [340]    train-error:0.028011
## [341]    train-error:0.030812
## [342]    train-error:0.030812
## [343]    train-error:0.028011
## [344]    train-error:0.028011
## [345]    train-error:0.028011
## [346]    train-error:0.028011
## [347]    train-error:0.028011
## [348]    train-error:0.028011
## [349]    train-error:0.030812
## [350]    train-error:0.028011
## [351]    train-error:0.030812
## [352]    train-error:0.030812
## [353]    train-error:0.030812
## [354]    train-error:0.028011
## [355]    train-error:0.030812
## [356]    train-error:0.030812
## [357]    train-error:0.030812
## [358]    train-error:0.030812
## [359]    train-error:0.030812
## [360]    train-error:0.030812
## [361]    train-error:0.033613
## [362]    train-error:0.028011
## [363]    train-error:0.030812
## [364]    train-error:0.030812
## [365]    train-error:0.028011
## [366]    train-error:0.030812
## [367]    train-error:0.030812
## [368]    train-error:0.033613
## [369]    train-error:0.028011
## [370]    train-error:0.028011
## [371]    train-error:0.030812
## [372]    train-error:0.030812
## [373]    train-error:0.030812
## [374]    train-error:0.033613
## [375]    train-error:0.030812
## [376]    train-error:0.030812
## [377]    train-error:0.030812
## [378]    train-error:0.030812
## [379]    train-error:0.028011
## [380]    train-error:0.030812
## [381]    train-error:0.030812
## [382]    train-error:0.030812
## [383]    train-error:0.030812
## [384]    train-error:0.030812
## [385]    train-error:0.030812
## [386]    train-error:0.028011
## [387]    train-error:0.028011
## [388]    train-error:0.028011
## [389]    train-error:0.025210
## [390]    train-error:0.030812
## [391]    train-error:0.028011
## [392]    train-error:0.028011
## [393]    train-error:0.025210
## [394]    train-error:0.028011
## [395]    train-error:0.028011
## [396]    train-error:0.030812
## [397]    train-error:0.030812
## [398]    train-error:0.033613
## [399]    train-error:0.030812
## [400]    train-error:0.030812
## [401]    train-error:0.030812
## [402]    train-error:0.030812
## [403]    train-error:0.030812
## [404]    train-error:0.028011
## [405]    train-error:0.033613
## [406]    train-error:0.030812
## [407]    train-error:0.030812
## [408]    train-error:0.030812
## [409]    train-error:0.030812
## [410]    train-error:0.030812
## [411]    train-error:0.028011
## [412]    train-error:0.033613
## [413]    train-error:0.036415
## [414]    train-error:0.033613
## [415]    train-error:0.033613
## [416]    train-error:0.036415
## [417]    train-error:0.033613
## [418]    train-error:0.036415
## [419]    train-error:0.033613
## [420]    train-error:0.036415
## [421]    train-error:0.030812
## [422]    train-error:0.033613
## [423]    train-error:0.036415
## [424]    train-error:0.028011
## [425]    train-error:0.028011
## [426]    train-error:0.025210
## [427]    train-error:0.028011
## [428]    train-error:0.030812
## [429]    train-error:0.028011
## [430]    train-error:0.030812
## [431]    train-error:0.030812
## [432]    train-error:0.033613
## [433]    train-error:0.030812
## [434]    train-error:0.030812
## [435]    train-error:0.030812
## [436]    train-error:0.030812
## [437]    train-error:0.036415
## [438]    train-error:0.030812
## [439]    train-error:0.030812
## [440]    train-error:0.033613
## [441]    train-error:0.030812
## [442]    train-error:0.036415
## [443]    train-error:0.039216
## [444]    train-error:0.033613
## [445]    train-error:0.036415
## [446]    train-error:0.033613
## [447]    train-error:0.030812
## [448]    train-error:0.033613
## [449]    train-error:0.030812
## [450]    train-error:0.033613
## [451]    train-error:0.033613
## [452]    train-error:0.039216
## [453]    train-error:0.036415
## [454]    train-error:0.033613
## [455]    train-error:0.033613
## [456]    train-error:0.030812
## [457]    train-error:0.033613
## [458]    train-error:0.036415
## [459]    train-error:0.039216
## [460]    train-error:0.039216
## [461]    train-error:0.039216
## [462]    train-error:0.039216
## [463]    train-error:0.033613
## [464]    train-error:0.030812
## [465]    train-error:0.028011
## [466]    train-error:0.033613
## [467]    train-error:0.030812
## [468]    train-error:0.028011
## [469]    train-error:0.028011
## [470]    train-error:0.025210
## [0]  train-error:0.212290
## [1]  train-error:0.226257
## [2]  train-error:0.212290
## [3]  train-error:0.220670
## [4]  train-error:0.226257
## [5]  train-error:0.229050
## [6]  train-error:0.229050
## [7]  train-error:0.229050
## [8]  train-error:0.229050
## [9]  train-error:0.231844
## [10] train-error:0.231844
## [11] train-error:0.231844
## [12] train-error:0.229050
## [13] train-error:0.229050
## [14] train-error:0.226257
## [15] train-error:0.223464
## [16] train-error:0.217877
## [17] train-error:0.209497
## [18] train-error:0.203911
## [19] train-error:0.215084
## [20] train-error:0.215084
## [21] train-error:0.226257
## [22] train-error:0.223464
## [23] train-error:0.209497
## [24] train-error:0.215084
## [25] train-error:0.215084
## [26] train-error:0.220670
## [27] train-error:0.220670
## [28] train-error:0.220670
## [29] train-error:0.220670
## [30] train-error:0.201117
## [31] train-error:0.198324
## [32] train-error:0.212290
## [33] train-error:0.201117
## [34] train-error:0.198324
## [35] train-error:0.181564
## [36] train-error:0.192737
## [37] train-error:0.192737
## [38] train-error:0.178771
## [39] train-error:0.206704
## [40] train-error:0.209497
## [41] train-error:0.209497
## [42] train-error:0.209497
## [43] train-error:0.209497
## [44] train-error:0.212290
## [45] train-error:0.212290
## [46] train-error:0.212290
## [47] train-error:0.212290
## [48] train-error:0.212290
## [49] train-error:0.212290
## [50] train-error:0.212290
## [51] train-error:0.212290
## [52] train-error:0.212290
## [53] train-error:0.212290
## [54] train-error:0.212290
## [55] train-error:0.212290
## [56] train-error:0.215084
## [57] train-error:0.215084
## [58] train-error:0.212290
## [59] train-error:0.212290
## [60] train-error:0.212290
## [61] train-error:0.212290
## [62] train-error:0.212290
## [63] train-error:0.212290
## [64] train-error:0.212290
## [65] train-error:0.212290
## [66] train-error:0.212290
## [67] train-error:0.212290
## [68] train-error:0.209497
## [69] train-error:0.212290
## [70] train-error:0.209497
## [71] train-error:0.212290
## [72] train-error:0.209497
## [73] train-error:0.209497
## [74] train-error:0.209497
## [75] train-error:0.212290
## [76] train-error:0.209497
## [77] train-error:0.209497
## [78] train-error:0.209497
## [79] train-error:0.212290
## [80] train-error:0.209497
## [81] train-error:0.212290
## [82] train-error:0.209497
## [83] train-error:0.212290
## [84] train-error:0.212290
## [85] train-error:0.206704
## [86] train-error:0.212290
## [87] train-error:0.209497
## [88] train-error:0.215084
## [89] train-error:0.215084
## [90] train-error:0.209497
## [91] train-error:0.215084
## [92] train-error:0.215084
## [93] train-error:0.212290
## [94] train-error:0.217877
## [95] train-error:0.215084
## [96] train-error:0.215084
## [97] train-error:0.217877
## [98] train-error:0.215084
## [99] train-error:0.212290
## [100]    train-error:0.212290
## [101]    train-error:0.215084
## [102]    train-error:0.215084
## [103]    train-error:0.215084
## [104]    train-error:0.215084
## [105]    train-error:0.215084
## [106]    train-error:0.215084
## [107]    train-error:0.209497
## [108]    train-error:0.203911
## [109]    train-error:0.203911
## [110]    train-error:0.203911
## [111]    train-error:0.209497
## [112]    train-error:0.206704
## [113]    train-error:0.212290
## [114]    train-error:0.206704
## [115]    train-error:0.209497
## [116]    train-error:0.203911
## [117]    train-error:0.206704
## [118]    train-error:0.212290
## [119]    train-error:0.209497
## [120]    train-error:0.215084
## [121]    train-error:0.206704
## [122]    train-error:0.209497
## [123]    train-error:0.203911
## [124]    train-error:0.201117
## [125]    train-error:0.201117
## [126]    train-error:0.203911
## [127]    train-error:0.212290
## [128]    train-error:0.203911
## [129]    train-error:0.206704
## [130]    train-error:0.203911
## [131]    train-error:0.209497
## [132]    train-error:0.206704
## [133]    train-error:0.212290
## [134]    train-error:0.215084
## [135]    train-error:0.212290
## [136]    train-error:0.215084
## [137]    train-error:0.215084
## [138]    train-error:0.217877
## [139]    train-error:0.212290
## [140]    train-error:0.215084
## [141]    train-error:0.209497
## [142]    train-error:0.209497
## [143]    train-error:0.212290
## [144]    train-error:0.212290
## [145]    train-error:0.212290
## [146]    train-error:0.215084
## [147]    train-error:0.215084
## [148]    train-error:0.215084
## [149]    train-error:0.217877
## [150]    train-error:0.212290
## [151]    train-error:0.220670
## [152]    train-error:0.206704
## [153]    train-error:0.212290
## [154]    train-error:0.209497
## [155]    train-error:0.209497
## [156]    train-error:0.209497
## [157]    train-error:0.209497
## [158]    train-error:0.209497
## [159]    train-error:0.206704
## [160]    train-error:0.206704
## [161]    train-error:0.209497
## [162]    train-error:0.206704
## [163]    train-error:0.206704
## [164]    train-error:0.206704
## [165]    train-error:0.206704
## [166]    train-error:0.209497
## [167]    train-error:0.209497
## [168]    train-error:0.206704
## [169]    train-error:0.206704
## [170]    train-error:0.206704
## [171]    train-error:0.209497
## [172]    train-error:0.209497
## [173]    train-error:0.206704
## [174]    train-error:0.206704
## [175]    train-error:0.206704
## [176]    train-error:0.206704
## [177]    train-error:0.206704
## [178]    train-error:0.206704
## [179]    train-error:0.203911
## [180]    train-error:0.203911
## [181]    train-error:0.206704
## [182]    train-error:0.203911
## [183]    train-error:0.212290
## [184]    train-error:0.209497
## [185]    train-error:0.209497
## [186]    train-error:0.209497
## [187]    train-error:0.212290
## [188]    train-error:0.212290
## [189]    train-error:0.212290
## [190]    train-error:0.212290
## [191]    train-error:0.212290
## [192]    train-error:0.212290
## [193]    train-error:0.212290
## [194]    train-error:0.215084
## [195]    train-error:0.215084
## [196]    train-error:0.215084
## [197]    train-error:0.215084
## [198]    train-error:0.212290
## [199]    train-error:0.212290
## [200]    train-error:0.212290
## [201]    train-error:0.215084
## [202]    train-error:0.212290
## [203]    train-error:0.212290
## [204]    train-error:0.212290
## [205]    train-error:0.212290
## [206]    train-error:0.212290
## [207]    train-error:0.209497
## [208]    train-error:0.215084
## [209]    train-error:0.215084
## [210]    train-error:0.215084
## [211]    train-error:0.209497
## [212]    train-error:0.212290
## [213]    train-error:0.209497
## [214]    train-error:0.215084
## [215]    train-error:0.217877
## [216]    train-error:0.215084
## [217]    train-error:0.217877
## [218]    train-error:0.217877
## [219]    train-error:0.217877
## [220]    train-error:0.217877
## [221]    train-error:0.212290
## [222]    train-error:0.215084
## [223]    train-error:0.217877
## [224]    train-error:0.215084
## [225]    train-error:0.212290
## [226]    train-error:0.209497
## [227]    train-error:0.209497
## [228]    train-error:0.212290
## [229]    train-error:0.212290
## [230]    train-error:0.212290
## [231]    train-error:0.212290
## [232]    train-error:0.212290
## [233]    train-error:0.212290
## [234]    train-error:0.215084
## [235]    train-error:0.215084
## [236]    train-error:0.217877
## [237]    train-error:0.215084
## [238]    train-error:0.220670
## [239]    train-error:0.217877
## [240]    train-error:0.217877
## [241]    train-error:0.215084
## [242]    train-error:0.215084
## [243]    train-error:0.215084
## [244]    train-error:0.215084
## [245]    train-error:0.209497
## [246]    train-error:0.212290
## [247]    train-error:0.209497
## [248]    train-error:0.212290
## [249]    train-error:0.212290
## [250]    train-error:0.212290
## [251]    train-error:0.212290
## [252]    train-error:0.212290
## [253]    train-error:0.212290
## [254]    train-error:0.212290
## [255]    train-error:0.212290
## [256]    train-error:0.209497
## [257]    train-error:0.212290
## [258]    train-error:0.215084
## [259]    train-error:0.215084
## [260]    train-error:0.215084
## [261]    train-error:0.209497
## [262]    train-error:0.217877
## [263]    train-error:0.212290
## [264]    train-error:0.212290
## [265]    train-error:0.209497
## [266]    train-error:0.217877
## [267]    train-error:0.217877
## [268]    train-error:0.217877
## [269]    train-error:0.209497
## [270]    train-error:0.209497
## [271]    train-error:0.209497
## [272]    train-error:0.206704
## [273]    train-error:0.206704
## [274]    train-error:0.203911
## [275]    train-error:0.206704
## [276]    train-error:0.203911
## [277]    train-error:0.203911
## [278]    train-error:0.209497
## [279]    train-error:0.209497
## [280]    train-error:0.206704
## [281]    train-error:0.212290
## [282]    train-error:0.206704
## [283]    train-error:0.209497
## [284]    train-error:0.209497
## [285]    train-error:0.209497
## [286]    train-error:0.209497
## [287]    train-error:0.209497
## [288]    train-error:0.206704
## [289]    train-error:0.209497
## [290]    train-error:0.209497
## [291]    train-error:0.209497
## [292]    train-error:0.209497
## [293]    train-error:0.209497
## [294]    train-error:0.209497
## [295]    train-error:0.209497
## [296]    train-error:0.209497
## [297]    train-error:0.209497
## [298]    train-error:0.209497
## [299]    train-error:0.209497
## [300]    train-error:0.209497
## [301]    train-error:0.209497
## [302]    train-error:0.212290
## [303]    train-error:0.201117
## [304]    train-error:0.209497
## [305]    train-error:0.203911
## [306]    train-error:0.203911
## [307]    train-error:0.209497
## [308]    train-error:0.203911
## [309]    train-error:0.209497
## [310]    train-error:0.203911
## [311]    train-error:0.209497
## [312]    train-error:0.209497
## [313]    train-error:0.209497
## [314]    train-error:0.209497
## [315]    train-error:0.209497
## [316]    train-error:0.209497
## [317]    train-error:0.206704
## [318]    train-error:0.209497
## [319]    train-error:0.209497
## [320]    train-error:0.209497
## [321]    train-error:0.209497
## [322]    train-error:0.209497
## [323]    train-error:0.209497
## [324]    train-error:0.206704
## [325]    train-error:0.209497
## [326]    train-error:0.209497
## [327]    train-error:0.209497
## [328]    train-error:0.209497
## [329]    train-error:0.209497
## [330]    train-error:0.209497
## [331]    train-error:0.215084
## [332]    train-error:0.212290
## [333]    train-error:0.217877
## [334]    train-error:0.217877
## [335]    train-error:0.212290
## [336]    train-error:0.212290
## [337]    train-error:0.217877
## [338]    train-error:0.217877
## [339]    train-error:0.217877
## [340]    train-error:0.212290
## [341]    train-error:0.209497
## [342]    train-error:0.198324
## [343]    train-error:0.206704
## [344]    train-error:0.209497
## [345]    train-error:0.212290
## [346]    train-error:0.212290
## [347]    train-error:0.215084
## [348]    train-error:0.220670
## [349]    train-error:0.209497
## [350]    train-error:0.220670
## [351]    train-error:0.220670
## [352]    train-error:0.217877
## [353]    train-error:0.212290
## [354]    train-error:0.215084
## [355]    train-error:0.215084
## [356]    train-error:0.220670
## [357]    train-error:0.220670
## [358]    train-error:0.220670
## [359]    train-error:0.220670
## [360]    train-error:0.220670
## [361]    train-error:0.220670
## [362]    train-error:0.217877
## [363]    train-error:0.215084
## [364]    train-error:0.215084
## [365]    train-error:0.212290
## [366]    train-error:0.215084
## [367]    train-error:0.217877
## [368]    train-error:0.217877
## [369]    train-error:0.212290
## [370]    train-error:0.212290
## [371]    train-error:0.209497
## [372]    train-error:0.209497
## [373]    train-error:0.215084
## [374]    train-error:0.217877
## [375]    train-error:0.217877
## [376]    train-error:0.217877
## [377]    train-error:0.212290
## [378]    train-error:0.217877
## [379]    train-error:0.215084
## [380]    train-error:0.209497
## [381]    train-error:0.209497
## [382]    train-error:0.209497
## [383]    train-error:0.212290
## [384]    train-error:0.209497
## [385]    train-error:0.209497
## [386]    train-error:0.209497
## [387]    train-error:0.209497
## [388]    train-error:0.209497
## [389]    train-error:0.206704
## [390]    train-error:0.206704
## [391]    train-error:0.201117
## [392]    train-error:0.198324
## [393]    train-error:0.195531
## [394]    train-error:0.198324
## [395]    train-error:0.198324
## [396]    train-error:0.201117
## [397]    train-error:0.198324
## [398]    train-error:0.201117
## [399]    train-error:0.201117
## [400]    train-error:0.198324
## [401]    train-error:0.198324
## [402]    train-error:0.198324
## [403]    train-error:0.195531
## [404]    train-error:0.195531
## [405]    train-error:0.192737
## [406]    train-error:0.195531
## [407]    train-error:0.198324
## [408]    train-error:0.209497
## [409]    train-error:0.209497
## [410]    train-error:0.215084
## [411]    train-error:0.212290
## [412]    train-error:0.215084
## [413]    train-error:0.215084
## [414]    train-error:0.215084
## [415]    train-error:0.195531
## [416]    train-error:0.195531
## [417]    train-error:0.212290
## [418]    train-error:0.195531
## [419]    train-error:0.195531
## [420]    train-error:0.195531
## [421]    train-error:0.212290
## [422]    train-error:0.209497
## [423]    train-error:0.212290
## [424]    train-error:0.212290
## [425]    train-error:0.198324
## [426]    train-error:0.195531
## [427]    train-error:0.215084
## [428]    train-error:0.212290
## [429]    train-error:0.195531
## [430]    train-error:0.192737
## [431]    train-error:0.195531
## [432]    train-error:0.195531
## [433]    train-error:0.195531
## [434]    train-error:0.195531
## [435]    train-error:0.212290
## [436]    train-error:0.212290
## [437]    train-error:0.212290
## [438]    train-error:0.209497
## [439]    train-error:0.209497
## [440]    train-error:0.209497
## [441]    train-error:0.195531
## [442]    train-error:0.195531
## [443]    train-error:0.195531
## [444]    train-error:0.198324
## [445]    train-error:0.195531
## [446]    train-error:0.195531
## [447]    train-error:0.195531
## [448]    train-error:0.195531
## [449]    train-error:0.195531
## [450]    train-error:0.192737
## [451]    train-error:0.195531
## [452]    train-error:0.198324
## [453]    train-error:0.198324
## [454]    train-error:0.201117
## [455]    train-error:0.201117
## [456]    train-error:0.198324
## [457]    train-error:0.206704
## [458]    train-error:0.206704
## [459]    train-error:0.203911
## [460]    train-error:0.203911
## [461]    train-error:0.201117
## [462]    train-error:0.195531
## [463]    train-error:0.195531
## [464]    train-error:0.203911
## [465]    train-error:0.201117
## [466]    train-error:0.201117
## [467]    train-error:0.203911
## [468]    train-error:0.203911
## [469]    train-error:0.206704
## [470]    train-error:0.203911
## [471]    train-error:0.201117
## [472]    train-error:0.201117
## [473]    train-error:0.201117
## [474]    train-error:0.201117
## [475]    train-error:0.201117
## [476]    train-error:0.201117
## [477]    train-error:0.201117
## [478]    train-error:0.201117
## [479]    train-error:0.195531
## [480]    train-error:0.201117
## [481]    train-error:0.198324
## [482]    train-error:0.198324
## [483]    train-error:0.195531
## [484]    train-error:0.195531
## [485]    train-error:0.192737
## [486]    train-error:0.192737
## [487]    train-error:0.195531
## [488]    train-error:0.201117
## [489]    train-error:0.201117
## [490]    train-error:0.201117
## [491]    train-error:0.198324
## [492]    train-error:0.198324
## [493]    train-error:0.198324
## [494]    train-error:0.201117
## [495]    train-error:0.198324
## [496]    train-error:0.189944
## [497]    train-error:0.198324
## [498]    train-error:0.201117
## [499]    train-error:0.201117
## [500]    train-error:0.201117
## [501]    train-error:0.201117
## [502]    train-error:0.198324
## [503]    train-error:0.198324
## [504]    train-error:0.201117
## [505]    train-error:0.201117
## [506]    train-error:0.203911
## [507]    train-error:0.201117
## [508]    train-error:0.201117
## [509]    train-error:0.201117
## [510]    train-error:0.206704
## [511]    train-error:0.203911
## [512]    train-error:0.206704
## [513]    train-error:0.206704
## [514]    train-error:0.201117
## [515]    train-error:0.195531
## [516]    train-error:0.189944
## [517]    train-error:0.198324
## [518]    train-error:0.189944
## [519]    train-error:0.195531
## [520]    train-error:0.203911
## [521]    train-error:0.201117
## [522]    train-error:0.203911
## [523]    train-error:0.201117
## [524]    train-error:0.195531
## [525]    train-error:0.201117
## [526]    train-error:0.195531
## [527]    train-error:0.201117
## [528]    train-error:0.198324
## [529]    train-error:0.203911
## [530]    train-error:0.203911
## [531]    train-error:0.198324
## [532]    train-error:0.201117
## [533]    train-error:0.201117
## [534]    train-error:0.201117
## [535]    train-error:0.198324
## [536]    train-error:0.198324
## [537]    train-error:0.198324
## [538]    train-error:0.201117
## [539]    train-error:0.201117
## [540]    train-error:0.203911
## [541]    train-error:0.201117
## [542]    train-error:0.201117
## [543]    train-error:0.195531
## [544]    train-error:0.198324
## [545]    train-error:0.198324
## [546]    train-error:0.195531
## [547]    train-error:0.195531
## [548]    train-error:0.192737
## [549]    train-error:0.201117
## [550]    train-error:0.195531
## [551]    train-error:0.192737
## [552]    train-error:0.201117
## [553]    train-error:0.201117
## [554]    train-error:0.201117
## [555]    train-error:0.201117
## [556]    train-error:0.201117
## [557]    train-error:0.201117
## [558]    train-error:0.198324
## [559]    train-error:0.198324
## [560]    train-error:0.198324
## [561]    train-error:0.198324
## [562]    train-error:0.198324
## [563]    train-error:0.203911
## [564]    train-error:0.203911
## [565]    train-error:0.203911
## [566]    train-error:0.203911
## [567]    train-error:0.198324
## [568]    train-error:0.198324
## [569]    train-error:0.201117
## [570]    train-error:0.201117
## [571]    train-error:0.201117
## [572]    train-error:0.203911
## [573]    train-error:0.203911
## [574]    train-error:0.201117
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.232493
## [4]  train-error:0.212885
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.190476
## [12] train-error:0.190476
## [13] train-error:0.190476
## [14] train-error:0.190476
## [15] train-error:0.190476
## [16] train-error:0.187675
## [17] train-error:0.184874
## [18] train-error:0.190476
## [19] train-error:0.190476
## [20] train-error:0.190476
## [21] train-error:0.190476
## [22] train-error:0.190476
## [23] train-error:0.190476
## [24] train-error:0.190476
## [25] train-error:0.190476
## [26] train-error:0.190476
## [27] train-error:0.190476
## [28] train-error:0.193277
## [29] train-error:0.184874
## [30] train-error:0.190476
## [31] train-error:0.179272
## [32] train-error:0.190476
## [33] train-error:0.190476
## [34] train-error:0.190476
## [35] train-error:0.190476
## [36] train-error:0.190476
## [37] train-error:0.190476
## [38] train-error:0.179272
## [39] train-error:0.184874
## [40] train-error:0.179272
## [41] train-error:0.179272
## [42] train-error:0.187675
## [43] train-error:0.193277
## [44] train-error:0.198880
## [45] train-error:0.198880
## [46] train-error:0.198880
## [47] train-error:0.198880
## [48] train-error:0.193277
## [49] train-error:0.193277
## [50] train-error:0.193277
## [51] train-error:0.193277
## [52] train-error:0.193277
## [53] train-error:0.187675
## [54] train-error:0.193277
## [55] train-error:0.190476
## [56] train-error:0.201681
## [57] train-error:0.187675
## [58] train-error:0.182073
## [59] train-error:0.182073
## [60] train-error:0.182073
## [61] train-error:0.187675
## [62] train-error:0.193277
## [63] train-error:0.187675
## [64] train-error:0.187675
## [65] train-error:0.187675
## [66] train-error:0.190476
## [67] train-error:0.193277
## [68] train-error:0.187675
## [69] train-error:0.187675
## [70] train-error:0.190476
## [71] train-error:0.184874
## [72] train-error:0.184874
## [73] train-error:0.184874
## [74] train-error:0.184874
## [75] train-error:0.182073
## [76] train-error:0.182073
## [77] train-error:0.187675
## [78] train-error:0.187675
## [79] train-error:0.182073
## [80] train-error:0.187675
## [81] train-error:0.187675
## [82] train-error:0.184874
## [83] train-error:0.184874
## [84] train-error:0.187675
## [85] train-error:0.187675
## [86] train-error:0.184874
## [87] train-error:0.184874
## [88] train-error:0.182073
## [89] train-error:0.184874
## [90] train-error:0.179272
## [91] train-error:0.184874
## [92] train-error:0.184874
## [93] train-error:0.184874
## [94] train-error:0.182073
## [95] train-error:0.179272
## [96] train-error:0.179272
## [97] train-error:0.182073
## [98] train-error:0.184874
## [99] train-error:0.176471
## [100]    train-error:0.179272
## [101]    train-error:0.173669
## [102]    train-error:0.176471
## [103]    train-error:0.182073
## [104]    train-error:0.173669
## [105]    train-error:0.182073
## [106]    train-error:0.179272
## [107]    train-error:0.173669
## [108]    train-error:0.184874
## [109]    train-error:0.176471
## [110]    train-error:0.173669
## [111]    train-error:0.184874
## [112]    train-error:0.184874
## [113]    train-error:0.184874
## [114]    train-error:0.184874
## [115]    train-error:0.184874
## [116]    train-error:0.182073
## [117]    train-error:0.182073
## [118]    train-error:0.182073
## [119]    train-error:0.182073
## [120]    train-error:0.182073
## [121]    train-error:0.182073
## [122]    train-error:0.190476
## [123]    train-error:0.173669
## [124]    train-error:0.176471
## [125]    train-error:0.176471
## [126]    train-error:0.179272
## [127]    train-error:0.179272
## [128]    train-error:0.179272
## [129]    train-error:0.190476
## [130]    train-error:0.179272
## [131]    train-error:0.179272
## [132]    train-error:0.187675
## [133]    train-error:0.179272
## [134]    train-error:0.187675
## [135]    train-error:0.173669
## [136]    train-error:0.187675
## [137]    train-error:0.184874
## [138]    train-error:0.179272
## [139]    train-error:0.182073
## [140]    train-error:0.179272
## [141]    train-error:0.179272
## [142]    train-error:0.179272
## [143]    train-error:0.179272
## [144]    train-error:0.176471
## [145]    train-error:0.165266
## [146]    train-error:0.184874
## [147]    train-error:0.182073
## [148]    train-error:0.182073
## [149]    train-error:0.182073
## [150]    train-error:0.182073
## [151]    train-error:0.184874
## [152]    train-error:0.184874
## [153]    train-error:0.173669
## [154]    train-error:0.176471
## [155]    train-error:0.176471
## [156]    train-error:0.182073
## [157]    train-error:0.176471
## [158]    train-error:0.182073
## [159]    train-error:0.182073
## [160]    train-error:0.173669
## [161]    train-error:0.182073
## [162]    train-error:0.182073
## [163]    train-error:0.182073
## [164]    train-error:0.187675
## [165]    train-error:0.173669
## [166]    train-error:0.173669
## [167]    train-error:0.173669
## [168]    train-error:0.173669
## [169]    train-error:0.173669
## [170]    train-error:0.173669
## [171]    train-error:0.184874
## [172]    train-error:0.184874
## [173]    train-error:0.173669
## [174]    train-error:0.179272
## [175]    train-error:0.182073
## [176]    train-error:0.179272
## [177]    train-error:0.187675
## [178]    train-error:0.176471
## [179]    train-error:0.182073
## [180]    train-error:0.182073
## [181]    train-error:0.179272
## [182]    train-error:0.182073
## [183]    train-error:0.182073
## [184]    train-error:0.182073
## [185]    train-error:0.184874
## [186]    train-error:0.184874
## [187]    train-error:0.182073
## [188]    train-error:0.176471
## [189]    train-error:0.176471
## [190]    train-error:0.176471
## [191]    train-error:0.184874
## [192]    train-error:0.184874
## [193]    train-error:0.184874
## [194]    train-error:0.170868
## [195]    train-error:0.173669
## [196]    train-error:0.170868
## [197]    train-error:0.170868
## [198]    train-error:0.170868
## [199]    train-error:0.176471
## [200]    train-error:0.170868
## [201]    train-error:0.170868
## [202]    train-error:0.170868
## [203]    train-error:0.170868
## [204]    train-error:0.179272
## [205]    train-error:0.184874
## [206]    train-error:0.184874
## [207]    train-error:0.184874
## [208]    train-error:0.170868
## [209]    train-error:0.176471
## [210]    train-error:0.179272
## [211]    train-error:0.179272
## [212]    train-error:0.184874
## [213]    train-error:0.184874
## [214]    train-error:0.179272
## [215]    train-error:0.179272
## [216]    train-error:0.176471
## [217]    train-error:0.182073
## [218]    train-error:0.187675
## [219]    train-error:0.179272
## [220]    train-error:0.176471
## [221]    train-error:0.182073
## [222]    train-error:0.179272
## [223]    train-error:0.179272
## [224]    train-error:0.187675
## [225]    train-error:0.184874
## [226]    train-error:0.182073
## [227]    train-error:0.184874
## [228]    train-error:0.190476
## [229]    train-error:0.190476
## [230]    train-error:0.179272
## [231]    train-error:0.179272
## [232]    train-error:0.179272
## [233]    train-error:0.179272
## [234]    train-error:0.176471
## [235]    train-error:0.187675
## [236]    train-error:0.176471
## [237]    train-error:0.176471
## [238]    train-error:0.176471
## [239]    train-error:0.176471
## [240]    train-error:0.179272
## [241]    train-error:0.173669
## [242]    train-error:0.176471
## [243]    train-error:0.179272
## [244]    train-error:0.179272
## [245]    train-error:0.170868
## [246]    train-error:0.187675
## [247]    train-error:0.179272
## [248]    train-error:0.170868
## [249]    train-error:0.187675
## [250]    train-error:0.179272
## [251]    train-error:0.182073
## [252]    train-error:0.187675
## [253]    train-error:0.173669
## [254]    train-error:0.187675
## [255]    train-error:0.170868
## [256]    train-error:0.176471
## [257]    train-error:0.168067
## [258]    train-error:0.170868
## [259]    train-error:0.184874
## [260]    train-error:0.168067
## [261]    train-error:0.182073
## [262]    train-error:0.184874
## [263]    train-error:0.184874
## [264]    train-error:0.168067
## [265]    train-error:0.176471
## [266]    train-error:0.179272
## [267]    train-error:0.176471
## [268]    train-error:0.179272
## [269]    train-error:0.179272
## [270]    train-error:0.173669
## [271]    train-error:0.182073
## [272]    train-error:0.182073
## [273]    train-error:0.179272
## [274]    train-error:0.184874
## [275]    train-error:0.179272
## [276]    train-error:0.182073
## [277]    train-error:0.179272
## [278]    train-error:0.179272
## [279]    train-error:0.179272
## [280]    train-error:0.182073
## [281]    train-error:0.182073
## [282]    train-error:0.182073
## [283]    train-error:0.184874
## [284]    train-error:0.184874
## [285]    train-error:0.182073
## [286]    train-error:0.184874
## [287]    train-error:0.179272
## [288]    train-error:0.179272
## [289]    train-error:0.179272
## [290]    train-error:0.179272
## [291]    train-error:0.179272
## [292]    train-error:0.182073
## [293]    train-error:0.182073
## [294]    train-error:0.179272
## [295]    train-error:0.179272
## [296]    train-error:0.184874
## [297]    train-error:0.179272
## [298]    train-error:0.182073
## [299]    train-error:0.182073
## [300]    train-error:0.182073
## [301]    train-error:0.184874
## [302]    train-error:0.179272
## [303]    train-error:0.182073
## [304]    train-error:0.184874
## [305]    train-error:0.182073
## [306]    train-error:0.182073
## [307]    train-error:0.182073
## [308]    train-error:0.182073
## [309]    train-error:0.179272
## [310]    train-error:0.179272
## [311]    train-error:0.182073
## [312]    train-error:0.182073
## [313]    train-error:0.179272
## [314]    train-error:0.179272
## [315]    train-error:0.179272
## [316]    train-error:0.179272
## [317]    train-error:0.182073
## [318]    train-error:0.182073
## [319]    train-error:0.182073
## [320]    train-error:0.179272
## [321]    train-error:0.179272
## [322]    train-error:0.182073
## [323]    train-error:0.193277
## [324]    train-error:0.187675
## [325]    train-error:0.193277
## [326]    train-error:0.193277
## [327]    train-error:0.193277
## [328]    train-error:0.187675
## [329]    train-error:0.193277
## [330]    train-error:0.184874
## [331]    train-error:0.187675
## [332]    train-error:0.187675
## [333]    train-error:0.184874
## [334]    train-error:0.193277
## [335]    train-error:0.182073
## [336]    train-error:0.179272
## [337]    train-error:0.179272
## [338]    train-error:0.176471
## [339]    train-error:0.176471
## [340]    train-error:0.170868
## [341]    train-error:0.176471
## [342]    train-error:0.179272
## [343]    train-error:0.176471
## [344]    train-error:0.176471
## [345]    train-error:0.176471
## [346]    train-error:0.173669
## [347]    train-error:0.173669
## [348]    train-error:0.170868
## [349]    train-error:0.173669
## [350]    train-error:0.176471
## [351]    train-error:0.170868
## [352]    train-error:0.176471
## [353]    train-error:0.170868
## [354]    train-error:0.173669
## [355]    train-error:0.165266
## [356]    train-error:0.165266
## [357]    train-error:0.165266
## [358]    train-error:0.168067
## [359]    train-error:0.165266
## [360]    train-error:0.165266
## [361]    train-error:0.168067
## [362]    train-error:0.165266
## [363]    train-error:0.165266
## [364]    train-error:0.170868
## [365]    train-error:0.170868
## [366]    train-error:0.173669
## [367]    train-error:0.170868
## [368]    train-error:0.170868
## [369]    train-error:0.165266
## [370]    train-error:0.173669
## [371]    train-error:0.176471
## [372]    train-error:0.176471
## [373]    train-error:0.170868
## [374]    train-error:0.176471
## [375]    train-error:0.173669
## [376]    train-error:0.176471
## [377]    train-error:0.176471
## [378]    train-error:0.168067
## [379]    train-error:0.168067
## [380]    train-error:0.173669
## [381]    train-error:0.168067
## [382]    train-error:0.173669
## [383]    train-error:0.170868
## [384]    train-error:0.170868
## [385]    train-error:0.176471
## [386]    train-error:0.176471
## [387]    train-error:0.176471
## [388]    train-error:0.173669
## [389]    train-error:0.176471
## [390]    train-error:0.176471
## [391]    train-error:0.179272
## [392]    train-error:0.179272
## [393]    train-error:0.173669
## [394]    train-error:0.170868
## [395]    train-error:0.176471
## [396]    train-error:0.179272
## [397]    train-error:0.176471
## [398]    train-error:0.184874
## [399]    train-error:0.182073
## [400]    train-error:0.184874
## [401]    train-error:0.184874
## [402]    train-error:0.184874
## [403]    train-error:0.184874
## [404]    train-error:0.184874
## [405]    train-error:0.179272
## [406]    train-error:0.182073
## [407]    train-error:0.187675
## [408]    train-error:0.173669
## [409]    train-error:0.173669
## [410]    train-error:0.170868
## [411]    train-error:0.173669
## [412]    train-error:0.170868
## [413]    train-error:0.173669
## [414]    train-error:0.176471
## [415]    train-error:0.176471
## [416]    train-error:0.184874
## [417]    train-error:0.182073
## [418]    train-error:0.179272
## [419]    train-error:0.184874
## [420]    train-error:0.176471
## [421]    train-error:0.173669
## [422]    train-error:0.184874
## [423]    train-error:0.173669
## [424]    train-error:0.173669
## [425]    train-error:0.179272
## [426]    train-error:0.179272
## [427]    train-error:0.179272
## [428]    train-error:0.179272
## [429]    train-error:0.179272
## [430]    train-error:0.179272
## [431]    train-error:0.179272
## [432]    train-error:0.179272
## [433]    train-error:0.179272
## [434]    train-error:0.179272
## [435]    train-error:0.184874
## [436]    train-error:0.184874
## [437]    train-error:0.179272
## [438]    train-error:0.179272
## [439]    train-error:0.179272
## [440]    train-error:0.179272
## [441]    train-error:0.184874
## [442]    train-error:0.184874
## [443]    train-error:0.182073
## [444]    train-error:0.184874
## [445]    train-error:0.184874
## [446]    train-error:0.184874
## [447]    train-error:0.187675
## [448]    train-error:0.187675
## [449]    train-error:0.184874
## [450]    train-error:0.187675
## [451]    train-error:0.187675
## [452]    train-error:0.179272
## [453]    train-error:0.176471
## [454]    train-error:0.176471
## [455]    train-error:0.176471
## [456]    train-error:0.176471
## [457]    train-error:0.176471
## [458]    train-error:0.176471
## [459]    train-error:0.168067
## [460]    train-error:0.176471
## [461]    train-error:0.176471
## [462]    train-error:0.176471
## [463]    train-error:0.176471
## [464]    train-error:0.176471
## [465]    train-error:0.176471
## [466]    train-error:0.176471
## [467]    train-error:0.176471
## [468]    train-error:0.176471
## [469]    train-error:0.182073
## [470]    train-error:0.176471
## [471]    train-error:0.176471
## [472]    train-error:0.182073
## [473]    train-error:0.187675
## [474]    train-error:0.182073
## [475]    train-error:0.182073
## [476]    train-error:0.176471
## [477]    train-error:0.182073
## [478]    train-error:0.182073
## [479]    train-error:0.187675
## [480]    train-error:0.176471
## [481]    train-error:0.176471
## [482]    train-error:0.176471
## [483]    train-error:0.170868
## [484]    train-error:0.176471
## [485]    train-error:0.170868
## [486]    train-error:0.176471
## [487]    train-error:0.176471
## [488]    train-error:0.168067
## [489]    train-error:0.168067
## [490]    train-error:0.179272
## [491]    train-error:0.168067
## [492]    train-error:0.176471
## [493]    train-error:0.170868
## [494]    train-error:0.179272
## [495]    train-error:0.170868
## [496]    train-error:0.176471
## [497]    train-error:0.170868
## [498]    train-error:0.170868
## [499]    train-error:0.170868
## [500]    train-error:0.170868
## [501]    train-error:0.173669
## [502]    train-error:0.179272
## [503]    train-error:0.179272
## [504]    train-error:0.168067
## [505]    train-error:0.168067
## [506]    train-error:0.168067
## [507]    train-error:0.170868
## [508]    train-error:0.173669
## [509]    train-error:0.173669
## [510]    train-error:0.173669
## [511]    train-error:0.173669
## [512]    train-error:0.165266
## [513]    train-error:0.162465
## [514]    train-error:0.173669
## [515]    train-error:0.170868
## [516]    train-error:0.170868
## [517]    train-error:0.168067
## [518]    train-error:0.179272
## [519]    train-error:0.168067
## [520]    train-error:0.168067
## [521]    train-error:0.168067
## [522]    train-error:0.179272
## [523]    train-error:0.179272
## [524]    train-error:0.187675
## [525]    train-error:0.187675
## [526]    train-error:0.182073
## [527]    train-error:0.182073
## [528]    train-error:0.179272
## [529]    train-error:0.179272
## [530]    train-error:0.179272
## [531]    train-error:0.182073
## [532]    train-error:0.182073
## [533]    train-error:0.179272
## [534]    train-error:0.184874
## [535]    train-error:0.182073
## [536]    train-error:0.168067
## [537]    train-error:0.182073
## [538]    train-error:0.176471
## [539]    train-error:0.179272
## [540]    train-error:0.173669
## [541]    train-error:0.168067
## [542]    train-error:0.168067
## [543]    train-error:0.176471
## [544]    train-error:0.176471
## [545]    train-error:0.179272
## [546]    train-error:0.179272
## [547]    train-error:0.179272
## [548]    train-error:0.184874
## [549]    train-error:0.184874
## [550]    train-error:0.187675
## [551]    train-error:0.184874
## [552]    train-error:0.170868
## [553]    train-error:0.176471
## [554]    train-error:0.173669
## [555]    train-error:0.170868
## [556]    train-error:0.170868
## [557]    train-error:0.176471
## [558]    train-error:0.176471
## [559]    train-error:0.184874
## [560]    train-error:0.165266
## [561]    train-error:0.170868
## [562]    train-error:0.170868
## [563]    train-error:0.179272
## [564]    train-error:0.179272
## [565]    train-error:0.168067
## [566]    train-error:0.170868
## [567]    train-error:0.168067
## [568]    train-error:0.182073
## [569]    train-error:0.179272
## [570]    train-error:0.190476
## [571]    train-error:0.176471
## [572]    train-error:0.170868
## [573]    train-error:0.165266
## [574]    train-error:0.162465
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.240896
## [3]  train-error:0.243697
## [4]  train-error:0.299720
## [5]  train-error:0.296919
## [6]  train-error:0.240896
## [7]  train-error:0.271709
## [8]  train-error:0.240896
## [9]  train-error:0.235294
## [10] train-error:0.235294
## [11] train-error:0.243697
## [12] train-error:0.238095
## [13] train-error:0.254902
## [14] train-error:0.249300
## [15] train-error:0.238095
## [16] train-error:0.249300
## [17] train-error:0.249300
## [18] train-error:0.249300
## [19] train-error:0.252101
## [20] train-error:0.232493
## [21] train-error:0.232493
## [22] train-error:0.224090
## [23] train-error:0.221289
## [24] train-error:0.215686
## [25] train-error:0.218487
## [26] train-error:0.218487
## [27] train-error:0.212885
## [28] train-error:0.215686
## [29] train-error:0.215686
## [30] train-error:0.218487
## [31] train-error:0.210084
## [32] train-error:0.210084
## [33] train-error:0.212885
## [34] train-error:0.210084
## [35] train-error:0.215686
## [36] train-error:0.221289
## [37] train-error:0.210084
## [38] train-error:0.210084
## [39] train-error:0.215686
## [40] train-error:0.201681
## [41] train-error:0.212885
## [42] train-error:0.201681
## [43] train-error:0.204482
## [44] train-error:0.210084
## [45] train-error:0.207283
## [46] train-error:0.201681
## [47] train-error:0.201681
## [48] train-error:0.204482
## [49] train-error:0.198880
## [50] train-error:0.198880
## [51] train-error:0.198880
## [52] train-error:0.196078
## [53] train-error:0.196078
## [54] train-error:0.196078
## [55] train-error:0.204482
## [56] train-error:0.207283
## [57] train-error:0.198880
## [58] train-error:0.204482
## [59] train-error:0.198880
## [60] train-error:0.201681
## [61] train-error:0.204482
## [62] train-error:0.207283
## [63] train-error:0.210084
## [64] train-error:0.210084
## [65] train-error:0.210084
## [66] train-error:0.210084
## [67] train-error:0.212885
## [68] train-error:0.218487
## [69] train-error:0.218487
## [70] train-error:0.215686
## [71] train-error:0.215686
## [72] train-error:0.215686
## [73] train-error:0.201681
## [74] train-error:0.201681
## [75] train-error:0.201681
## [76] train-error:0.204482
## [77] train-error:0.207283
## [78] train-error:0.207283
## [79] train-error:0.198880
## [80] train-error:0.207283
## [81] train-error:0.207283
## [82] train-error:0.207283
## [83] train-error:0.210084
## [84] train-error:0.198880
## [85] train-error:0.210084
## [86] train-error:0.204482
## [87] train-error:0.210084
## [88] train-error:0.201681
## [89] train-error:0.201681
## [90] train-error:0.196078
## [91] train-error:0.207283
## [92] train-error:0.201681
## [93] train-error:0.201681
## [94] train-error:0.204482
## [95] train-error:0.201681
## [96] train-error:0.198880
## [97] train-error:0.198880
## [98] train-error:0.201681
## [99] train-error:0.190476
## [100]    train-error:0.187675
## [101]    train-error:0.198880
## [102]    train-error:0.190476
## [103]    train-error:0.187675
## [104]    train-error:0.193277
## [105]    train-error:0.184874
## [106]    train-error:0.190476
## [107]    train-error:0.190476
## [108]    train-error:0.190476
## [109]    train-error:0.187675
## [110]    train-error:0.193277
## [111]    train-error:0.193277
## [112]    train-error:0.193277
## [113]    train-error:0.176471
## [114]    train-error:0.173669
## [115]    train-error:0.170868
## [116]    train-error:0.176471
## [117]    train-error:0.182073
## [118]    train-error:0.179272
## [119]    train-error:0.182073
## [120]    train-error:0.179272
## [121]    train-error:0.193277
## [122]    train-error:0.182073
## [123]    train-error:0.184874
## [124]    train-error:0.184874
## [125]    train-error:0.187675
## [126]    train-error:0.190476
## [127]    train-error:0.187675
## [128]    train-error:0.187675
## [129]    train-error:0.196078
## [130]    train-error:0.193277
## [131]    train-error:0.182073
## [132]    train-error:0.187675
## [133]    train-error:0.176471
## [134]    train-error:0.176471
## [135]    train-error:0.176471
## [136]    train-error:0.182073
## [137]    train-error:0.184874
## [138]    train-error:0.184874
## [139]    train-error:0.184874
## [140]    train-error:0.182073
## [141]    train-error:0.184874
## [142]    train-error:0.182073
## [143]    train-error:0.184874
## [144]    train-error:0.184874
## [145]    train-error:0.184874
## [146]    train-error:0.184874
## [147]    train-error:0.190476
## [148]    train-error:0.184874
## [149]    train-error:0.179272
## [150]    train-error:0.179272
## [151]    train-error:0.179272
## [152]    train-error:0.176471
## [153]    train-error:0.176471
## [154]    train-error:0.176471
## [155]    train-error:0.182073
## [156]    train-error:0.179272
## [157]    train-error:0.184874
## [158]    train-error:0.184874
## [159]    train-error:0.184874
## [160]    train-error:0.184874
## [161]    train-error:0.176471
## [162]    train-error:0.168067
## [163]    train-error:0.173669
## [164]    train-error:0.176471
## [165]    train-error:0.170868
## [166]    train-error:0.179272
## [167]    train-error:0.182073
## [168]    train-error:0.182073
## [169]    train-error:0.176471
## [170]    train-error:0.176471
## [171]    train-error:0.182073
## [172]    train-error:0.187675
## [173]    train-error:0.187675
## [174]    train-error:0.184874
## [175]    train-error:0.182073
## [176]    train-error:0.182073
## [177]    train-error:0.179272
## [178]    train-error:0.170868
## [179]    train-error:0.168067
## [180]    train-error:0.168067
## [181]    train-error:0.173669
## [182]    train-error:0.179272
## [183]    train-error:0.179272
## [184]    train-error:0.176471
## [185]    train-error:0.179272
## [186]    train-error:0.179272
## [187]    train-error:0.170868
## [188]    train-error:0.170868
## [189]    train-error:0.176471
## [190]    train-error:0.173669
## [191]    train-error:0.176471
## [192]    train-error:0.173669
## [193]    train-error:0.168067
## [194]    train-error:0.165266
## [195]    train-error:0.165266
## [196]    train-error:0.165266
## [197]    train-error:0.165266
## [198]    train-error:0.165266
## [199]    train-error:0.162465
## [200]    train-error:0.173669
## [201]    train-error:0.168067
## [202]    train-error:0.170868
## [203]    train-error:0.168067
## [204]    train-error:0.170868
## [205]    train-error:0.170868
## [206]    train-error:0.165266
## [207]    train-error:0.173669
## [208]    train-error:0.165266
## [209]    train-error:0.170868
## [210]    train-error:0.173669
## [211]    train-error:0.168067
## [212]    train-error:0.170868
## [213]    train-error:0.173669
## [214]    train-error:0.173669
## [215]    train-error:0.173669
## [216]    train-error:0.170868
## [217]    train-error:0.165266
## [218]    train-error:0.168067
## [219]    train-error:0.162465
## [220]    train-error:0.165266
## [221]    train-error:0.162465
## [222]    train-error:0.170868
## [223]    train-error:0.182073
## [224]    train-error:0.182073
## [225]    train-error:0.182073
## [226]    train-error:0.176471
## [227]    train-error:0.176471
## [228]    train-error:0.162465
## [229]    train-error:0.176471
## [230]    train-error:0.173669
## [231]    train-error:0.165266
## [232]    train-error:0.168067
## [233]    train-error:0.176471
## [234]    train-error:0.162465
## [235]    train-error:0.162465
## [236]    train-error:0.170868
## [237]    train-error:0.156863
## [238]    train-error:0.173669
## [239]    train-error:0.168067
## [240]    train-error:0.173669
## [241]    train-error:0.168067
## [242]    train-error:0.168067
## [243]    train-error:0.168067
## [244]    train-error:0.168067
## [245]    train-error:0.170868
## [246]    train-error:0.165266
## [247]    train-error:0.173669
## [248]    train-error:0.173669
## [249]    train-error:0.173669
## [250]    train-error:0.168067
## [251]    train-error:0.168067
## [252]    train-error:0.173669
## [253]    train-error:0.170868
## [254]    train-error:0.176471
## [255]    train-error:0.170868
## [256]    train-error:0.176471
## [257]    train-error:0.170868
## [258]    train-error:0.170868
## [259]    train-error:0.173669
## [260]    train-error:0.179272
## [261]    train-error:0.179272
## [262]    train-error:0.182073
## [263]    train-error:0.179272
## [264]    train-error:0.190476
## [265]    train-error:0.173669
## [266]    train-error:0.176471
## [267]    train-error:0.179272
## [268]    train-error:0.179272
## [269]    train-error:0.182073
## [270]    train-error:0.182073
## [271]    train-error:0.184874
## [272]    train-error:0.184874
## [273]    train-error:0.190476
## [274]    train-error:0.190476
## [275]    train-error:0.187675
## [276]    train-error:0.179272
## [277]    train-error:0.182073
## [278]    train-error:0.173669
## [279]    train-error:0.170868
## [280]    train-error:0.173669
## [281]    train-error:0.176471
## [282]    train-error:0.173669
## [283]    train-error:0.176471
## [284]    train-error:0.173669
## [285]    train-error:0.173669
## [286]    train-error:0.170868
## [287]    train-error:0.173669
## [288]    train-error:0.184874
## [289]    train-error:0.179272
## [290]    train-error:0.173669
## [291]    train-error:0.176471
## [292]    train-error:0.179272
## [293]    train-error:0.179272
## [294]    train-error:0.179272
## [295]    train-error:0.176471
## [296]    train-error:0.182073
## [297]    train-error:0.184874
## [298]    train-error:0.176471
## [299]    train-error:0.179272
## [300]    train-error:0.170868
## [301]    train-error:0.168067
## [302]    train-error:0.168067
## [303]    train-error:0.176471
## [304]    train-error:0.179272
## [305]    train-error:0.179272
## [306]    train-error:0.170868
## [307]    train-error:0.165266
## [308]    train-error:0.170868
## [309]    train-error:0.173669
## [310]    train-error:0.173669
## [311]    train-error:0.170868
## [312]    train-error:0.170868
## [313]    train-error:0.168067
## [314]    train-error:0.170868
## [315]    train-error:0.184874
## [316]    train-error:0.187675
## [317]    train-error:0.184874
## [318]    train-error:0.184874
## [319]    train-error:0.184874
## [320]    train-error:0.196078
## [321]    train-error:0.190476
## [322]    train-error:0.190476
## [323]    train-error:0.196078
## [324]    train-error:0.196078
## [325]    train-error:0.196078
## [326]    train-error:0.187675
## [327]    train-error:0.187675
## [328]    train-error:0.182073
## [329]    train-error:0.182073
## [330]    train-error:0.193277
## [331]    train-error:0.182073
## [332]    train-error:0.182073
## [333]    train-error:0.182073
## [334]    train-error:0.176471
## [335]    train-error:0.182073
## [336]    train-error:0.184874
## [337]    train-error:0.182073
## [338]    train-error:0.184874
## [339]    train-error:0.187675
## [340]    train-error:0.182073
## [341]    train-error:0.176471
## [342]    train-error:0.182073
## [343]    train-error:0.182073
## [344]    train-error:0.170868
## [345]    train-error:0.170868
## [346]    train-error:0.165266
## [347]    train-error:0.165266
## [348]    train-error:0.173669
## [349]    train-error:0.193277
## [350]    train-error:0.196078
## [351]    train-error:0.193277
## [352]    train-error:0.196078
## [353]    train-error:0.196078
## [354]    train-error:0.193277
## [355]    train-error:0.196078
## [356]    train-error:0.196078
## [357]    train-error:0.182073
## [358]    train-error:0.184874
## [359]    train-error:0.176471
## [360]    train-error:0.170868
## [361]    train-error:0.179272
## [362]    train-error:0.170868
## [363]    train-error:0.187675
## [364]    train-error:0.176471
## [365]    train-error:0.170868
## [366]    train-error:0.173669
## [367]    train-error:0.173669
## [368]    train-error:0.179272
## [369]    train-error:0.170868
## [370]    train-error:0.173669
## [371]    train-error:0.179272
## [372]    train-error:0.176471
## [373]    train-error:0.176471
## [374]    train-error:0.170868
## [375]    train-error:0.173669
## [376]    train-error:0.173669
## [377]    train-error:0.173669
## [378]    train-error:0.176471
## [379]    train-error:0.182073
## [380]    train-error:0.182073
## [381]    train-error:0.176471
## [382]    train-error:0.179272
## [383]    train-error:0.179272
## [384]    train-error:0.179272
## [385]    train-error:0.184874
## [386]    train-error:0.179272
## [387]    train-error:0.179272
## [388]    train-error:0.182073
## [389]    train-error:0.173669
## [390]    train-error:0.184874
## [391]    train-error:0.179272
## [392]    train-error:0.193277
## [393]    train-error:0.187675
## [394]    train-error:0.176471
## [395]    train-error:0.176471
## [396]    train-error:0.170868
## [397]    train-error:0.173669
## [398]    train-error:0.179272
## [399]    train-error:0.179272
## [400]    train-error:0.173669
## [401]    train-error:0.173669
## [402]    train-error:0.176471
## [403]    train-error:0.173669
## [404]    train-error:0.182073
## [405]    train-error:0.187675
## [406]    train-error:0.182073
## [407]    train-error:0.176471
## [408]    train-error:0.176471
## [409]    train-error:0.179272
## [410]    train-error:0.176471
## [411]    train-error:0.176471
## [412]    train-error:0.176471
## [413]    train-error:0.179272
## [414]    train-error:0.176471
## [415]    train-error:0.173669
## [416]    train-error:0.179272
## [417]    train-error:0.179272
## [418]    train-error:0.179272
## [419]    train-error:0.179272
## [420]    train-error:0.176471
## [421]    train-error:0.176471
## [422]    train-error:0.179272
## [423]    train-error:0.176471
## [424]    train-error:0.176471
## [425]    train-error:0.179272
## [426]    train-error:0.176471
## [427]    train-error:0.176471
## [428]    train-error:0.176471
## [429]    train-error:0.176471
## [430]    train-error:0.173669
## [431]    train-error:0.170868
## [432]    train-error:0.168067
## [433]    train-error:0.168067
## [434]    train-error:0.165266
## [435]    train-error:0.165266
## [436]    train-error:0.170868
## [437]    train-error:0.184874
## [438]    train-error:0.184874
## [439]    train-error:0.179272
## [440]    train-error:0.179272
## [441]    train-error:0.173669
## [442]    train-error:0.170868
## [443]    train-error:0.170868
## [444]    train-error:0.173669
## [445]    train-error:0.187675
## [446]    train-error:0.170868
## [447]    train-error:0.170868
## [448]    train-error:0.173669
## [449]    train-error:0.170868
## [450]    train-error:0.176471
## [451]    train-error:0.165266
## [452]    train-error:0.176471
## [453]    train-error:0.168067
## [454]    train-error:0.165266
## [455]    train-error:0.168067
## [456]    train-error:0.165266
## [457]    train-error:0.165266
## [458]    train-error:0.168067
## [459]    train-error:0.165266
## [460]    train-error:0.170868
## [461]    train-error:0.179272
## [462]    train-error:0.184874
## [463]    train-error:0.182073
## [464]    train-error:0.176471
## [465]    train-error:0.173669
## [466]    train-error:0.173669
## [467]    train-error:0.173669
## [468]    train-error:0.173669
## [469]    train-error:0.173669
## [470]    train-error:0.176471
## [471]    train-error:0.176471
## [472]    train-error:0.179272
## [473]    train-error:0.162465
## [474]    train-error:0.168067
## [475]    train-error:0.179272
## [476]    train-error:0.184874
## [477]    train-error:0.184874
## [478]    train-error:0.184874
## [479]    train-error:0.184874
## [480]    train-error:0.184874
## [481]    train-error:0.182073
## [482]    train-error:0.184874
## [483]    train-error:0.184874
## [484]    train-error:0.168067
## [485]    train-error:0.179272
## [486]    train-error:0.184874
## [487]    train-error:0.184874
## [488]    train-error:0.184874
## [489]    train-error:0.182073
## [490]    train-error:0.182073
## [491]    train-error:0.179272
## [492]    train-error:0.182073
## [493]    train-error:0.184874
## [494]    train-error:0.179272
## [495]    train-error:0.168067
## [496]    train-error:0.165266
## [497]    train-error:0.176471
## [498]    train-error:0.165266
## [499]    train-error:0.165266
## [500]    train-error:0.165266
## [501]    train-error:0.165266
## [502]    train-error:0.162465
## [503]    train-error:0.165266
## [504]    train-error:0.162465
## [505]    train-error:0.184874
## [506]    train-error:0.179272
## [507]    train-error:0.173669
## [508]    train-error:0.176471
## [509]    train-error:0.168067
## [510]    train-error:0.170868
## [511]    train-error:0.184874
## [512]    train-error:0.187675
## [513]    train-error:0.184874
## [514]    train-error:0.165266
## [515]    train-error:0.168067
## [516]    train-error:0.168067
## [517]    train-error:0.176471
## [518]    train-error:0.173669
## [519]    train-error:0.176471
## [520]    train-error:0.179272
## [521]    train-error:0.187675
## [522]    train-error:0.184874
## [523]    train-error:0.184874
## [524]    train-error:0.182073
## [525]    train-error:0.184874
## [526]    train-error:0.187675
## [527]    train-error:0.184874
## [528]    train-error:0.187675
## [529]    train-error:0.173669
## [530]    train-error:0.173669
## [531]    train-error:0.170868
## [532]    train-error:0.165266
## [533]    train-error:0.165266
## [534]    train-error:0.173669
## [535]    train-error:0.173669
## [536]    train-error:0.173669
## [537]    train-error:0.170868
## [538]    train-error:0.165266
## [539]    train-error:0.168067
## [540]    train-error:0.179272
## [541]    train-error:0.179272
## [542]    train-error:0.182073
## [543]    train-error:0.173669
## [544]    train-error:0.182073
## [545]    train-error:0.179272
## [546]    train-error:0.176471
## [547]    train-error:0.170868
## [548]    train-error:0.168067
## [549]    train-error:0.184874
## [550]    train-error:0.187675
## [551]    train-error:0.184874
## [552]    train-error:0.184874
## [553]    train-error:0.184874
## [554]    train-error:0.176471
## [555]    train-error:0.170868
## [556]    train-error:0.170868
## [557]    train-error:0.173669
## [558]    train-error:0.176471
## [559]    train-error:0.176471
## [560]    train-error:0.170868
## [561]    train-error:0.170868
## [562]    train-error:0.173669
## [563]    train-error:0.170868
## [564]    train-error:0.170868
## [565]    train-error:0.170868
## [566]    train-error:0.173669
## [567]    train-error:0.184874
## [568]    train-error:0.176471
## [569]    train-error:0.173669
## [570]    train-error:0.173669
## [571]    train-error:0.173669
## [572]    train-error:0.173669
## [573]    train-error:0.176471
## [574]    train-error:0.170868
## [0]  train-error:0.217877
## [1]  train-error:0.192737
## [2]  train-error:0.209497
## [3]  train-error:0.170391
## [4]  train-error:0.192737
## [5]  train-error:0.175978
## [6]  train-error:0.175978
## [7]  train-error:0.173184
## [8]  train-error:0.167598
## [9]  train-error:0.175978
## [10] train-error:0.173184
## [11] train-error:0.187151
## [12] train-error:0.184358
## [13] train-error:0.189944
## [14] train-error:0.189944
## [15] train-error:0.184358
## [16] train-error:0.184358
## [17] train-error:0.167598
## [18] train-error:0.173184
## [19] train-error:0.150838
## [20] train-error:0.150838
## [21] train-error:0.184358
## [22] train-error:0.181564
## [23] train-error:0.175978
## [24] train-error:0.164804
## [25] train-error:0.150838
## [26] train-error:0.156425
## [27] train-error:0.153631
## [28] train-error:0.162011
## [29] train-error:0.162011
## [30] train-error:0.164804
## [31] train-error:0.156425
## [32] train-error:0.156425
## [33] train-error:0.150838
## [34] train-error:0.150838
## [35] train-error:0.156425
## [36] train-error:0.156425
## [37] train-error:0.150838
## [38] train-error:0.159218
## [39] train-error:0.134078
## [40] train-error:0.145251
## [41] train-error:0.153631
## [42] train-error:0.148045
## [43] train-error:0.159218
## [44] train-error:0.150838
## [45] train-error:0.145251
## [46] train-error:0.145251
## [47] train-error:0.136872
## [48] train-error:0.139665
## [49] train-error:0.139665
## [50] train-error:0.153631
## [51] train-error:0.150838
## [52] train-error:0.150838
## [53] train-error:0.139665
## [54] train-error:0.142458
## [55] train-error:0.136872
## [56] train-error:0.145251
## [57] train-error:0.142458
## [58] train-error:0.153631
## [59] train-error:0.148045
## [60] train-error:0.153631
## [61] train-error:0.164804
## [62] train-error:0.164804
## [63] train-error:0.145251
## [64] train-error:0.156425
## [65] train-error:0.150838
## [66] train-error:0.145251
## [67] train-error:0.139665
## [68] train-error:0.150838
## [69] train-error:0.142458
## [70] train-error:0.142458
## [71] train-error:0.136872
## [72] train-error:0.142458
## [73] train-error:0.139665
## [74] train-error:0.136872
## [75] train-error:0.131285
## [76] train-error:0.136872
## [77] train-error:0.131285
## [78] train-error:0.139665
## [79] train-error:0.145251
## [80] train-error:0.136872
## [81] train-error:0.125698
## [82] train-error:0.136872
## [83] train-error:0.134078
## [84] train-error:0.117318
## [85] train-error:0.139665
## [86] train-error:0.148045
## [87] train-error:0.153631
## [88] train-error:0.139665
## [89] train-error:0.122905
## [90] train-error:0.128492
## [91] train-error:0.136872
## [92] train-error:0.136872
## [93] train-error:0.136872
## [94] train-error:0.145251
## [95] train-error:0.136872
## [96] train-error:0.131285
## [97] train-error:0.139665
## [98] train-error:0.136872
## [99] train-error:0.139665
## [100]    train-error:0.145251
## [101]    train-error:0.145251
## [102]    train-error:0.145251
## [103]    train-error:0.139665
## [104]    train-error:0.139665
## [105]    train-error:0.136872
## [106]    train-error:0.134078
## [107]    train-error:0.136872
## [108]    train-error:0.139665
## [109]    train-error:0.131285
## [110]    train-error:0.142458
## [111]    train-error:0.139665
## [112]    train-error:0.128492
## [113]    train-error:0.122905
## [114]    train-error:0.122905
## [115]    train-error:0.128492
## [116]    train-error:0.120112
## [117]    train-error:0.125698
## [118]    train-error:0.120112
## [119]    train-error:0.122905
## [120]    train-error:0.122905
## [121]    train-error:0.117318
## [122]    train-error:0.120112
## [123]    train-error:0.117318
## [124]    train-error:0.117318
## [125]    train-error:0.120112
## [126]    train-error:0.114525
## [127]    train-error:0.111732
## [128]    train-error:0.128492
## [129]    train-error:0.122905
## [130]    train-error:0.128492
## [131]    train-error:0.120112
## [132]    train-error:0.128492
## [133]    train-error:0.122905
## [134]    train-error:0.136872
## [135]    train-error:0.142458
## [136]    train-error:0.136872
## [137]    train-error:0.131285
## [138]    train-error:0.125698
## [139]    train-error:0.120112
## [140]    train-error:0.120112
## [141]    train-error:0.122905
## [142]    train-error:0.120112
## [143]    train-error:0.122905
## [144]    train-error:0.128492
## [145]    train-error:0.120112
## [146]    train-error:0.120112
## [147]    train-error:0.122905
## [148]    train-error:0.114525
## [149]    train-error:0.103352
## [150]    train-error:0.106145
## [151]    train-error:0.106145
## [152]    train-error:0.114525
## [153]    train-error:0.117318
## [154]    train-error:0.125698
## [155]    train-error:0.120112
## [156]    train-error:0.108939
## [157]    train-error:0.103352
## [158]    train-error:0.111732
## [159]    train-error:0.120112
## [160]    train-error:0.122905
## [161]    train-error:0.111732
## [162]    train-error:0.111732
## [163]    train-error:0.114525
## [164]    train-error:0.111732
## [165]    train-error:0.111732
## [166]    train-error:0.097765
## [167]    train-error:0.097765
## [168]    train-error:0.106145
## [169]    train-error:0.097765
## [170]    train-error:0.092179
## [171]    train-error:0.097765
## [172]    train-error:0.094972
## [173]    train-error:0.094972
## [174]    train-error:0.103352
## [175]    train-error:0.103352
## [176]    train-error:0.111732
## [177]    train-error:0.094972
## [178]    train-error:0.111732
## [179]    train-error:0.092179
## [180]    train-error:0.103352
## [181]    train-error:0.106145
## [182]    train-error:0.100559
## [183]    train-error:0.100559
## [184]    train-error:0.106145
## [185]    train-error:0.100559
## [186]    train-error:0.092179
## [187]    train-error:0.103352
## [188]    train-error:0.089385
## [189]    train-error:0.092179
## [190]    train-error:0.094972
## [191]    train-error:0.089385
## [192]    train-error:0.083799
## [193]    train-error:0.089385
## [194]    train-error:0.094972
## [195]    train-error:0.089385
## [196]    train-error:0.106145
## [197]    train-error:0.100559
## [198]    train-error:0.100559
## [199]    train-error:0.097765
## [200]    train-error:0.092179
## [201]    train-error:0.089385
## [202]    train-error:0.094972
## [203]    train-error:0.094972
## [204]    train-error:0.089385
## [205]    train-error:0.083799
## [206]    train-error:0.083799
## [207]    train-error:0.086592
## [208]    train-error:0.089385
## [209]    train-error:0.083799
## [210]    train-error:0.097765
## [211]    train-error:0.111732
## [212]    train-error:0.103352
## [213]    train-error:0.114525
## [214]    train-error:0.111732
## [215]    train-error:0.111732
## [216]    train-error:0.114525
## [217]    train-error:0.097765
## [218]    train-error:0.120112
## [219]    train-error:0.106145
## [220]    train-error:0.106145
## [221]    train-error:0.094972
## [222]    train-error:0.086592
## [223]    train-error:0.103352
## [224]    train-error:0.092179
## [225]    train-error:0.097765
## [226]    train-error:0.089385
## [227]    train-error:0.092179
## [228]    train-error:0.086592
## [229]    train-error:0.092179
## [230]    train-error:0.094972
## [231]    train-error:0.092179
## [232]    train-error:0.089385
## [233]    train-error:0.083799
## [234]    train-error:0.089385
## [235]    train-error:0.092179
## [236]    train-error:0.092179
## [237]    train-error:0.089385
## [238]    train-error:0.094972
## [239]    train-error:0.092179
## [240]    train-error:0.097765
## [241]    train-error:0.092179
## [242]    train-error:0.108939
## [243]    train-error:0.097765
## [244]    train-error:0.097765
## [245]    train-error:0.089385
## [246]    train-error:0.100559
## [247]    train-error:0.106145
## [248]    train-error:0.108939
## [249]    train-error:0.103352
## [250]    train-error:0.106145
## [251]    train-error:0.094972
## [252]    train-error:0.094972
## [253]    train-error:0.106145
## [254]    train-error:0.108939
## [255]    train-error:0.111732
## [256]    train-error:0.103352
## [257]    train-error:0.108939
## [258]    train-error:0.094972
## [259]    train-error:0.100559
## [260]    train-error:0.097765
## [261]    train-error:0.103352
## [262]    train-error:0.092179
## [263]    train-error:0.097765
## [264]    train-error:0.089385
## [265]    train-error:0.100559
## [266]    train-error:0.089385
## [267]    train-error:0.094972
## [268]    train-error:0.092179
## [269]    train-error:0.089385
## [270]    train-error:0.097765
## [271]    train-error:0.097765
## [272]    train-error:0.100559
## [273]    train-error:0.103352
## [274]    train-error:0.106145
## [275]    train-error:0.100559
## [276]    train-error:0.097765
## [277]    train-error:0.097765
## [278]    train-error:0.094972
## [279]    train-error:0.089385
## [280]    train-error:0.094972
## [281]    train-error:0.089385
## [282]    train-error:0.086592
## [283]    train-error:0.092179
## [284]    train-error:0.092179
## [285]    train-error:0.089385
## [286]    train-error:0.092179
## [287]    train-error:0.083799
## [288]    train-error:0.083799
## [289]    train-error:0.094972
## [290]    train-error:0.086592
## [291]    train-error:0.081006
## [292]    train-error:0.094972
## [293]    train-error:0.094972
## [294]    train-error:0.097765
## [295]    train-error:0.094972
## [296]    train-error:0.097765
## [297]    train-error:0.103352
## [298]    train-error:0.092179
## [299]    train-error:0.094972
## [300]    train-error:0.083799
## [301]    train-error:0.097765
## [302]    train-error:0.094972
## [303]    train-error:0.083799
## [0]  train-error:0.193277
## [1]  train-error:0.193277
## [2]  train-error:0.170868
## [3]  train-error:0.154062
## [4]  train-error:0.165266
## [5]  train-error:0.168067
## [6]  train-error:0.170868
## [7]  train-error:0.184874
## [8]  train-error:0.170868
## [9]  train-error:0.168067
## [10] train-error:0.159664
## [11] train-error:0.154062
## [12] train-error:0.159664
## [13] train-error:0.162465
## [14] train-error:0.168067
## [15] train-error:0.154062
## [16] train-error:0.140056
## [17] train-error:0.131653
## [18] train-error:0.128852
## [19] train-error:0.128852
## [20] train-error:0.131653
## [21] train-error:0.142857
## [22] train-error:0.134454
## [23] train-error:0.123249
## [24] train-error:0.140056
## [25] train-error:0.142857
## [26] train-error:0.148459
## [27] train-error:0.156863
## [28] train-error:0.142857
## [29] train-error:0.145658
## [30] train-error:0.126050
## [31] train-error:0.145658
## [32] train-error:0.142857
## [33] train-error:0.148459
## [34] train-error:0.142857
## [35] train-error:0.148459
## [36] train-error:0.142857
## [37] train-error:0.140056
## [38] train-error:0.145658
## [39] train-error:0.109244
## [40] train-error:0.114846
## [41] train-error:0.134454
## [42] train-error:0.114846
## [43] train-error:0.131653
## [44] train-error:0.134454
## [45] train-error:0.128852
## [46] train-error:0.123249
## [47] train-error:0.126050
## [48] train-error:0.120448
## [49] train-error:0.126050
## [50] train-error:0.123249
## [51] train-error:0.114846
## [52] train-error:0.126050
## [53] train-error:0.114846
## [54] train-error:0.112045
## [55] train-error:0.112045
## [56] train-error:0.114846
## [57] train-error:0.128852
## [58] train-error:0.114846
## [59] train-error:0.117647
## [60] train-error:0.123249
## [61] train-error:0.123249
## [62] train-error:0.120448
## [63] train-error:0.117647
## [64] train-error:0.100840
## [65] train-error:0.126050
## [66] train-error:0.134454
## [67] train-error:0.123249
## [68] train-error:0.120448
## [69] train-error:0.117647
## [70] train-error:0.123249
## [71] train-error:0.112045
## [72] train-error:0.100840
## [73] train-error:0.103641
## [74] train-error:0.095238
## [75] train-error:0.100840
## [76] train-error:0.100840
## [77] train-error:0.100840
## [78] train-error:0.112045
## [79] train-error:0.128852
## [80] train-error:0.106443
## [81] train-error:0.100840
## [82] train-error:0.114846
## [83] train-error:0.103641
## [84] train-error:0.112045
## [85] train-error:0.098039
## [86] train-error:0.109244
## [87] train-error:0.112045
## [88] train-error:0.120448
## [89] train-error:0.114846
## [90] train-error:0.114846
## [91] train-error:0.128852
## [92] train-error:0.112045
## [93] train-error:0.106443
## [94] train-error:0.109244
## [95] train-error:0.114846
## [96] train-error:0.112045
## [97] train-error:0.117647
## [98] train-error:0.109244
## [99] train-error:0.106443
## [100]    train-error:0.103641
## [101]    train-error:0.112045
## [102]    train-error:0.103641
## [103]    train-error:0.106443
## [104]    train-error:0.098039
## [105]    train-error:0.098039
## [106]    train-error:0.098039
## [107]    train-error:0.100840
## [108]    train-error:0.109244
## [109]    train-error:0.106443
## [110]    train-error:0.109244
## [111]    train-error:0.109244
## [112]    train-error:0.109244
## [113]    train-error:0.109244
## [114]    train-error:0.114846
## [115]    train-error:0.106443
## [116]    train-error:0.109244
## [117]    train-error:0.112045
## [118]    train-error:0.117647
## [119]    train-error:0.114846
## [120]    train-error:0.109244
## [121]    train-error:0.103641
## [122]    train-error:0.103641
## [123]    train-error:0.100840
## [124]    train-error:0.103641
## [125]    train-error:0.112045
## [126]    train-error:0.109244
## [127]    train-error:0.109244
## [128]    train-error:0.100840
## [129]    train-error:0.106443
## [130]    train-error:0.106443
## [131]    train-error:0.106443
## [132]    train-error:0.103641
## [133]    train-error:0.103641
## [134]    train-error:0.112045
## [135]    train-error:0.106443
## [136]    train-error:0.106443
## [137]    train-error:0.103641
## [138]    train-error:0.095238
## [139]    train-error:0.095238
## [140]    train-error:0.098039
## [141]    train-error:0.098039
## [142]    train-error:0.109244
## [143]    train-error:0.103641
## [144]    train-error:0.103641
## [145]    train-error:0.103641
## [146]    train-error:0.109244
## [147]    train-error:0.114846
## [148]    train-error:0.114846
## [149]    train-error:0.109244
## [150]    train-error:0.109244
## [151]    train-error:0.112045
## [152]    train-error:0.126050
## [153]    train-error:0.123249
## [154]    train-error:0.117647
## [155]    train-error:0.100840
## [156]    train-error:0.112045
## [157]    train-error:0.106443
## [158]    train-error:0.109244
## [159]    train-error:0.098039
## [160]    train-error:0.092437
## [161]    train-error:0.095238
## [162]    train-error:0.098039
## [163]    train-error:0.081232
## [164]    train-error:0.089636
## [165]    train-error:0.092437
## [166]    train-error:0.086835
## [167]    train-error:0.084034
## [168]    train-error:0.086835
## [169]    train-error:0.086835
## [170]    train-error:0.084034
## [171]    train-error:0.106443
## [172]    train-error:0.114846
## [173]    train-error:0.092437
## [174]    train-error:0.084034
## [175]    train-error:0.092437
## [176]    train-error:0.089636
## [177]    train-error:0.089636
## [178]    train-error:0.086835
## [179]    train-error:0.089636
## [180]    train-error:0.086835
## [181]    train-error:0.092437
## [182]    train-error:0.095238
## [183]    train-error:0.086835
## [184]    train-error:0.084034
## [185]    train-error:0.081232
## [186]    train-error:0.089636
## [187]    train-error:0.084034
## [188]    train-error:0.081232
## [189]    train-error:0.084034
## [190]    train-error:0.086835
## [191]    train-error:0.092437
## [192]    train-error:0.086835
## [193]    train-error:0.086835
## [194]    train-error:0.084034
## [195]    train-error:0.089636
## [196]    train-error:0.092437
## [197]    train-error:0.095238
## [198]    train-error:0.095238
## [199]    train-error:0.095238
## [200]    train-error:0.089636
## [201]    train-error:0.086835
## [202]    train-error:0.092437
## [203]    train-error:0.114846
## [204]    train-error:0.095238
## [205]    train-error:0.103641
## [206]    train-error:0.098039
## [207]    train-error:0.086835
## [208]    train-error:0.084034
## [209]    train-error:0.092437
## [210]    train-error:0.084034
## [211]    train-error:0.084034
## [212]    train-error:0.086835
## [213]    train-error:0.086835
## [214]    train-error:0.092437
## [215]    train-error:0.089636
## [216]    train-error:0.086835
## [217]    train-error:0.092437
## [218]    train-error:0.098039
## [219]    train-error:0.086835
## [220]    train-error:0.098039
## [221]    train-error:0.092437
## [222]    train-error:0.095238
## [223]    train-error:0.086835
## [224]    train-error:0.081232
## [225]    train-error:0.086835
## [226]    train-error:0.095238
## [227]    train-error:0.092437
## [228]    train-error:0.089636
## [229]    train-error:0.086835
## [230]    train-error:0.089636
## [231]    train-error:0.089636
## [232]    train-error:0.084034
## [233]    train-error:0.086835
## [234]    train-error:0.086835
## [235]    train-error:0.081232
## [236]    train-error:0.095238
## [237]    train-error:0.089636
## [238]    train-error:0.081232
## [239]    train-error:0.070028
## [240]    train-error:0.078431
## [241]    train-error:0.075630
## [242]    train-error:0.081232
## [243]    train-error:0.089636
## [244]    train-error:0.089636
## [245]    train-error:0.086835
## [246]    train-error:0.092437
## [247]    train-error:0.081232
## [248]    train-error:0.084034
## [249]    train-error:0.086835
## [250]    train-error:0.081232
## [251]    train-error:0.081232
## [252]    train-error:0.084034
## [253]    train-error:0.084034
## [254]    train-error:0.084034
## [255]    train-error:0.095238
## [256]    train-error:0.086835
## [257]    train-error:0.092437
## [258]    train-error:0.095238
## [259]    train-error:0.089636
## [260]    train-error:0.089636
## [261]    train-error:0.092437
## [262]    train-error:0.092437
## [263]    train-error:0.086835
## [264]    train-error:0.089636
## [265]    train-error:0.086835
## [266]    train-error:0.089636
## [267]    train-error:0.075630
## [268]    train-error:0.075630
## [269]    train-error:0.078431
## [270]    train-error:0.078431
## [271]    train-error:0.070028
## [272]    train-error:0.086835
## [273]    train-error:0.081232
## [274]    train-error:0.089636
## [275]    train-error:0.084034
## [276]    train-error:0.078431
## [277]    train-error:0.078431
## [278]    train-error:0.078431
## [279]    train-error:0.078431
## [280]    train-error:0.078431
## [281]    train-error:0.089636
## [282]    train-error:0.081232
## [283]    train-error:0.092437
## [284]    train-error:0.089636
## [285]    train-error:0.089636
## [286]    train-error:0.089636
## [287]    train-error:0.092437
## [288]    train-error:0.086835
## [289]    train-error:0.092437
## [290]    train-error:0.084034
## [291]    train-error:0.084034
## [292]    train-error:0.086835
## [293]    train-error:0.098039
## [294]    train-error:0.086835
## [295]    train-error:0.089636
## [296]    train-error:0.095238
## [297]    train-error:0.084034
## [298]    train-error:0.089636
## [299]    train-error:0.106443
## [300]    train-error:0.100840
## [301]    train-error:0.095238
## [302]    train-error:0.092437
## [303]    train-error:0.095238
## [0]  train-error:0.235294
## [1]  train-error:0.212885
## [2]  train-error:0.179272
## [3]  train-error:0.187675
## [4]  train-error:0.173669
## [5]  train-error:0.179272
## [6]  train-error:0.179272
## [7]  train-error:0.170868
## [8]  train-error:0.179272
## [9]  train-error:0.173669
## [10] train-error:0.170868
## [11] train-error:0.179272
## [12] train-error:0.162465
## [13] train-error:0.154062
## [14] train-error:0.145658
## [15] train-error:0.159664
## [16] train-error:0.151261
## [17] train-error:0.156863
## [18] train-error:0.148459
## [19] train-error:0.145658
## [20] train-error:0.156863
## [21] train-error:0.159664
## [22] train-error:0.134454
## [23] train-error:0.148459
## [24] train-error:0.142857
## [25] train-error:0.142857
## [26] train-error:0.140056
## [27] train-error:0.137255
## [28] train-error:0.137255
## [29] train-error:0.134454
## [30] train-error:0.134454
## [31] train-error:0.131653
## [32] train-error:0.137255
## [33] train-error:0.134454
## [34] train-error:0.140056
## [35] train-error:0.128852
## [36] train-error:0.126050
## [37] train-error:0.131653
## [38] train-error:0.148459
## [39] train-error:0.128852
## [40] train-error:0.131653
## [41] train-error:0.134454
## [42] train-error:0.126050
## [43] train-error:0.126050
## [44] train-error:0.123249
## [45] train-error:0.128852
## [46] train-error:0.123249
## [47] train-error:0.126050
## [48] train-error:0.137255
## [49] train-error:0.123249
## [50] train-error:0.117647
## [51] train-error:0.137255
## [52] train-error:0.123249
## [53] train-error:0.142857
## [54] train-error:0.140056
## [55] train-error:0.131653
## [56] train-error:0.120448
## [57] train-error:0.120448
## [58] train-error:0.128852
## [59] train-error:0.120448
## [60] train-error:0.109244
## [61] train-error:0.109244
## [62] train-error:0.114846
## [63] train-error:0.109244
## [64] train-error:0.117647
## [65] train-error:0.120448
## [66] train-error:0.117647
## [67] train-error:0.123249
## [68] train-error:0.120448
## [69] train-error:0.103641
## [70] train-error:0.114846
## [71] train-error:0.114846
## [72] train-error:0.114846
## [73] train-error:0.123249
## [74] train-error:0.109244
## [75] train-error:0.114846
## [76] train-error:0.126050
## [77] train-error:0.140056
## [78] train-error:0.140056
## [79] train-error:0.120448
## [80] train-error:0.120448
## [81] train-error:0.123249
## [82] train-error:0.112045
## [83] train-error:0.123249
## [84] train-error:0.126050
## [85] train-error:0.131653
## [86] train-error:0.123249
## [87] train-error:0.120448
## [88] train-error:0.114846
## [89] train-error:0.120448
## [90] train-error:0.126050
## [91] train-error:0.123249
## [92] train-error:0.120448
## [93] train-error:0.120448
## [94] train-error:0.117647
## [95] train-error:0.117647
## [96] train-error:0.112045
## [97] train-error:0.114846
## [98] train-error:0.117647
## [99] train-error:0.112045
## [100]    train-error:0.123249
## [101]    train-error:0.137255
## [102]    train-error:0.123249
## [103]    train-error:0.134454
## [104]    train-error:0.123249
## [105]    train-error:0.123249
## [106]    train-error:0.120448
## [107]    train-error:0.109244
## [108]    train-error:0.112045
## [109]    train-error:0.120448
## [110]    train-error:0.117647
## [111]    train-error:0.114846
## [112]    train-error:0.106443
## [113]    train-error:0.117647
## [114]    train-error:0.126050
## [115]    train-error:0.100840
## [116]    train-error:0.112045
## [117]    train-error:0.112045
## [118]    train-error:0.103641
## [119]    train-error:0.112045
## [120]    train-error:0.128852
## [121]    train-error:0.128852
## [122]    train-error:0.128852
## [123]    train-error:0.120448
## [124]    train-error:0.114846
## [125]    train-error:0.109244
## [126]    train-error:0.100840
## [127]    train-error:0.109244
## [128]    train-error:0.126050
## [129]    train-error:0.117647
## [130]    train-error:0.114846
## [131]    train-error:0.106443
## [132]    train-error:0.106443
## [133]    train-error:0.109244
## [134]    train-error:0.109244
## [135]    train-error:0.095238
## [136]    train-error:0.106443
## [137]    train-error:0.109244
## [138]    train-error:0.114846
## [139]    train-error:0.106443
## [140]    train-error:0.106443
## [141]    train-error:0.109244
## [142]    train-error:0.117647
## [143]    train-error:0.103641
## [144]    train-error:0.109244
## [145]    train-error:0.098039
## [146]    train-error:0.114846
## [147]    train-error:0.103641
## [148]    train-error:0.103641
## [149]    train-error:0.106443
## [150]    train-error:0.114846
## [151]    train-error:0.098039
## [152]    train-error:0.098039
## [153]    train-error:0.100840
## [154]    train-error:0.098039
## [155]    train-error:0.103641
## [156]    train-error:0.098039
## [157]    train-error:0.100840
## [158]    train-error:0.103641
## [159]    train-error:0.109244
## [160]    train-error:0.103641
## [161]    train-error:0.106443
## [162]    train-error:0.106443
## [163]    train-error:0.114846
## [164]    train-error:0.103641
## [165]    train-error:0.106443
## [166]    train-error:0.109244
## [167]    train-error:0.114846
## [168]    train-error:0.109244
## [169]    train-error:0.109244
## [170]    train-error:0.098039
## [171]    train-error:0.098039
## [172]    train-error:0.098039
## [173]    train-error:0.098039
## [174]    train-error:0.114846
## [175]    train-error:0.109244
## [176]    train-error:0.114846
## [177]    train-error:0.103641
## [178]    train-error:0.117647
## [179]    train-error:0.114846
## [180]    train-error:0.103641
## [181]    train-error:0.106443
## [182]    train-error:0.100840
## [183]    train-error:0.100840
## [184]    train-error:0.109244
## [185]    train-error:0.103641
## [186]    train-error:0.100840
## [187]    train-error:0.103641
## [188]    train-error:0.112045
## [189]    train-error:0.100840
## [190]    train-error:0.098039
## [191]    train-error:0.100840
## [192]    train-error:0.109244
## [193]    train-error:0.103641
## [194]    train-error:0.103641
## [195]    train-error:0.098039
## [196]    train-error:0.112045
## [197]    train-error:0.112045
## [198]    train-error:0.117647
## [199]    train-error:0.106443
## [200]    train-error:0.100840
## [201]    train-error:0.106443
## [202]    train-error:0.100840
## [203]    train-error:0.103641
## [204]    train-error:0.109244
## [205]    train-error:0.095238
## [206]    train-error:0.084034
## [207]    train-error:0.106443
## [208]    train-error:0.114846
## [209]    train-error:0.109244
## [210]    train-error:0.103641
## [211]    train-error:0.098039
## [212]    train-error:0.100840
## [213]    train-error:0.098039
## [214]    train-error:0.098039
## [215]    train-error:0.089636
## [216]    train-error:0.086835
## [217]    train-error:0.089636
## [218]    train-error:0.084034
## [219]    train-error:0.103641
## [220]    train-error:0.098039
## [221]    train-error:0.095238
## [222]    train-error:0.100840
## [223]    train-error:0.106443
## [224]    train-error:0.095238
## [225]    train-error:0.098039
## [226]    train-error:0.089636
## [227]    train-error:0.100840
## [228]    train-error:0.098039
## [229]    train-error:0.095238
## [230]    train-error:0.103641
## [231]    train-error:0.106443
## [232]    train-error:0.098039
## [233]    train-error:0.109244
## [234]    train-error:0.106443
## [235]    train-error:0.100840
## [236]    train-error:0.109244
## [237]    train-error:0.106443
## [238]    train-error:0.106443
## [239]    train-error:0.103641
## [240]    train-error:0.095238
## [241]    train-error:0.109244
## [242]    train-error:0.109244
## [243]    train-error:0.098039
## [244]    train-error:0.103641
## [245]    train-error:0.100840
## [246]    train-error:0.089636
## [247]    train-error:0.095238
## [248]    train-error:0.098039
## [249]    train-error:0.098039
## [250]    train-error:0.098039
## [251]    train-error:0.100840
## [252]    train-error:0.095238
## [253]    train-error:0.103641
## [254]    train-error:0.098039
## [255]    train-error:0.098039
## [256]    train-error:0.098039
## [257]    train-error:0.103641
## [258]    train-error:0.100840
## [259]    train-error:0.106443
## [260]    train-error:0.098039
## [261]    train-error:0.098039
## [262]    train-error:0.092437
## [263]    train-error:0.086835
## [264]    train-error:0.092437
## [265]    train-error:0.103641
## [266]    train-error:0.095238
## [267]    train-error:0.106443
## [268]    train-error:0.112045
## [269]    train-error:0.109244
## [270]    train-error:0.109244
## [271]    train-error:0.100840
## [272]    train-error:0.112045
## [273]    train-error:0.120448
## [274]    train-error:0.103641
## [275]    train-error:0.109244
## [276]    train-error:0.100840
## [277]    train-error:0.103641
## [278]    train-error:0.095238
## [279]    train-error:0.100840
## [280]    train-error:0.084034
## [281]    train-error:0.084034
## [282]    train-error:0.086835
## [283]    train-error:0.084034
## [284]    train-error:0.078431
## [285]    train-error:0.089636
## [286]    train-error:0.089636
## [287]    train-error:0.086835
## [288]    train-error:0.086835
## [289]    train-error:0.084034
## [290]    train-error:0.084034
## [291]    train-error:0.084034
## [292]    train-error:0.084034
## [293]    train-error:0.081232
## [294]    train-error:0.075630
## [295]    train-error:0.092437
## [296]    train-error:0.075630
## [297]    train-error:0.084034
## [298]    train-error:0.092437
## [299]    train-error:0.086835
## [300]    train-error:0.072829
## [301]    train-error:0.081232
## [302]    train-error:0.081232
## [303]    train-error:0.092437
## [0]  train-error:0.324022
## [1]  train-error:0.312849
## [2]  train-error:0.304469
## [3]  train-error:0.231844
## [4]  train-error:0.206704
## [5]  train-error:0.209497
## [6]  train-error:0.226257
## [7]  train-error:0.206704
## [8]  train-error:0.215084
## [9]  train-error:0.201117
## [10] train-error:0.195531
## [11] train-error:0.195531
## [12] train-error:0.198324
## [13] train-error:0.198324
## [14] train-error:0.187151
## [15] train-error:0.201117
## [16] train-error:0.192737
## [17] train-error:0.184358
## [18] train-error:0.181564
## [19] train-error:0.184358
## [20] train-error:0.203911
## [21] train-error:0.203911
## [22] train-error:0.187151
## [23] train-error:0.181564
## [24] train-error:0.189944
## [25] train-error:0.181564
## [26] train-error:0.184358
## [27] train-error:0.184358
## [28] train-error:0.178771
## [29] train-error:0.181564
## [30] train-error:0.178771
## [31] train-error:0.187151
## [32] train-error:0.167598
## [33] train-error:0.184358
## [34] train-error:0.173184
## [35] train-error:0.167598
## [36] train-error:0.170391
## [37] train-error:0.170391
## [38] train-error:0.167598
## [39] train-error:0.164804
## [40] train-error:0.178771
## [41] train-error:0.178771
## [42] train-error:0.173184
## [43] train-error:0.175978
## [44] train-error:0.175978
## [45] train-error:0.178771
## [46] train-error:0.187151
## [47] train-error:0.189944
## [48] train-error:0.184358
## [49] train-error:0.178771
## [50] train-error:0.175978
## [51] train-error:0.181564
## [52] train-error:0.181564
## [53] train-error:0.178771
## [54] train-error:0.184358
## [55] train-error:0.181564
## [56] train-error:0.181564
## [57] train-error:0.181564
## [58] train-error:0.181564
## [59] train-error:0.181564
## [60] train-error:0.175978
## [61] train-error:0.178771
## [62] train-error:0.175978
## [63] train-error:0.175978
## [64] train-error:0.175978
## [65] train-error:0.173184
## [66] train-error:0.175978
## [67] train-error:0.173184
## [68] train-error:0.175978
## [69] train-error:0.173184
## [70] train-error:0.170391
## [71] train-error:0.173184
## [72] train-error:0.175978
## [73] train-error:0.173184
## [74] train-error:0.167598
## [75] train-error:0.167598
## [76] train-error:0.164804
## [77] train-error:0.164804
## [78] train-error:0.162011
## [79] train-error:0.164804
## [80] train-error:0.170391
## [81] train-error:0.164804
## [82] train-error:0.162011
## [83] train-error:0.164804
## [84] train-error:0.167598
## [85] train-error:0.167598
## [86] train-error:0.170391
## [87] train-error:0.167598
## [88] train-error:0.167598
## [89] train-error:0.167598
## [90] train-error:0.173184
## [91] train-error:0.173184
## [92] train-error:0.173184
## [93] train-error:0.173184
## [94] train-error:0.173184
## [95] train-error:0.175978
## [96] train-error:0.173184
## [97] train-error:0.170391
## [98] train-error:0.167598
## [99] train-error:0.167598
## [100]    train-error:0.164804
## [101]    train-error:0.175978
## [102]    train-error:0.173184
## [103]    train-error:0.167598
## [104]    train-error:0.167598
## [105]    train-error:0.175978
## [106]    train-error:0.170391
## [107]    train-error:0.170391
## [108]    train-error:0.167598
## [109]    train-error:0.170391
## [110]    train-error:0.164804
## [111]    train-error:0.164804
## [112]    train-error:0.162011
## [113]    train-error:0.162011
## [114]    train-error:0.162011
## [115]    train-error:0.159218
## [116]    train-error:0.162011
## [117]    train-error:0.162011
## [118]    train-error:0.159218
## [119]    train-error:0.159218
## [120]    train-error:0.156425
## [121]    train-error:0.153631
## [122]    train-error:0.159218
## [123]    train-error:0.156425
## [124]    train-error:0.153631
## [125]    train-error:0.159218
## [126]    train-error:0.156425
## [127]    train-error:0.162011
## [128]    train-error:0.162011
## [129]    train-error:0.162011
## [130]    train-error:0.156425
## [131]    train-error:0.159218
## [132]    train-error:0.159218
## [133]    train-error:0.156425
## [134]    train-error:0.148045
## [135]    train-error:0.148045
## [136]    train-error:0.153631
## [137]    train-error:0.156425
## [138]    train-error:0.156425
## [139]    train-error:0.153631
## [140]    train-error:0.156425
## [141]    train-error:0.159218
## [142]    train-error:0.156425
## [143]    train-error:0.156425
## [144]    train-error:0.153631
## [145]    train-error:0.153631
## [146]    train-error:0.156425
## [147]    train-error:0.162011
## [148]    train-error:0.159218
## [149]    train-error:0.159218
## [150]    train-error:0.162011
## [151]    train-error:0.164804
## [152]    train-error:0.159218
## [153]    train-error:0.164804
## [154]    train-error:0.156425
## [155]    train-error:0.162011
## [156]    train-error:0.156425
## [157]    train-error:0.156425
## [158]    train-error:0.156425
## [159]    train-error:0.153631
## [160]    train-error:0.156425
## [161]    train-error:0.153631
## [162]    train-error:0.153631
## [163]    train-error:0.153631
## [164]    train-error:0.156425
## [165]    train-error:0.156425
## [166]    train-error:0.156425
## [167]    train-error:0.153631
## [168]    train-error:0.150838
## [169]    train-error:0.153631
## [170]    train-error:0.150838
## [171]    train-error:0.150838
## [172]    train-error:0.150838
## [173]    train-error:0.150838
## [174]    train-error:0.148045
## [175]    train-error:0.150838
## [176]    train-error:0.150838
## [177]    train-error:0.148045
## [178]    train-error:0.148045
## [179]    train-error:0.150838
## [180]    train-error:0.150838
## [181]    train-error:0.153631
## [182]    train-error:0.150838
## [183]    train-error:0.145251
## [184]    train-error:0.150838
## [185]    train-error:0.150838
## [186]    train-error:0.145251
## [187]    train-error:0.145251
## [188]    train-error:0.150838
## [189]    train-error:0.148045
## [190]    train-error:0.148045
## [191]    train-error:0.145251
## [192]    train-error:0.145251
## [193]    train-error:0.145251
## [194]    train-error:0.145251
## [195]    train-error:0.145251
## [196]    train-error:0.150838
## [197]    train-error:0.150838
## [198]    train-error:0.150838
## [199]    train-error:0.148045
## [200]    train-error:0.148045
## [201]    train-error:0.145251
## [202]    train-error:0.150838
## [203]    train-error:0.153631
## [204]    train-error:0.153631
## [205]    train-error:0.150838
## [206]    train-error:0.150838
## [207]    train-error:0.153631
## [208]    train-error:0.148045
## [209]    train-error:0.148045
## [210]    train-error:0.148045
## [211]    train-error:0.148045
## [212]    train-error:0.145251
## [213]    train-error:0.145251
## [214]    train-error:0.145251
## [215]    train-error:0.145251
## [216]    train-error:0.145251
## [217]    train-error:0.148045
## [218]    train-error:0.145251
## [219]    train-error:0.145251
## [220]    train-error:0.150838
## [221]    train-error:0.150838
## [222]    train-error:0.148045
## [223]    train-error:0.148045
## [224]    train-error:0.145251
## [225]    train-error:0.148045
## [226]    train-error:0.145251
## [227]    train-error:0.145251
## [228]    train-error:0.142458
## [229]    train-error:0.142458
## [230]    train-error:0.145251
## [231]    train-error:0.148045
## [232]    train-error:0.145251
## [233]    train-error:0.145251
## [234]    train-error:0.145251
## [235]    train-error:0.145251
## [236]    train-error:0.148045
## [237]    train-error:0.150838
## [238]    train-error:0.150838
## [239]    train-error:0.153631
## [240]    train-error:0.148045
## [241]    train-error:0.148045
## [242]    train-error:0.148045
## [243]    train-error:0.150838
## [244]    train-error:0.148045
## [245]    train-error:0.148045
## [246]    train-error:0.148045
## [247]    train-error:0.148045
## [248]    train-error:0.148045
## [249]    train-error:0.145251
## [250]    train-error:0.145251
## [251]    train-error:0.145251
## [252]    train-error:0.150838
## [253]    train-error:0.148045
## [254]    train-error:0.148045
## [255]    train-error:0.145251
## [256]    train-error:0.148045
## [257]    train-error:0.142458
## [258]    train-error:0.145251
## [259]    train-error:0.142458
## [260]    train-error:0.145251
## [261]    train-error:0.148045
## [262]    train-error:0.145251
## [263]    train-error:0.145251
## [264]    train-error:0.142458
## [265]    train-error:0.142458
## [266]    train-error:0.136872
## [267]    train-error:0.139665
## [268]    train-error:0.139665
## [269]    train-error:0.139665
## [270]    train-error:0.136872
## [271]    train-error:0.139665
## [272]    train-error:0.139665
## [273]    train-error:0.136872
## [274]    train-error:0.139665
## [275]    train-error:0.139665
## [276]    train-error:0.142458
## [277]    train-error:0.139665
## [278]    train-error:0.139665
## [279]    train-error:0.139665
## [280]    train-error:0.142458
## [281]    train-error:0.142458
## [282]    train-error:0.139665
## [283]    train-error:0.142458
## [284]    train-error:0.142458
## [285]    train-error:0.139665
## [286]    train-error:0.139665
## [287]    train-error:0.139665
## [288]    train-error:0.142458
## [289]    train-error:0.145251
## [290]    train-error:0.145251
## [291]    train-error:0.142458
## [292]    train-error:0.142458
## [293]    train-error:0.139665
## [294]    train-error:0.142458
## [295]    train-error:0.139665
## [296]    train-error:0.142458
## [297]    train-error:0.142458
## [298]    train-error:0.139665
## [299]    train-error:0.142458
## [300]    train-error:0.148045
## [301]    train-error:0.145251
## [302]    train-error:0.139665
## [303]    train-error:0.142458
## [304]    train-error:0.145251
## [305]    train-error:0.148045
## [306]    train-error:0.145251
## [307]    train-error:0.145251
## [308]    train-error:0.148045
## [309]    train-error:0.139665
## [310]    train-error:0.142458
## [311]    train-error:0.148045
## [312]    train-error:0.148045
## [313]    train-error:0.148045
## [314]    train-error:0.148045
## [315]    train-error:0.150838
## [316]    train-error:0.150838
## [317]    train-error:0.150838
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.187675
## [12] train-error:0.201681
## [13] train-error:0.190476
## [14] train-error:0.198880
## [15] train-error:0.184874
## [16] train-error:0.182073
## [17] train-error:0.184874
## [18] train-error:0.184874
## [19] train-error:0.190476
## [20] train-error:0.190476
## [21] train-error:0.190476
## [22] train-error:0.184874
## [23] train-error:0.196078
## [24] train-error:0.182073
## [25] train-error:0.182073
## [26] train-error:0.182073
## [27] train-error:0.176471
## [28] train-error:0.170868
## [29] train-error:0.173669
## [30] train-error:0.176471
## [31] train-error:0.173669
## [32] train-error:0.173669
## [33] train-error:0.170868
## [34] train-error:0.168067
## [35] train-error:0.168067
## [36] train-error:0.173669
## [37] train-error:0.173669
## [38] train-error:0.170868
## [39] train-error:0.162465
## [40] train-error:0.162465
## [41] train-error:0.165266
## [42] train-error:0.162465
## [43] train-error:0.162465
## [44] train-error:0.162465
## [45] train-error:0.156863
## [46] train-error:0.156863
## [47] train-error:0.156863
## [48] train-error:0.140056
## [49] train-error:0.140056
## [50] train-error:0.140056
## [51] train-error:0.137255
## [52] train-error:0.128852
## [53] train-error:0.131653
## [54] train-error:0.131653
## [55] train-error:0.131653
## [56] train-error:0.131653
## [57] train-error:0.131653
## [58] train-error:0.131653
## [59] train-error:0.131653
## [60] train-error:0.128852
## [61] train-error:0.123249
## [62] train-error:0.137255
## [63] train-error:0.131653
## [64] train-error:0.128852
## [65] train-error:0.128852
## [66] train-error:0.123249
## [67] train-error:0.128852
## [68] train-error:0.128852
## [69] train-error:0.128852
## [70] train-error:0.126050
## [71] train-error:0.126050
## [72] train-error:0.126050
## [73] train-error:0.126050
## [74] train-error:0.126050
## [75] train-error:0.126050
## [76] train-error:0.126050
## [77] train-error:0.126050
## [78] train-error:0.128852
## [79] train-error:0.126050
## [80] train-error:0.126050
## [81] train-error:0.128852
## [82] train-error:0.128852
## [83] train-error:0.126050
## [84] train-error:0.128852
## [85] train-error:0.126050
## [86] train-error:0.123249
## [87] train-error:0.117647
## [88] train-error:0.123249
## [89] train-error:0.120448
## [90] train-error:0.126050
## [91] train-error:0.128852
## [92] train-error:0.123249
## [93] train-error:0.120448
## [94] train-error:0.123249
## [95] train-error:0.120448
## [96] train-error:0.117647
## [97] train-error:0.120448
## [98] train-error:0.120448
## [99] train-error:0.120448
## [100]    train-error:0.120448
## [101]    train-error:0.126050
## [102]    train-error:0.131653
## [103]    train-error:0.131653
## [104]    train-error:0.126050
## [105]    train-error:0.128852
## [106]    train-error:0.128852
## [107]    train-error:0.126050
## [108]    train-error:0.128852
## [109]    train-error:0.126050
## [110]    train-error:0.131653
## [111]    train-error:0.128852
## [112]    train-error:0.134454
## [113]    train-error:0.137255
## [114]    train-error:0.128852
## [115]    train-error:0.128852
## [116]    train-error:0.126050
## [117]    train-error:0.123249
## [118]    train-error:0.120448
## [119]    train-error:0.117647
## [120]    train-error:0.126050
## [121]    train-error:0.123249
## [122]    train-error:0.126050
## [123]    train-error:0.126050
## [124]    train-error:0.123249
## [125]    train-error:0.128852
## [126]    train-error:0.120448
## [127]    train-error:0.120448
## [128]    train-error:0.120448
## [129]    train-error:0.117647
## [130]    train-error:0.117647
## [131]    train-error:0.114846
## [132]    train-error:0.117647
## [133]    train-error:0.120448
## [134]    train-error:0.120448
## [135]    train-error:0.114846
## [136]    train-error:0.117647
## [137]    train-error:0.123249
## [138]    train-error:0.120448
## [139]    train-error:0.120448
## [140]    train-error:0.109244
## [141]    train-error:0.114846
## [142]    train-error:0.117647
## [143]    train-error:0.120448
## [144]    train-error:0.106443
## [145]    train-error:0.114846
## [146]    train-error:0.112045
## [147]    train-error:0.112045
## [148]    train-error:0.106443
## [149]    train-error:0.112045
## [150]    train-error:0.114846
## [151]    train-error:0.112045
## [152]    train-error:0.114846
## [153]    train-error:0.120448
## [154]    train-error:0.120448
## [155]    train-error:0.117647
## [156]    train-error:0.114846
## [157]    train-error:0.114846
## [158]    train-error:0.117647
## [159]    train-error:0.123249
## [160]    train-error:0.114846
## [161]    train-error:0.114846
## [162]    train-error:0.117647
## [163]    train-error:0.112045
## [164]    train-error:0.114846
## [165]    train-error:0.120448
## [166]    train-error:0.109244
## [167]    train-error:0.112045
## [168]    train-error:0.114846
## [169]    train-error:0.114846
## [170]    train-error:0.117647
## [171]    train-error:0.114846
## [172]    train-error:0.117647
## [173]    train-error:0.114846
## [174]    train-error:0.112045
## [175]    train-error:0.112045
## [176]    train-error:0.112045
## [177]    train-error:0.120448
## [178]    train-error:0.134454
## [179]    train-error:0.126050
## [180]    train-error:0.120448
## [181]    train-error:0.120448
## [182]    train-error:0.123249
## [183]    train-error:0.114846
## [184]    train-error:0.114846
## [185]    train-error:0.117647
## [186]    train-error:0.117647
## [187]    train-error:0.120448
## [188]    train-error:0.126050
## [189]    train-error:0.120448
## [190]    train-error:0.114846
## [191]    train-error:0.117647
## [192]    train-error:0.114846
## [193]    train-error:0.117647
## [194]    train-error:0.114846
## [195]    train-error:0.114846
## [196]    train-error:0.117647
## [197]    train-error:0.114846
## [198]    train-error:0.117647
## [199]    train-error:0.126050
## [200]    train-error:0.123249
## [201]    train-error:0.123249
## [202]    train-error:0.114846
## [203]    train-error:0.123249
## [204]    train-error:0.117647
## [205]    train-error:0.112045
## [206]    train-error:0.114846
## [207]    train-error:0.112045
## [208]    train-error:0.114846
## [209]    train-error:0.112045
## [210]    train-error:0.112045
## [211]    train-error:0.114846
## [212]    train-error:0.117647
## [213]    train-error:0.112045
## [214]    train-error:0.117647
## [215]    train-error:0.114846
## [216]    train-error:0.112045
## [217]    train-error:0.106443
## [218]    train-error:0.114846
## [219]    train-error:0.106443
## [220]    train-error:0.106443
## [221]    train-error:0.109244
## [222]    train-error:0.106443
## [223]    train-error:0.109244
## [224]    train-error:0.109244
## [225]    train-error:0.103641
## [226]    train-error:0.109244
## [227]    train-error:0.114846
## [228]    train-error:0.112045
## [229]    train-error:0.112045
## [230]    train-error:0.112045
## [231]    train-error:0.112045
## [232]    train-error:0.106443
## [233]    train-error:0.106443
## [234]    train-error:0.106443
## [235]    train-error:0.114846
## [236]    train-error:0.109244
## [237]    train-error:0.106443
## [238]    train-error:0.109244
## [239]    train-error:0.106443
## [240]    train-error:0.106443
## [241]    train-error:0.114846
## [242]    train-error:0.114846
## [243]    train-error:0.112045
## [244]    train-error:0.112045
## [245]    train-error:0.114846
## [246]    train-error:0.112045
## [247]    train-error:0.114846
## [248]    train-error:0.117647
## [249]    train-error:0.117647
## [250]    train-error:0.117647
## [251]    train-error:0.117647
## [252]    train-error:0.117647
## [253]    train-error:0.112045
## [254]    train-error:0.112045
## [255]    train-error:0.112045
## [256]    train-error:0.112045
## [257]    train-error:0.112045
## [258]    train-error:0.114846
## [259]    train-error:0.114846
## [260]    train-error:0.114846
## [261]    train-error:0.112045
## [262]    train-error:0.112045
## [263]    train-error:0.117647
## [264]    train-error:0.117647
## [265]    train-error:0.112045
## [266]    train-error:0.109244
## [267]    train-error:0.112045
## [268]    train-error:0.114846
## [269]    train-error:0.114846
## [270]    train-error:0.117647
## [271]    train-error:0.114846
## [272]    train-error:0.114846
## [273]    train-error:0.114846
## [274]    train-error:0.114846
## [275]    train-error:0.114846
## [276]    train-error:0.114846
## [277]    train-error:0.117647
## [278]    train-error:0.114846
## [279]    train-error:0.114846
## [280]    train-error:0.114846
## [281]    train-error:0.120448
## [282]    train-error:0.114846
## [283]    train-error:0.109244
## [284]    train-error:0.120448
## [285]    train-error:0.114846
## [286]    train-error:0.109244
## [287]    train-error:0.112045
## [288]    train-error:0.114846
## [289]    train-error:0.112045
## [290]    train-error:0.114846
## [291]    train-error:0.114846
## [292]    train-error:0.109244
## [293]    train-error:0.112045
## [294]    train-error:0.109244
## [295]    train-error:0.112045
## [296]    train-error:0.112045
## [297]    train-error:0.112045
## [298]    train-error:0.112045
## [299]    train-error:0.114846
## [300]    train-error:0.114846
## [301]    train-error:0.114846
## [302]    train-error:0.112045
## [303]    train-error:0.114846
## [304]    train-error:0.112045
## [305]    train-error:0.112045
## [306]    train-error:0.112045
## [307]    train-error:0.114846
## [308]    train-error:0.114846
## [309]    train-error:0.112045
## [310]    train-error:0.112045
## [311]    train-error:0.112045
## [312]    train-error:0.112045
## [313]    train-error:0.109244
## [314]    train-error:0.112045
## [315]    train-error:0.112045
## [316]    train-error:0.112045
## [317]    train-error:0.114846
## [0]  train-error:0.294118
## [1]  train-error:0.235294
## [2]  train-error:0.204482
## [3]  train-error:0.215686
## [4]  train-error:0.212885
## [5]  train-error:0.215686
## [6]  train-error:0.190476
## [7]  train-error:0.193277
## [8]  train-error:0.187675
## [9]  train-error:0.190476
## [10] train-error:0.193277
## [11] train-error:0.179272
## [12] train-error:0.193277
## [13] train-error:0.198880
## [14] train-error:0.187675
## [15] train-error:0.184874
## [16] train-error:0.193277
## [17] train-error:0.204482
## [18] train-error:0.204482
## [19] train-error:0.204482
## [20] train-error:0.204482
## [21] train-error:0.207283
## [22] train-error:0.198880
## [23] train-error:0.190476
## [24] train-error:0.190476
## [25] train-error:0.173669
## [26] train-error:0.173669
## [27] train-error:0.170868
## [28] train-error:0.170868
## [29] train-error:0.176471
## [30] train-error:0.176471
## [31] train-error:0.176471
## [32] train-error:0.173669
## [33] train-error:0.173669
## [34] train-error:0.168067
## [35] train-error:0.170868
## [36] train-error:0.168067
## [37] train-error:0.162465
## [38] train-error:0.159664
## [39] train-error:0.145658
## [40] train-error:0.148459
## [41] train-error:0.151261
## [42] train-error:0.148459
## [43] train-error:0.151261
## [44] train-error:0.148459
## [45] train-error:0.154062
## [46] train-error:0.154062
## [47] train-error:0.151261
## [48] train-error:0.148459
## [49] train-error:0.151261
## [50] train-error:0.145658
## [51] train-error:0.145658
## [52] train-error:0.165266
## [53] train-error:0.159664
## [54] train-error:0.151261
## [55] train-error:0.148459
## [56] train-error:0.148459
## [57] train-error:0.145658
## [58] train-error:0.145658
## [59] train-error:0.140056
## [60] train-error:0.142857
## [61] train-error:0.140056
## [62] train-error:0.140056
## [63] train-error:0.140056
## [64] train-error:0.142857
## [65] train-error:0.142857
## [66] train-error:0.145658
## [67] train-error:0.142857
## [68] train-error:0.140056
## [69] train-error:0.142857
## [70] train-error:0.140056
## [71] train-error:0.137255
## [72] train-error:0.140056
## [73] train-error:0.137255
## [74] train-error:0.140056
## [75] train-error:0.137255
## [76] train-error:0.134454
## [77] train-error:0.137255
## [78] train-error:0.137255
## [79] train-error:0.131653
## [80] train-error:0.131653
## [81] train-error:0.131653
## [82] train-error:0.137255
## [83] train-error:0.131653
## [84] train-error:0.134454
## [85] train-error:0.131653
## [86] train-error:0.134454
## [87] train-error:0.128852
## [88] train-error:0.126050
## [89] train-error:0.128852
## [90] train-error:0.131653
## [91] train-error:0.134454
## [92] train-error:0.134454
## [93] train-error:0.137255
## [94] train-error:0.142857
## [95] train-error:0.137255
## [96] train-error:0.137255
## [97] train-error:0.142857
## [98] train-error:0.134454
## [99] train-error:0.142857
## [100]    train-error:0.140056
## [101]    train-error:0.140056
## [102]    train-error:0.137255
## [103]    train-error:0.137255
## [104]    train-error:0.137255
## [105]    train-error:0.137255
## [106]    train-error:0.134454
## [107]    train-error:0.131653
## [108]    train-error:0.131653
## [109]    train-error:0.140056
## [110]    train-error:0.140056
## [111]    train-error:0.128852
## [112]    train-error:0.131653
## [113]    train-error:0.131653
## [114]    train-error:0.134454
## [115]    train-error:0.131653
## [116]    train-error:0.131653
## [117]    train-error:0.134454
## [118]    train-error:0.131653
## [119]    train-error:0.131653
## [120]    train-error:0.131653
## [121]    train-error:0.134454
## [122]    train-error:0.137255
## [123]    train-error:0.137255
## [124]    train-error:0.134454
## [125]    train-error:0.134454
## [126]    train-error:0.137255
## [127]    train-error:0.137255
## [128]    train-error:0.131653
## [129]    train-error:0.134454
## [130]    train-error:0.128852
## [131]    train-error:0.126050
## [132]    train-error:0.123249
## [133]    train-error:0.123249
## [134]    train-error:0.123249
## [135]    train-error:0.126050
## [136]    train-error:0.131653
## [137]    train-error:0.128852
## [138]    train-error:0.128852
## [139]    train-error:0.134454
## [140]    train-error:0.123249
## [141]    train-error:0.128852
## [142]    train-error:0.128852
## [143]    train-error:0.134454
## [144]    train-error:0.137255
## [145]    train-error:0.134454
## [146]    train-error:0.134454
## [147]    train-error:0.131653
## [148]    train-error:0.134454
## [149]    train-error:0.131653
## [150]    train-error:0.128852
## [151]    train-error:0.126050
## [152]    train-error:0.128852
## [153]    train-error:0.128852
## [154]    train-error:0.128852
## [155]    train-error:0.131653
## [156]    train-error:0.128852
## [157]    train-error:0.128852
## [158]    train-error:0.131653
## [159]    train-error:0.126050
## [160]    train-error:0.126050
## [161]    train-error:0.123249
## [162]    train-error:0.126050
## [163]    train-error:0.123249
## [164]    train-error:0.126050
## [165]    train-error:0.126050
## [166]    train-error:0.126050
## [167]    train-error:0.128852
## [168]    train-error:0.128852
## [169]    train-error:0.126050
## [170]    train-error:0.128852
## [171]    train-error:0.128852
## [172]    train-error:0.131653
## [173]    train-error:0.126050
## [174]    train-error:0.126050
## [175]    train-error:0.126050
## [176]    train-error:0.128852
## [177]    train-error:0.128852
## [178]    train-error:0.128852
## [179]    train-error:0.131653
## [180]    train-error:0.131653
## [181]    train-error:0.131653
## [182]    train-error:0.131653
## [183]    train-error:0.128852
## [184]    train-error:0.128852
## [185]    train-error:0.123249
## [186]    train-error:0.123249
## [187]    train-error:0.123249
## [188]    train-error:0.120448
## [189]    train-error:0.123249
## [190]    train-error:0.117647
## [191]    train-error:0.120448
## [192]    train-error:0.126050
## [193]    train-error:0.123249
## [194]    train-error:0.120448
## [195]    train-error:0.123249
## [196]    train-error:0.123249
## [197]    train-error:0.126050
## [198]    train-error:0.120448
## [199]    train-error:0.123249
## [200]    train-error:0.120448
## [201]    train-error:0.117647
## [202]    train-error:0.120448
## [203]    train-error:0.114846
## [204]    train-error:0.114846
## [205]    train-error:0.117647
## [206]    train-error:0.114846
## [207]    train-error:0.120448
## [208]    train-error:0.114846
## [209]    train-error:0.117647
## [210]    train-error:0.112045
## [211]    train-error:0.109244
## [212]    train-error:0.114846
## [213]    train-error:0.112045
## [214]    train-error:0.112045
## [215]    train-error:0.109244
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.112045
## [220]    train-error:0.112045
## [221]    train-error:0.114846
## [222]    train-error:0.112045
## [223]    train-error:0.114846
## [224]    train-error:0.114846
## [225]    train-error:0.114846
## [226]    train-error:0.112045
## [227]    train-error:0.109244
## [228]    train-error:0.112045
## [229]    train-error:0.112045
## [230]    train-error:0.117647
## [231]    train-error:0.114846
## [232]    train-error:0.117647
## [233]    train-error:0.112045
## [234]    train-error:0.112045
## [235]    train-error:0.109244
## [236]    train-error:0.112045
## [237]    train-error:0.109244
## [238]    train-error:0.109244
## [239]    train-error:0.112045
## [240]    train-error:0.112045
## [241]    train-error:0.112045
## [242]    train-error:0.112045
## [243]    train-error:0.112045
## [244]    train-error:0.112045
## [245]    train-error:0.112045
## [246]    train-error:0.112045
## [247]    train-error:0.114846
## [248]    train-error:0.112045
## [249]    train-error:0.112045
## [250]    train-error:0.112045
## [251]    train-error:0.109244
## [252]    train-error:0.114846
## [253]    train-error:0.112045
## [254]    train-error:0.109244
## [255]    train-error:0.109244
## [256]    train-error:0.109244
## [257]    train-error:0.109244
## [258]    train-error:0.109244
## [259]    train-error:0.117647
## [260]    train-error:0.117647
## [261]    train-error:0.117647
## [262]    train-error:0.120448
## [263]    train-error:0.117647
## [264]    train-error:0.117647
## [265]    train-error:0.120448
## [266]    train-error:0.114846
## [267]    train-error:0.117647
## [268]    train-error:0.114846
## [269]    train-error:0.114846
## [270]    train-error:0.109244
## [271]    train-error:0.109244
## [272]    train-error:0.112045
## [273]    train-error:0.112045
## [274]    train-error:0.112045
## [275]    train-error:0.114846
## [276]    train-error:0.112045
## [277]    train-error:0.109244
## [278]    train-error:0.117647
## [279]    train-error:0.114846
## [280]    train-error:0.109244
## [281]    train-error:0.112045
## [282]    train-error:0.109244
## [283]    train-error:0.114846
## [284]    train-error:0.117647
## [285]    train-error:0.117647
## [286]    train-error:0.114846
## [287]    train-error:0.109244
## [288]    train-error:0.109244
## [289]    train-error:0.112045
## [290]    train-error:0.114846
## [291]    train-error:0.117647
## [292]    train-error:0.112045
## [293]    train-error:0.109244
## [294]    train-error:0.114846
## [295]    train-error:0.112045
## [296]    train-error:0.114846
## [297]    train-error:0.112045
## [298]    train-error:0.112045
## [299]    train-error:0.109244
## [300]    train-error:0.109244
## [301]    train-error:0.112045
## [302]    train-error:0.112045
## [303]    train-error:0.114846
## [304]    train-error:0.117647
## [305]    train-error:0.112045
## [306]    train-error:0.112045
## [307]    train-error:0.112045
## [308]    train-error:0.109244
## [309]    train-error:0.112045
## [310]    train-error:0.109244
## [311]    train-error:0.109244
## [312]    train-error:0.109244
## [313]    train-error:0.109244
## [314]    train-error:0.103641
## [315]    train-error:0.106443
## [316]    train-error:0.106443
## [317]    train-error:0.112045
## [0]  train-error:0.324022
## [1]  train-error:0.212290
## [2]  train-error:0.217877
## [3]  train-error:0.187151
## [4]  train-error:0.192737
## [5]  train-error:0.173184
## [6]  train-error:0.187151
## [7]  train-error:0.184358
## [8]  train-error:0.175978
## [9]  train-error:0.175978
## [10] train-error:0.178771
## [11] train-error:0.181564
## [12] train-error:0.159218
## [13] train-error:0.159218
## [14] train-error:0.162011
## [15] train-error:0.156425
## [16] train-error:0.173184
## [17] train-error:0.173184
## [18] train-error:0.167598
## [19] train-error:0.164804
## [20] train-error:0.159218
## [21] train-error:0.167598
## [22] train-error:0.153631
## [23] train-error:0.148045
## [24] train-error:0.139665
## [25] train-error:0.139665
## [26] train-error:0.139665
## [27] train-error:0.136872
## [28] train-error:0.139665
## [29] train-error:0.136872
## [30] train-error:0.134078
## [31] train-error:0.131285
## [32] train-error:0.134078
## [33] train-error:0.145251
## [34] train-error:0.139665
## [35] train-error:0.139665
## [36] train-error:0.139665
## [37] train-error:0.131285
## [38] train-error:0.139665
## [39] train-error:0.128492
## [40] train-error:0.134078
## [41] train-error:0.131285
## [42] train-error:0.131285
## [43] train-error:0.131285
## [44] train-error:0.136872
## [45] train-error:0.128492
## [46] train-error:0.134078
## [47] train-error:0.128492
## [48] train-error:0.131285
## [49] train-error:0.125698
## [50] train-error:0.125698
## [51] train-error:0.134078
## [52] train-error:0.134078
## [53] train-error:0.134078
## [54] train-error:0.128492
## [55] train-error:0.131285
## [56] train-error:0.131285
## [57] train-error:0.125698
## [58] train-error:0.125698
## [59] train-error:0.122905
## [60] train-error:0.125698
## [61] train-error:0.114525
## [62] train-error:0.117318
## [63] train-error:0.125698
## [64] train-error:0.125698
## [65] train-error:0.125698
## [66] train-error:0.134078
## [67] train-error:0.131285
## [68] train-error:0.122905
## [69] train-error:0.131285
## [70] train-error:0.131285
## [71] train-error:0.120112
## [72] train-error:0.125698
## [73] train-error:0.125698
## [74] train-error:0.120112
## [75] train-error:0.128492
## [76] train-error:0.128492
## [77] train-error:0.128492
## [78] train-error:0.125698
## [79] train-error:0.122905
## [80] train-error:0.122905
## [81] train-error:0.117318
## [82] train-error:0.117318
## [83] train-error:0.114525
## [84] train-error:0.114525
## [85] train-error:0.111732
## [86] train-error:0.114525
## [87] train-error:0.108939
## [88] train-error:0.120112
## [89] train-error:0.120112
## [90] train-error:0.114525
## [91] train-error:0.117318
## [92] train-error:0.120112
## [93] train-error:0.108939
## [94] train-error:0.108939
## [95] train-error:0.108939
## [96] train-error:0.111732
## [97] train-error:0.111732
## [98] train-error:0.111732
## [99] train-error:0.111732
## [100]    train-error:0.108939
## [101]    train-error:0.108939
## [102]    train-error:0.108939
## [103]    train-error:0.103352
## [104]    train-error:0.106145
## [105]    train-error:0.114525
## [106]    train-error:0.125698
## [107]    train-error:0.128492
## [108]    train-error:0.120112
## [109]    train-error:0.120112
## [110]    train-error:0.114525
## [111]    train-error:0.114525
## [112]    train-error:0.117318
## [113]    train-error:0.120112
## [114]    train-error:0.111732
## [115]    train-error:0.114525
## [116]    train-error:0.108939
## [117]    train-error:0.111732
## [118]    train-error:0.111732
## [119]    train-error:0.114525
## [120]    train-error:0.108939
## [121]    train-error:0.106145
## [122]    train-error:0.100559
## [123]    train-error:0.111732
## [124]    train-error:0.103352
## [125]    train-error:0.111732
## [126]    train-error:0.111732
## [127]    train-error:0.106145
## [128]    train-error:0.103352
## [129]    train-error:0.100559
## [130]    train-error:0.100559
## [131]    train-error:0.100559
## [132]    train-error:0.103352
## [133]    train-error:0.106145
## [134]    train-error:0.097765
## [135]    train-error:0.103352
## [136]    train-error:0.103352
## [137]    train-error:0.103352
## [138]    train-error:0.094972
## [139]    train-error:0.097765
## [140]    train-error:0.103352
## [141]    train-error:0.100559
## [142]    train-error:0.103352
## [143]    train-error:0.111732
## [144]    train-error:0.108939
## [145]    train-error:0.106145
## [146]    train-error:0.100559
## [147]    train-error:0.106145
## [148]    train-error:0.094972
## [149]    train-error:0.094972
## [150]    train-error:0.097765
## [151]    train-error:0.103352
## [152]    train-error:0.103352
## [153]    train-error:0.106145
## [154]    train-error:0.097765
## [155]    train-error:0.097765
## [156]    train-error:0.092179
## [157]    train-error:0.086592
## [158]    train-error:0.094972
## [159]    train-error:0.100559
## [160]    train-error:0.097765
## [161]    train-error:0.094972
## [162]    train-error:0.089385
## [163]    train-error:0.089385
## [164]    train-error:0.092179
## [165]    train-error:0.092179
## [166]    train-error:0.097765
## [167]    train-error:0.089385
## [168]    train-error:0.089385
## [169]    train-error:0.094972
## [170]    train-error:0.097765
## [171]    train-error:0.092179
## [172]    train-error:0.083799
## [173]    train-error:0.081006
## [174]    train-error:0.086592
## [175]    train-error:0.083799
## [176]    train-error:0.089385
## [177]    train-error:0.089385
## [178]    train-error:0.081006
## [179]    train-error:0.075419
## [180]    train-error:0.072626
## [181]    train-error:0.075419
## [182]    train-error:0.083799
## [183]    train-error:0.086592
## [184]    train-error:0.081006
## [185]    train-error:0.089385
## [186]    train-error:0.078212
## [187]    train-error:0.086592
## [188]    train-error:0.078212
## [189]    train-error:0.075419
## [190]    train-error:0.075419
## [191]    train-error:0.072626
## [192]    train-error:0.078212
## [193]    train-error:0.078212
## [194]    train-error:0.075419
## [195]    train-error:0.083799
## [196]    train-error:0.075419
## [197]    train-error:0.081006
## [198]    train-error:0.089385
## [199]    train-error:0.089385
## [200]    train-error:0.092179
## [201]    train-error:0.086592
## [202]    train-error:0.089385
## [203]    train-error:0.078212
## [204]    train-error:0.086592
## [205]    train-error:0.083799
## [206]    train-error:0.086592
## [207]    train-error:0.083799
## [208]    train-error:0.089385
## [209]    train-error:0.081006
## [210]    train-error:0.072626
## [211]    train-error:0.072626
## [212]    train-error:0.078212
## [213]    train-error:0.083799
## [214]    train-error:0.078212
## [215]    train-error:0.081006
## [216]    train-error:0.083799
## [217]    train-error:0.083799
## [218]    train-error:0.083799
## [219]    train-error:0.081006
## [220]    train-error:0.081006
## [221]    train-error:0.083799
## [222]    train-error:0.083799
## [223]    train-error:0.078212
## [224]    train-error:0.075419
## [225]    train-error:0.072626
## [226]    train-error:0.081006
## [227]    train-error:0.083799
## [228]    train-error:0.089385
## [229]    train-error:0.081006
## [230]    train-error:0.075419
## [231]    train-error:0.072626
## [232]    train-error:0.072626
## [233]    train-error:0.075419
## [234]    train-error:0.072626
## [235]    train-error:0.069832
## [236]    train-error:0.069832
## [237]    train-error:0.075419
## [238]    train-error:0.069832
## [239]    train-error:0.072626
## [240]    train-error:0.075419
## [241]    train-error:0.064246
## [242]    train-error:0.075419
## [243]    train-error:0.072626
## [244]    train-error:0.069832
## [245]    train-error:0.067039
## [246]    train-error:0.069832
## [247]    train-error:0.069832
## [248]    train-error:0.067039
## [249]    train-error:0.072626
## [250]    train-error:0.078212
## [251]    train-error:0.078212
## [252]    train-error:0.078212
## [253]    train-error:0.075419
## [254]    train-error:0.069832
## [255]    train-error:0.075419
## [256]    train-error:0.069832
## [257]    train-error:0.075419
## [258]    train-error:0.075419
## [259]    train-error:0.078212
## [260]    train-error:0.075419
## [261]    train-error:0.072626
## [262]    train-error:0.072626
## [263]    train-error:0.072626
## [264]    train-error:0.075419
## [265]    train-error:0.067039
## [266]    train-error:0.072626
## [267]    train-error:0.075419
## [268]    train-error:0.081006
## [269]    train-error:0.081006
## [270]    train-error:0.072626
## [271]    train-error:0.075419
## [272]    train-error:0.072626
## [273]    train-error:0.075419
## [274]    train-error:0.075419
## [275]    train-error:0.072626
## [276]    train-error:0.069832
## [277]    train-error:0.067039
## [278]    train-error:0.069832
## [279]    train-error:0.069832
## [280]    train-error:0.067039
## [281]    train-error:0.069832
## [282]    train-error:0.069832
## [283]    train-error:0.072626
## [284]    train-error:0.067039
## [285]    train-error:0.072626
## [286]    train-error:0.069832
## [287]    train-error:0.069832
## [288]    train-error:0.067039
## [289]    train-error:0.069832
## [290]    train-error:0.069832
## [291]    train-error:0.067039
## [292]    train-error:0.072626
## [293]    train-error:0.067039
## [294]    train-error:0.064246
## [295]    train-error:0.075419
## [296]    train-error:0.081006
## [297]    train-error:0.081006
## [298]    train-error:0.072626
## [299]    train-error:0.081006
## [300]    train-error:0.075419
## [301]    train-error:0.072626
## [302]    train-error:0.069832
## [303]    train-error:0.067039
## [304]    train-error:0.067039
## [305]    train-error:0.069832
## [306]    train-error:0.072626
## [307]    train-error:0.069832
## [308]    train-error:0.064246
## [309]    train-error:0.064246
## [310]    train-error:0.067039
## [311]    train-error:0.072626
## [0]  train-error:0.296919
## [1]  train-error:0.193277
## [2]  train-error:0.170868
## [3]  train-error:0.170868
## [4]  train-error:0.159664
## [5]  train-error:0.165266
## [6]  train-error:0.168067
## [7]  train-error:0.154062
## [8]  train-error:0.159664
## [9]  train-error:0.159664
## [10] train-error:0.159664
## [11] train-error:0.151261
## [12] train-error:0.148459
## [13] train-error:0.154062
## [14] train-error:0.162465
## [15] train-error:0.156863
## [16] train-error:0.154062
## [17] train-error:0.148459
## [18] train-error:0.148459
## [19] train-error:0.126050
## [20] train-error:0.126050
## [21] train-error:0.126050
## [22] train-error:0.120448
## [23] train-error:0.114846
## [24] train-error:0.109244
## [25] train-error:0.114846
## [26] train-error:0.112045
## [27] train-error:0.114846
## [28] train-error:0.114846
## [29] train-error:0.123249
## [30] train-error:0.123249
## [31] train-error:0.120448
## [32] train-error:0.114846
## [33] train-error:0.117647
## [34] train-error:0.117647
## [35] train-error:0.109244
## [36] train-error:0.112045
## [37] train-error:0.112045
## [38] train-error:0.106443
## [39] train-error:0.106443
## [40] train-error:0.109244
## [41] train-error:0.109244
## [42] train-error:0.112045
## [43] train-error:0.109244
## [44] train-error:0.109244
## [45] train-error:0.112045
## [46] train-error:0.103641
## [47] train-error:0.098039
## [48] train-error:0.106443
## [49] train-error:0.100840
## [50] train-error:0.095238
## [51] train-error:0.089636
## [52] train-error:0.092437
## [53] train-error:0.089636
## [54] train-error:0.095238
## [55] train-error:0.092437
## [56] train-error:0.095238
## [57] train-error:0.086835
## [58] train-error:0.092437
## [59] train-error:0.095238
## [60] train-error:0.092437
## [61] train-error:0.103641
## [62] train-error:0.095238
## [63] train-error:0.089636
## [64] train-error:0.086835
## [65] train-error:0.089636
## [66] train-error:0.092437
## [67] train-error:0.092437
## [68] train-error:0.092437
## [69] train-error:0.095238
## [70] train-error:0.092437
## [71] train-error:0.100840
## [72] train-error:0.086835
## [73] train-error:0.089636
## [74] train-error:0.092437
## [75] train-error:0.089636
## [76] train-error:0.092437
## [77] train-error:0.092437
## [78] train-error:0.089636
## [79] train-error:0.089636
## [80] train-error:0.092437
## [81] train-error:0.092437
## [82] train-error:0.089636
## [83] train-error:0.092437
## [84] train-error:0.095238
## [85] train-error:0.095238
## [86] train-error:0.092437
## [87] train-error:0.098039
## [88] train-error:0.092437
## [89] train-error:0.089636
## [90] train-error:0.092437
## [91] train-error:0.089636
## [92] train-error:0.089636
## [93] train-error:0.086835
## [94] train-error:0.086835
## [95] train-error:0.086835
## [96] train-error:0.089636
## [97] train-error:0.095238
## [98] train-error:0.095238
## [99] train-error:0.092437
## [100]    train-error:0.092437
## [101]    train-error:0.103641
## [102]    train-error:0.100840
## [103]    train-error:0.095238
## [104]    train-error:0.100840
## [105]    train-error:0.095238
## [106]    train-error:0.098039
## [107]    train-error:0.098039
## [108]    train-error:0.100840
## [109]    train-error:0.095238
## [110]    train-error:0.095238
## [111]    train-error:0.092437
## [112]    train-error:0.089636
## [113]    train-error:0.086835
## [114]    train-error:0.086835
## [115]    train-error:0.089636
## [116]    train-error:0.095238
## [117]    train-error:0.095238
## [118]    train-error:0.098039
## [119]    train-error:0.098039
## [120]    train-error:0.081232
## [121]    train-error:0.084034
## [122]    train-error:0.081232
## [123]    train-error:0.081232
## [124]    train-error:0.086835
## [125]    train-error:0.092437
## [126]    train-error:0.095238
## [127]    train-error:0.098039
## [128]    train-error:0.086835
## [129]    train-error:0.095238
## [130]    train-error:0.095238
## [131]    train-error:0.095238
## [132]    train-error:0.092437
## [133]    train-error:0.089636
## [134]    train-error:0.095238
## [135]    train-error:0.095238
## [136]    train-error:0.092437
## [137]    train-error:0.095238
## [138]    train-error:0.095238
## [139]    train-error:0.100840
## [140]    train-error:0.098039
## [141]    train-error:0.100840
## [142]    train-error:0.095238
## [143]    train-error:0.092437
## [144]    train-error:0.095238
## [145]    train-error:0.089636
## [146]    train-error:0.098039
## [147]    train-error:0.078431
## [148]    train-error:0.084034
## [149]    train-error:0.081232
## [150]    train-error:0.086835
## [151]    train-error:0.081232
## [152]    train-error:0.084034
## [153]    train-error:0.078431
## [154]    train-error:0.081232
## [155]    train-error:0.081232
## [156]    train-error:0.078431
## [157]    train-error:0.078431
## [158]    train-error:0.081232
## [159]    train-error:0.086835
## [160]    train-error:0.081232
## [161]    train-error:0.075630
## [162]    train-error:0.078431
## [163]    train-error:0.081232
## [164]    train-error:0.081232
## [165]    train-error:0.081232
## [166]    train-error:0.081232
## [167]    train-error:0.078431
## [168]    train-error:0.078431
## [169]    train-error:0.086835
## [170]    train-error:0.089636
## [171]    train-error:0.089636
## [172]    train-error:0.081232
## [173]    train-error:0.070028
## [174]    train-error:0.072829
## [175]    train-error:0.075630
## [176]    train-error:0.072829
## [177]    train-error:0.072829
## [178]    train-error:0.084034
## [179]    train-error:0.081232
## [180]    train-error:0.086835
## [181]    train-error:0.089636
## [182]    train-error:0.086835
## [183]    train-error:0.084034
## [184]    train-error:0.092437
## [185]    train-error:0.086835
## [186]    train-error:0.086835
## [187]    train-error:0.086835
## [188]    train-error:0.084034
## [189]    train-error:0.084034
## [190]    train-error:0.086835
## [191]    train-error:0.086835
## [192]    train-error:0.078431
## [193]    train-error:0.078431
## [194]    train-error:0.078431
## [195]    train-error:0.081232
## [196]    train-error:0.075630
## [197]    train-error:0.081232
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.084034
## [201]    train-error:0.084034
## [202]    train-error:0.078431
## [203]    train-error:0.084034
## [204]    train-error:0.078431
## [205]    train-error:0.081232
## [206]    train-error:0.084034
## [207]    train-error:0.075630
## [208]    train-error:0.075630
## [209]    train-error:0.075630
## [210]    train-error:0.078431
## [211]    train-error:0.084034
## [212]    train-error:0.075630
## [213]    train-error:0.078431
## [214]    train-error:0.089636
## [215]    train-error:0.086835
## [216]    train-error:0.081232
## [217]    train-error:0.086835
## [218]    train-error:0.075630
## [219]    train-error:0.075630
## [220]    train-error:0.075630
## [221]    train-error:0.075630
## [222]    train-error:0.081232
## [223]    train-error:0.081232
## [224]    train-error:0.078431
## [225]    train-error:0.081232
## [226]    train-error:0.081232
## [227]    train-error:0.072829
## [228]    train-error:0.078431
## [229]    train-error:0.075630
## [230]    train-error:0.078431
## [231]    train-error:0.078431
## [232]    train-error:0.072829
## [233]    train-error:0.070028
## [234]    train-error:0.075630
## [235]    train-error:0.078431
## [236]    train-error:0.075630
## [237]    train-error:0.078431
## [238]    train-error:0.078431
## [239]    train-error:0.081232
## [240]    train-error:0.078431
## [241]    train-error:0.078431
## [242]    train-error:0.078431
## [243]    train-error:0.078431
## [244]    train-error:0.078431
## [245]    train-error:0.078431
## [246]    train-error:0.078431
## [247]    train-error:0.084034
## [248]    train-error:0.084034
## [249]    train-error:0.075630
## [250]    train-error:0.078431
## [251]    train-error:0.078431
## [252]    train-error:0.078431
## [253]    train-error:0.078431
## [254]    train-error:0.075630
## [255]    train-error:0.075630
## [256]    train-error:0.075630
## [257]    train-error:0.070028
## [258]    train-error:0.075630
## [259]    train-error:0.070028
## [260]    train-error:0.070028
## [261]    train-error:0.075630
## [262]    train-error:0.067227
## [263]    train-error:0.072829
## [264]    train-error:0.070028
## [265]    train-error:0.075630
## [266]    train-error:0.067227
## [267]    train-error:0.067227
## [268]    train-error:0.070028
## [269]    train-error:0.070028
## [270]    train-error:0.067227
## [271]    train-error:0.067227
## [272]    train-error:0.072829
## [273]    train-error:0.072829
## [274]    train-error:0.072829
## [275]    train-error:0.064426
## [276]    train-error:0.070028
## [277]    train-error:0.070028
## [278]    train-error:0.064426
## [279]    train-error:0.075630
## [280]    train-error:0.067227
## [281]    train-error:0.061625
## [282]    train-error:0.064426
## [283]    train-error:0.061625
## [284]    train-error:0.064426
## [285]    train-error:0.061625
## [286]    train-error:0.056022
## [287]    train-error:0.058824
## [288]    train-error:0.064426
## [289]    train-error:0.061625
## [290]    train-error:0.058824
## [291]    train-error:0.064426
## [292]    train-error:0.058824
## [293]    train-error:0.058824
## [294]    train-error:0.058824
## [295]    train-error:0.061625
## [296]    train-error:0.061625
## [297]    train-error:0.058824
## [298]    train-error:0.061625
## [299]    train-error:0.067227
## [300]    train-error:0.064426
## [301]    train-error:0.064426
## [302]    train-error:0.067227
## [303]    train-error:0.064426
## [304]    train-error:0.064426
## [305]    train-error:0.075630
## [306]    train-error:0.072829
## [307]    train-error:0.078431
## [308]    train-error:0.072829
## [309]    train-error:0.072829
## [310]    train-error:0.070028
## [311]    train-error:0.070028
## [0]  train-error:0.226891
## [1]  train-error:0.215686
## [2]  train-error:0.229692
## [3]  train-error:0.196078
## [4]  train-error:0.198880
## [5]  train-error:0.198880
## [6]  train-error:0.218487
## [7]  train-error:0.193277
## [8]  train-error:0.187675
## [9]  train-error:0.210084
## [10] train-error:0.204482
## [11] train-error:0.196078
## [12] train-error:0.196078
## [13] train-error:0.162465
## [14] train-error:0.170868
## [15] train-error:0.176471
## [16] train-error:0.156863
## [17] train-error:0.159664
## [18] train-error:0.148459
## [19] train-error:0.140056
## [20] train-error:0.148459
## [21] train-error:0.140056
## [22] train-error:0.140056
## [23] train-error:0.148459
## [24] train-error:0.148459
## [25] train-error:0.148459
## [26] train-error:0.145658
## [27] train-error:0.151261
## [28] train-error:0.151261
## [29] train-error:0.134454
## [30] train-error:0.131653
## [31] train-error:0.134454
## [32] train-error:0.137255
## [33] train-error:0.128852
## [34] train-error:0.134454
## [35] train-error:0.131653
## [36] train-error:0.134454
## [37] train-error:0.120448
## [38] train-error:0.126050
## [39] train-error:0.126050
## [40] train-error:0.134454
## [41] train-error:0.131653
## [42] train-error:0.117647
## [43] train-error:0.131653
## [44] train-error:0.134454
## [45] train-error:0.126050
## [46] train-error:0.123249
## [47] train-error:0.123249
## [48] train-error:0.131653
## [49] train-error:0.134454
## [50] train-error:0.128852
## [51] train-error:0.126050
## [52] train-error:0.123249
## [53] train-error:0.123249
## [54] train-error:0.114846
## [55] train-error:0.131653
## [56] train-error:0.128852
## [57] train-error:0.120448
## [58] train-error:0.120448
## [59] train-error:0.120448
## [60] train-error:0.112045
## [61] train-error:0.120448
## [62] train-error:0.120448
## [63] train-error:0.123249
## [64] train-error:0.120448
## [65] train-error:0.126050
## [66] train-error:0.117647
## [67] train-error:0.120448
## [68] train-error:0.112045
## [69] train-error:0.114846
## [70] train-error:0.112045
## [71] train-error:0.106443
## [72] train-error:0.103641
## [73] train-error:0.106443
## [74] train-error:0.098039
## [75] train-error:0.100840
## [76] train-error:0.106443
## [77] train-error:0.100840
## [78] train-error:0.100840
## [79] train-error:0.109244
## [80] train-error:0.109244
## [81] train-error:0.103641
## [82] train-error:0.103641
## [83] train-error:0.103641
## [84] train-error:0.103641
## [85] train-error:0.098039
## [86] train-error:0.100840
## [87] train-error:0.103641
## [88] train-error:0.106443
## [89] train-error:0.103641
## [90] train-error:0.106443
## [91] train-error:0.103641
## [92] train-error:0.106443
## [93] train-error:0.103641
## [94] train-error:0.095238
## [95] train-error:0.106443
## [96] train-error:0.109244
## [97] train-error:0.103641
## [98] train-error:0.098039
## [99] train-error:0.098039
## [100]    train-error:0.098039
## [101]    train-error:0.103641
## [102]    train-error:0.098039
## [103]    train-error:0.106443
## [104]    train-error:0.103641
## [105]    train-error:0.106443
## [106]    train-error:0.106443
## [107]    train-error:0.106443
## [108]    train-error:0.098039
## [109]    train-error:0.103641
## [110]    train-error:0.098039
## [111]    train-error:0.095238
## [112]    train-error:0.086835
## [113]    train-error:0.092437
## [114]    train-error:0.092437
## [115]    train-error:0.081232
## [116]    train-error:0.078431
## [117]    train-error:0.084034
## [118]    train-error:0.086835
## [119]    train-error:0.084034
## [120]    train-error:0.084034
## [121]    train-error:0.078431
## [122]    train-error:0.084034
## [123]    train-error:0.084034
## [124]    train-error:0.084034
## [125]    train-error:0.078431
## [126]    train-error:0.078431
## [127]    train-error:0.075630
## [128]    train-error:0.078431
## [129]    train-error:0.078431
## [130]    train-error:0.078431
## [131]    train-error:0.089636
## [132]    train-error:0.081232
## [133]    train-error:0.086835
## [134]    train-error:0.086835
## [135]    train-error:0.084034
## [136]    train-error:0.084034
## [137]    train-error:0.086835
## [138]    train-error:0.084034
## [139]    train-error:0.072829
## [140]    train-error:0.072829
## [141]    train-error:0.075630
## [142]    train-error:0.084034
## [143]    train-error:0.081232
## [144]    train-error:0.084034
## [145]    train-error:0.086835
## [146]    train-error:0.078431
## [147]    train-error:0.084034
## [148]    train-error:0.078431
## [149]    train-error:0.070028
## [150]    train-error:0.075630
## [151]    train-error:0.078431
## [152]    train-error:0.089636
## [153]    train-error:0.078431
## [154]    train-error:0.081232
## [155]    train-error:0.084034
## [156]    train-error:0.089636
## [157]    train-error:0.092437
## [158]    train-error:0.092437
## [159]    train-error:0.086835
## [160]    train-error:0.086835
## [161]    train-error:0.081232
## [162]    train-error:0.078431
## [163]    train-error:0.078431
## [164]    train-error:0.078431
## [165]    train-error:0.072829
## [166]    train-error:0.084034
## [167]    train-error:0.078431
## [168]    train-error:0.070028
## [169]    train-error:0.084034
## [170]    train-error:0.086835
## [171]    train-error:0.089636
## [172]    train-error:0.089636
## [173]    train-error:0.089636
## [174]    train-error:0.092437
## [175]    train-error:0.086835
## [176]    train-error:0.081232
## [177]    train-error:0.084034
## [178]    train-error:0.086835
## [179]    train-error:0.075630
## [180]    train-error:0.075630
## [181]    train-error:0.086835
## [182]    train-error:0.086835
## [183]    train-error:0.086835
## [184]    train-error:0.081232
## [185]    train-error:0.086835
## [186]    train-error:0.086835
## [187]    train-error:0.084034
## [188]    train-error:0.089636
## [189]    train-error:0.084034
## [190]    train-error:0.078431
## [191]    train-error:0.075630
## [192]    train-error:0.078431
## [193]    train-error:0.075630
## [194]    train-error:0.070028
## [195]    train-error:0.075630
## [196]    train-error:0.078431
## [197]    train-error:0.075630
## [198]    train-error:0.072829
## [199]    train-error:0.070028
## [200]    train-error:0.075630
## [201]    train-error:0.078431
## [202]    train-error:0.075630
## [203]    train-error:0.072829
## [204]    train-error:0.078431
## [205]    train-error:0.078431
## [206]    train-error:0.078431
## [207]    train-error:0.075630
## [208]    train-error:0.072829
## [209]    train-error:0.081232
## [210]    train-error:0.078431
## [211]    train-error:0.075630
## [212]    train-error:0.081232
## [213]    train-error:0.078431
## [214]    train-error:0.070028
## [215]    train-error:0.072829
## [216]    train-error:0.075630
## [217]    train-error:0.067227
## [218]    train-error:0.070028
## [219]    train-error:0.067227
## [220]    train-error:0.072829
## [221]    train-error:0.072829
## [222]    train-error:0.067227
## [223]    train-error:0.070028
## [224]    train-error:0.067227
## [225]    train-error:0.067227
## [226]    train-error:0.064426
## [227]    train-error:0.067227
## [228]    train-error:0.067227
## [229]    train-error:0.070028
## [230]    train-error:0.070028
## [231]    train-error:0.070028
## [232]    train-error:0.070028
## [233]    train-error:0.067227
## [234]    train-error:0.067227
## [235]    train-error:0.072829
## [236]    train-error:0.075630
## [237]    train-error:0.072829
## [238]    train-error:0.070028
## [239]    train-error:0.078431
## [240]    train-error:0.078431
## [241]    train-error:0.075630
## [242]    train-error:0.072829
## [243]    train-error:0.070028
## [244]    train-error:0.075630
## [245]    train-error:0.072829
## [246]    train-error:0.078431
## [247]    train-error:0.070028
## [248]    train-error:0.075630
## [249]    train-error:0.072829
## [250]    train-error:0.075630
## [251]    train-error:0.064426
## [252]    train-error:0.061625
## [253]    train-error:0.070028
## [254]    train-error:0.070028
## [255]    train-error:0.067227
## [256]    train-error:0.070028
## [257]    train-error:0.067227
## [258]    train-error:0.067227
## [259]    train-error:0.070028
## [260]    train-error:0.070028
## [261]    train-error:0.072829
## [262]    train-error:0.070028
## [263]    train-error:0.064426
## [264]    train-error:0.072829
## [265]    train-error:0.072829
## [266]    train-error:0.064426
## [267]    train-error:0.061625
## [268]    train-error:0.061625
## [269]    train-error:0.061625
## [270]    train-error:0.058824
## [271]    train-error:0.061625
## [272]    train-error:0.061625
## [273]    train-error:0.064426
## [274]    train-error:0.058824
## [275]    train-error:0.058824
## [276]    train-error:0.058824
## [277]    train-error:0.058824
## [278]    train-error:0.064426
## [279]    train-error:0.058824
## [280]    train-error:0.056022
## [281]    train-error:0.053221
## [282]    train-error:0.053221
## [283]    train-error:0.058824
## [284]    train-error:0.058824
## [285]    train-error:0.053221
## [286]    train-error:0.064426
## [287]    train-error:0.070028
## [288]    train-error:0.064426
## [289]    train-error:0.064426
## [290]    train-error:0.064426
## [291]    train-error:0.067227
## [292]    train-error:0.072829
## [293]    train-error:0.064426
## [294]    train-error:0.061625
## [295]    train-error:0.070028
## [296]    train-error:0.067227
## [297]    train-error:0.067227
## [298]    train-error:0.064426
## [299]    train-error:0.067227
## [300]    train-error:0.067227
## [301]    train-error:0.067227
## [302]    train-error:0.067227
## [303]    train-error:0.067227
## [304]    train-error:0.072829
## [305]    train-error:0.072829
## [306]    train-error:0.067227
## [307]    train-error:0.072829
## [308]    train-error:0.072829
## [309]    train-error:0.075630
## [310]    train-error:0.072829
## [311]    train-error:0.072829
## [0]  train-error:0.324022
## [1]  train-error:0.298883
## [2]  train-error:0.296089
## [3]  train-error:0.226257
## [4]  train-error:0.240223
## [5]  train-error:0.215084
## [6]  train-error:0.181564
## [7]  train-error:0.192737
## [8]  train-error:0.189944
## [9]  train-error:0.173184
## [10] train-error:0.181564
## [11] train-error:0.173184
## [12] train-error:0.173184
## [13] train-error:0.184358
## [14] train-error:0.162011
## [15] train-error:0.164804
## [16] train-error:0.162011
## [17] train-error:0.156425
## [18] train-error:0.159218
## [19] train-error:0.156425
## [20] train-error:0.156425
## [21] train-error:0.153631
## [22] train-error:0.150838
## [23] train-error:0.148045
## [24] train-error:0.150838
## [25] train-error:0.150838
## [26] train-error:0.148045
## [27] train-error:0.139665
## [28] train-error:0.142458
## [29] train-error:0.145251
## [30] train-error:0.145251
## [31] train-error:0.142458
## [32] train-error:0.153631
## [33] train-error:0.148045
## [34] train-error:0.148045
## [35] train-error:0.153631
## [36] train-error:0.153631
## [37] train-error:0.150838
## [38] train-error:0.148045
## [39] train-error:0.148045
## [40] train-error:0.145251
## [41] train-error:0.148045
## [42] train-error:0.153631
## [43] train-error:0.148045
## [44] train-error:0.148045
## [45] train-error:0.150838
## [46] train-error:0.150838
## [47] train-error:0.148045
## [48] train-error:0.148045
## [49] train-error:0.148045
## [50] train-error:0.148045
## [51] train-error:0.148045
## [52] train-error:0.150838
## [53] train-error:0.153631
## [54] train-error:0.162011
## [55] train-error:0.150838
## [56] train-error:0.153631
## [57] train-error:0.150838
## [58] train-error:0.150838
## [59] train-error:0.148045
## [60] train-error:0.145251
## [61] train-error:0.148045
## [62] train-error:0.148045
## [63] train-error:0.148045
## [64] train-error:0.148045
## [65] train-error:0.145251
## [66] train-error:0.145251
## [67] train-error:0.145251
## [68] train-error:0.148045
## [69] train-error:0.148045
## [70] train-error:0.148045
## [71] train-error:0.145251
## [72] train-error:0.153631
## [73] train-error:0.148045
## [74] train-error:0.148045
## [75] train-error:0.148045
## [76] train-error:0.148045
## [77] train-error:0.153631
## [78] train-error:0.153631
## [79] train-error:0.150838
## [80] train-error:0.150838
## [81] train-error:0.153631
## [82] train-error:0.150838
## [83] train-error:0.145251
## [84] train-error:0.145251
## [85] train-error:0.148045
## [86] train-error:0.148045
## [87] train-error:0.148045
## [88] train-error:0.145251
## [89] train-error:0.145251
## [90] train-error:0.148045
## [91] train-error:0.145251
## [92] train-error:0.142458
## [93] train-error:0.145251
## [94] train-error:0.145251
## [95] train-error:0.148045
## [96] train-error:0.150838
## [97] train-error:0.148045
## [98] train-error:0.145251
## [99] train-error:0.148045
## [100]    train-error:0.148045
## [101]    train-error:0.136872
## [102]    train-error:0.134078
## [103]    train-error:0.145251
## [104]    train-error:0.145251
## [105]    train-error:0.136872
## [106]    train-error:0.136872
## [107]    train-error:0.145251
## [108]    train-error:0.142458
## [109]    train-error:0.139665
## [110]    train-error:0.145251
## [111]    train-error:0.139665
## [112]    train-error:0.134078
## [113]    train-error:0.131285
## [114]    train-error:0.134078
## [115]    train-error:0.134078
## [116]    train-error:0.134078
## [117]    train-error:0.128492
## [118]    train-error:0.136872
## [119]    train-error:0.139665
## [120]    train-error:0.134078
## [121]    train-error:0.134078
## [122]    train-error:0.134078
## [123]    train-error:0.131285
## [124]    train-error:0.122905
## [125]    train-error:0.131285
## [126]    train-error:0.125698
## [127]    train-error:0.128492
## [128]    train-error:0.134078
## [129]    train-error:0.134078
## [130]    train-error:0.128492
## [131]    train-error:0.134078
## [132]    train-error:0.134078
## [133]    train-error:0.136872
## [134]    train-error:0.134078
## [135]    train-error:0.134078
## [136]    train-error:0.136872
## [137]    train-error:0.136872
## [138]    train-error:0.136872
## [139]    train-error:0.136872
## [140]    train-error:0.128492
## [141]    train-error:0.131285
## [142]    train-error:0.131285
## [143]    train-error:0.128492
## [144]    train-error:0.128492
## [145]    train-error:0.128492
## [146]    train-error:0.128492
## [147]    train-error:0.128492
## [148]    train-error:0.128492
## [149]    train-error:0.128492
## [150]    train-error:0.128492
## [151]    train-error:0.128492
## [152]    train-error:0.128492
## [153]    train-error:0.128492
## [154]    train-error:0.128492
## [155]    train-error:0.128492
## [156]    train-error:0.128492
## [157]    train-error:0.128492
## [158]    train-error:0.125698
## [159]    train-error:0.128492
## [160]    train-error:0.128492
## [161]    train-error:0.128492
## [162]    train-error:0.128492
## [163]    train-error:0.128492
## [164]    train-error:0.125698
## [165]    train-error:0.125698
## [166]    train-error:0.128492
## [167]    train-error:0.128492
## [168]    train-error:0.125698
## [169]    train-error:0.120112
## [170]    train-error:0.120112
## [171]    train-error:0.122905
## [172]    train-error:0.125698
## [173]    train-error:0.131285
## [174]    train-error:0.128492
## [175]    train-error:0.122905
## [176]    train-error:0.117318
## [177]    train-error:0.122905
## [178]    train-error:0.117318
## [179]    train-error:0.120112
## [180]    train-error:0.117318
## [181]    train-error:0.117318
## [182]    train-error:0.117318
## [183]    train-error:0.114525
## [184]    train-error:0.114525
## [185]    train-error:0.120112
## [186]    train-error:0.114525
## [187]    train-error:0.114525
## [188]    train-error:0.114525
## [189]    train-error:0.117318
## [190]    train-error:0.117318
## [191]    train-error:0.120112
## [192]    train-error:0.120112
## [193]    train-error:0.122905
## [194]    train-error:0.117318
## [195]    train-error:0.117318
## [196]    train-error:0.117318
## [197]    train-error:0.117318
## [198]    train-error:0.117318
## [199]    train-error:0.120112
## [200]    train-error:0.120112
## [201]    train-error:0.120112
## [202]    train-error:0.120112
## [203]    train-error:0.120112
## [204]    train-error:0.120112
## [205]    train-error:0.117318
## [206]    train-error:0.120112
## [207]    train-error:0.122905
## [208]    train-error:0.122905
## [209]    train-error:0.117318
## [210]    train-error:0.111732
## [211]    train-error:0.117318
## [212]    train-error:0.117318
## [213]    train-error:0.122905
## [214]    train-error:0.117318
## [215]    train-error:0.125698
## [216]    train-error:0.117318
## [217]    train-error:0.120112
## [218]    train-error:0.122905
## [219]    train-error:0.120112
## [220]    train-error:0.122905
## [221]    train-error:0.120112
## [222]    train-error:0.114525
## [223]    train-error:0.117318
## [224]    train-error:0.114525
## [225]    train-error:0.117318
## [226]    train-error:0.114525
## [227]    train-error:0.111732
## [228]    train-error:0.114525
## [229]    train-error:0.120112
## [230]    train-error:0.120112
## [231]    train-error:0.117318
## [232]    train-error:0.117318
## [233]    train-error:0.117318
## [234]    train-error:0.117318
## [235]    train-error:0.117318
## [236]    train-error:0.117318
## [237]    train-error:0.120112
## [238]    train-error:0.120112
## [239]    train-error:0.120112
## [240]    train-error:0.120112
## [241]    train-error:0.117318
## [242]    train-error:0.120112
## [243]    train-error:0.120112
## [244]    train-error:0.117318
## [245]    train-error:0.117318
## [246]    train-error:0.114525
## [247]    train-error:0.111732
## [248]    train-error:0.111732
## [249]    train-error:0.117318
## [250]    train-error:0.117318
## [251]    train-error:0.111732
## [252]    train-error:0.111732
## [253]    train-error:0.108939
## [254]    train-error:0.106145
## [255]    train-error:0.106145
## [256]    train-error:0.111732
## [257]    train-error:0.111732
## [258]    train-error:0.111732
## [259]    train-error:0.111732
## [260]    train-error:0.111732
## [261]    train-error:0.111732
## [262]    train-error:0.111732
## [263]    train-error:0.114525
## [264]    train-error:0.114525
## [265]    train-error:0.111732
## [266]    train-error:0.108939
## [267]    train-error:0.108939
## [268]    train-error:0.106145
## [269]    train-error:0.108939
## [270]    train-error:0.111732
## [271]    train-error:0.111732
## [272]    train-error:0.108939
## [273]    train-error:0.108939
## [274]    train-error:0.108939
## [275]    train-error:0.108939
## [276]    train-error:0.111732
## [277]    train-error:0.106145
## [278]    train-error:0.111732
## [279]    train-error:0.114525
## [280]    train-error:0.114525
## [281]    train-error:0.111732
## [282]    train-error:0.114525
## [283]    train-error:0.114525
## [284]    train-error:0.111732
## [285]    train-error:0.108939
## [286]    train-error:0.106145
## [287]    train-error:0.108939
## [288]    train-error:0.108939
## [289]    train-error:0.108939
## [290]    train-error:0.103352
## [291]    train-error:0.108939
## [292]    train-error:0.106145
## [293]    train-error:0.108939
## [294]    train-error:0.108939
## [295]    train-error:0.108939
## [296]    train-error:0.111732
## [297]    train-error:0.108939
## [298]    train-error:0.111732
## [299]    train-error:0.108939
## [300]    train-error:0.108939
## [301]    train-error:0.108939
## [302]    train-error:0.108939
## [303]    train-error:0.108939
## [304]    train-error:0.106145
## [305]    train-error:0.106145
## [306]    train-error:0.108939
## [307]    train-error:0.111732
## [308]    train-error:0.111732
## [309]    train-error:0.111732
## [310]    train-error:0.114525
## [311]    train-error:0.108939
## [312]    train-error:0.108939
## [313]    train-error:0.106145
## [314]    train-error:0.108939
## [315]    train-error:0.106145
## [316]    train-error:0.106145
## [317]    train-error:0.106145
## [318]    train-error:0.103352
## [319]    train-error:0.103352
## [320]    train-error:0.100559
## [321]    train-error:0.103352
## [322]    train-error:0.103352
## [323]    train-error:0.106145
## [324]    train-error:0.108939
## [325]    train-error:0.106145
## [326]    train-error:0.103352
## [327]    train-error:0.103352
## [328]    train-error:0.100559
## [329]    train-error:0.100559
## [0]  train-error:0.243697
## [1]  train-error:0.148459
## [2]  train-error:0.165266
## [3]  train-error:0.196078
## [4]  train-error:0.173669
## [5]  train-error:0.176471
## [6]  train-error:0.173669
## [7]  train-error:0.162465
## [8]  train-error:0.168067
## [9]  train-error:0.148459
## [10] train-error:0.159664
## [11] train-error:0.137255
## [12] train-error:0.140056
## [13] train-error:0.140056
## [14] train-error:0.142857
## [15] train-error:0.134454
## [16] train-error:0.145658
## [17] train-error:0.142857
## [18] train-error:0.145658
## [19] train-error:0.140056
## [20] train-error:0.140056
## [21] train-error:0.142857
## [22] train-error:0.142857
## [23] train-error:0.131653
## [24] train-error:0.134454
## [25] train-error:0.134454
## [26] train-error:0.131653
## [27] train-error:0.131653
## [28] train-error:0.126050
## [29] train-error:0.123249
## [30] train-error:0.123249
## [31] train-error:0.123249
## [32] train-error:0.123249
## [33] train-error:0.126050
## [34] train-error:0.120448
## [35] train-error:0.120448
## [36] train-error:0.128852
## [37] train-error:0.128852
## [38] train-error:0.123249
## [39] train-error:0.128852
## [40] train-error:0.128852
## [41] train-error:0.128852
## [42] train-error:0.126050
## [43] train-error:0.120448
## [44] train-error:0.120448
## [45] train-error:0.123249
## [46] train-error:0.123249
## [47] train-error:0.123249
## [48] train-error:0.120448
## [49] train-error:0.120448
## [50] train-error:0.120448
## [51] train-error:0.123249
## [52] train-error:0.123249
## [53] train-error:0.120448
## [54] train-error:0.120448
## [55] train-error:0.117647
## [56] train-error:0.120448
## [57] train-error:0.117647
## [58] train-error:0.117647
## [59] train-error:0.123249
## [60] train-error:0.123249
## [61] train-error:0.123249
## [62] train-error:0.120448
## [63] train-error:0.123249
## [64] train-error:0.123249
## [65] train-error:0.123249
## [66] train-error:0.126050
## [67] train-error:0.126050
## [68] train-error:0.128852
## [69] train-error:0.126050
## [70] train-error:0.126050
## [71] train-error:0.123249
## [72] train-error:0.123249
## [73] train-error:0.123249
## [74] train-error:0.120448
## [75] train-error:0.120448
## [76] train-error:0.120448
## [77] train-error:0.120448
## [78] train-error:0.120448
## [79] train-error:0.120448
## [80] train-error:0.120448
## [81] train-error:0.114846
## [82] train-error:0.117647
## [83] train-error:0.114846
## [84] train-error:0.114846
## [85] train-error:0.112045
## [86] train-error:0.114846
## [87] train-error:0.117647
## [88] train-error:0.117647
## [89] train-error:0.114846
## [90] train-error:0.114846
## [91] train-error:0.112045
## [92] train-error:0.112045
## [93] train-error:0.112045
## [94] train-error:0.112045
## [95] train-error:0.112045
## [96] train-error:0.112045
## [97] train-error:0.109244
## [98] train-error:0.109244
## [99] train-error:0.114846
## [100]    train-error:0.114846
## [101]    train-error:0.112045
## [102]    train-error:0.112045
## [103]    train-error:0.109244
## [104]    train-error:0.112045
## [105]    train-error:0.114846
## [106]    train-error:0.109244
## [107]    train-error:0.114846
## [108]    train-error:0.112045
## [109]    train-error:0.114846
## [110]    train-error:0.109244
## [111]    train-error:0.114846
## [112]    train-error:0.112045
## [113]    train-error:0.114846
## [114]    train-error:0.114846
## [115]    train-error:0.114846
## [116]    train-error:0.109244
## [117]    train-error:0.112045
## [118]    train-error:0.106443
## [119]    train-error:0.109244
## [120]    train-error:0.109244
## [121]    train-error:0.106443
## [122]    train-error:0.106443
## [123]    train-error:0.106443
## [124]    train-error:0.109244
## [125]    train-error:0.109244
## [126]    train-error:0.106443
## [127]    train-error:0.106443
## [128]    train-error:0.106443
## [129]    train-error:0.106443
## [130]    train-error:0.106443
## [131]    train-error:0.106443
## [132]    train-error:0.109244
## [133]    train-error:0.109244
## [134]    train-error:0.106443
## [135]    train-error:0.106443
## [136]    train-error:0.106443
## [137]    train-error:0.109244
## [138]    train-error:0.106443
## [139]    train-error:0.103641
## [140]    train-error:0.109244
## [141]    train-error:0.109244
## [142]    train-error:0.109244
## [143]    train-error:0.106443
## [144]    train-error:0.106443
## [145]    train-error:0.103641
## [146]    train-error:0.103641
## [147]    train-error:0.106443
## [148]    train-error:0.106443
## [149]    train-error:0.100840
## [150]    train-error:0.100840
## [151]    train-error:0.100840
## [152]    train-error:0.100840
## [153]    train-error:0.095238
## [154]    train-error:0.100840
## [155]    train-error:0.103641
## [156]    train-error:0.100840
## [157]    train-error:0.100840
## [158]    train-error:0.098039
## [159]    train-error:0.095238
## [160]    train-error:0.098039
## [161]    train-error:0.098039
## [162]    train-error:0.095238
## [163]    train-error:0.095238
## [164]    train-error:0.095238
## [165]    train-error:0.095238
## [166]    train-error:0.095238
## [167]    train-error:0.098039
## [168]    train-error:0.098039
## [169]    train-error:0.098039
## [170]    train-error:0.092437
## [171]    train-error:0.095238
## [172]    train-error:0.095238
## [173]    train-error:0.098039
## [174]    train-error:0.095238
## [175]    train-error:0.098039
## [176]    train-error:0.098039
## [177]    train-error:0.092437
## [178]    train-error:0.092437
## [179]    train-error:0.092437
## [180]    train-error:0.089636
## [181]    train-error:0.095238
## [182]    train-error:0.092437
## [183]    train-error:0.095238
## [184]    train-error:0.095238
## [185]    train-error:0.095238
## [186]    train-error:0.098039
## [187]    train-error:0.098039
## [188]    train-error:0.098039
## [189]    train-error:0.098039
## [190]    train-error:0.095238
## [191]    train-error:0.095238
## [192]    train-error:0.098039
## [193]    train-error:0.095238
## [194]    train-error:0.095238
## [195]    train-error:0.095238
## [196]    train-error:0.095238
## [197]    train-error:0.095238
## [198]    train-error:0.095238
## [199]    train-error:0.095238
## [200]    train-error:0.095238
## [201]    train-error:0.095238
## [202]    train-error:0.098039
## [203]    train-error:0.095238
## [204]    train-error:0.092437
## [205]    train-error:0.098039
## [206]    train-error:0.098039
## [207]    train-error:0.098039
## [208]    train-error:0.095238
## [209]    train-error:0.095238
## [210]    train-error:0.095238
## [211]    train-error:0.098039
## [212]    train-error:0.103641
## [213]    train-error:0.095238
## [214]    train-error:0.098039
## [215]    train-error:0.100840
## [216]    train-error:0.098039
## [217]    train-error:0.098039
## [218]    train-error:0.098039
## [219]    train-error:0.098039
## [220]    train-error:0.095238
## [221]    train-error:0.095238
## [222]    train-error:0.092437
## [223]    train-error:0.092437
## [224]    train-error:0.095238
## [225]    train-error:0.098039
## [226]    train-error:0.098039
## [227]    train-error:0.095238
## [228]    train-error:0.098039
## [229]    train-error:0.092437
## [230]    train-error:0.092437
## [231]    train-error:0.089636
## [232]    train-error:0.089636
## [233]    train-error:0.092437
## [234]    train-error:0.095238
## [235]    train-error:0.089636
## [236]    train-error:0.092437
## [237]    train-error:0.095238
## [238]    train-error:0.092437
## [239]    train-error:0.086835
## [240]    train-error:0.086835
## [241]    train-error:0.089636
## [242]    train-error:0.086835
## [243]    train-error:0.092437
## [244]    train-error:0.089636
## [245]    train-error:0.092437
## [246]    train-error:0.092437
## [247]    train-error:0.092437
## [248]    train-error:0.092437
## [249]    train-error:0.092437
## [250]    train-error:0.089636
## [251]    train-error:0.092437
## [252]    train-error:0.095238
## [253]    train-error:0.095238
## [254]    train-error:0.098039
## [255]    train-error:0.098039
## [256]    train-error:0.095238
## [257]    train-error:0.098039
## [258]    train-error:0.098039
## [259]    train-error:0.098039
## [260]    train-error:0.098039
## [261]    train-error:0.095238
## [262]    train-error:0.098039
## [263]    train-error:0.098039
## [264]    train-error:0.095238
## [265]    train-error:0.098039
## [266]    train-error:0.092437
## [267]    train-error:0.095238
## [268]    train-error:0.092437
## [269]    train-error:0.086835
## [270]    train-error:0.086835
## [271]    train-error:0.089636
## [272]    train-error:0.089636
## [273]    train-error:0.089636
## [274]    train-error:0.092437
## [275]    train-error:0.092437
## [276]    train-error:0.092437
## [277]    train-error:0.092437
## [278]    train-error:0.092437
## [279]    train-error:0.092437
## [280]    train-error:0.095238
## [281]    train-error:0.092437
## [282]    train-error:0.095238
## [283]    train-error:0.095238
## [284]    train-error:0.095238
## [285]    train-error:0.092437
## [286]    train-error:0.089636
## [287]    train-error:0.095238
## [288]    train-error:0.095238
## [289]    train-error:0.092437
## [290]    train-error:0.089636
## [291]    train-error:0.089636
## [292]    train-error:0.092437
## [293]    train-error:0.092437
## [294]    train-error:0.089636
## [295]    train-error:0.089636
## [296]    train-error:0.086835
## [297]    train-error:0.089636
## [298]    train-error:0.089636
## [299]    train-error:0.089636
## [300]    train-error:0.086835
## [301]    train-error:0.086835
## [302]    train-error:0.086835
## [303]    train-error:0.086835
## [304]    train-error:0.086835
## [305]    train-error:0.086835
## [306]    train-error:0.089636
## [307]    train-error:0.089636
## [308]    train-error:0.089636
## [309]    train-error:0.089636
## [310]    train-error:0.089636
## [311]    train-error:0.089636
## [312]    train-error:0.089636
## [313]    train-error:0.089636
## [314]    train-error:0.089636
## [315]    train-error:0.089636
## [316]    train-error:0.089636
## [317]    train-error:0.089636
## [318]    train-error:0.086835
## [319]    train-error:0.089636
## [320]    train-error:0.089636
## [321]    train-error:0.089636
## [322]    train-error:0.086835
## [323]    train-error:0.092437
## [324]    train-error:0.092437
## [325]    train-error:0.086835
## [326]    train-error:0.089636
## [327]    train-error:0.086835
## [328]    train-error:0.086835
## [329]    train-error:0.089636
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.226891
## [3]  train-error:0.232493
## [4]  train-error:0.224090
## [5]  train-error:0.215686
## [6]  train-error:0.182073
## [7]  train-error:0.207283
## [8]  train-error:0.201681
## [9]  train-error:0.170868
## [10] train-error:0.187675
## [11] train-error:0.196078
## [12] train-error:0.184874
## [13] train-error:0.162465
## [14] train-error:0.168067
## [15] train-error:0.159664
## [16] train-error:0.159664
## [17] train-error:0.159664
## [18] train-error:0.159664
## [19] train-error:0.151261
## [20] train-error:0.154062
## [21] train-error:0.154062
## [22] train-error:0.156863
## [23] train-error:0.165266
## [24] train-error:0.159664
## [25] train-error:0.156863
## [26] train-error:0.154062
## [27] train-error:0.151261
## [28] train-error:0.148459
## [29] train-error:0.137255
## [30] train-error:0.140056
## [31] train-error:0.142857
## [32] train-error:0.142857
## [33] train-error:0.145658
## [34] train-error:0.148459
## [35] train-error:0.145658
## [36] train-error:0.145658
## [37] train-error:0.145658
## [38] train-error:0.142857
## [39] train-error:0.140056
## [40] train-error:0.145658
## [41] train-error:0.134454
## [42] train-error:0.134454
## [43] train-error:0.140056
## [44] train-error:0.134454
## [45] train-error:0.131653
## [46] train-error:0.137255
## [47] train-error:0.134454
## [48] train-error:0.131653
## [49] train-error:0.128852
## [50] train-error:0.128852
## [51] train-error:0.134454
## [52] train-error:0.134454
## [53] train-error:0.134454
## [54] train-error:0.131653
## [55] train-error:0.128852
## [56] train-error:0.131653
## [57] train-error:0.134454
## [58] train-error:0.134454
## [59] train-error:0.131653
## [60] train-error:0.131653
## [61] train-error:0.126050
## [62] train-error:0.126050
## [63] train-error:0.123249
## [64] train-error:0.120448
## [65] train-error:0.117647
## [66] train-error:0.117647
## [67] train-error:0.117647
## [68] train-error:0.117647
## [69] train-error:0.114846
## [70] train-error:0.114846
## [71] train-error:0.112045
## [72] train-error:0.114846
## [73] train-error:0.117647
## [74] train-error:0.114846
## [75] train-error:0.114846
## [76] train-error:0.114846
## [77] train-error:0.114846
## [78] train-error:0.112045
## [79] train-error:0.112045
## [80] train-error:0.112045
## [81] train-error:0.112045
## [82] train-error:0.112045
## [83] train-error:0.106443
## [84] train-error:0.103641
## [85] train-error:0.109244
## [86] train-error:0.112045
## [87] train-error:0.109244
## [88] train-error:0.112045
## [89] train-error:0.103641
## [90] train-error:0.103641
## [91] train-error:0.103641
## [92] train-error:0.103641
## [93] train-error:0.103641
## [94] train-error:0.103641
## [95] train-error:0.103641
## [96] train-error:0.100840
## [97] train-error:0.103641
## [98] train-error:0.103641
## [99] train-error:0.103641
## [100]    train-error:0.100840
## [101]    train-error:0.100840
## [102]    train-error:0.103641
## [103]    train-error:0.103641
## [104]    train-error:0.103641
## [105]    train-error:0.106443
## [106]    train-error:0.112045
## [107]    train-error:0.112045
## [108]    train-error:0.109244
## [109]    train-error:0.109244
## [110]    train-error:0.109244
## [111]    train-error:0.109244
## [112]    train-error:0.106443
## [113]    train-error:0.109244
## [114]    train-error:0.109244
## [115]    train-error:0.112045
## [116]    train-error:0.109244
## [117]    train-error:0.109244
## [118]    train-error:0.112045
## [119]    train-error:0.109244
## [120]    train-error:0.109244
## [121]    train-error:0.112045
## [122]    train-error:0.112045
## [123]    train-error:0.112045
## [124]    train-error:0.109244
## [125]    train-error:0.112045
## [126]    train-error:0.106443
## [127]    train-error:0.103641
## [128]    train-error:0.106443
## [129]    train-error:0.109244
## [130]    train-error:0.109244
## [131]    train-error:0.109244
## [132]    train-error:0.103641
## [133]    train-error:0.103641
## [134]    train-error:0.103641
## [135]    train-error:0.103641
## [136]    train-error:0.106443
## [137]    train-error:0.106443
## [138]    train-error:0.103641
## [139]    train-error:0.109244
## [140]    train-error:0.109244
## [141]    train-error:0.103641
## [142]    train-error:0.103641
## [143]    train-error:0.100840
## [144]    train-error:0.100840
## [145]    train-error:0.095238
## [146]    train-error:0.098039
## [147]    train-error:0.098039
## [148]    train-error:0.095238
## [149]    train-error:0.095238
## [150]    train-error:0.095238
## [151]    train-error:0.095238
## [152]    train-error:0.092437
## [153]    train-error:0.095238
## [154]    train-error:0.092437
## [155]    train-error:0.092437
## [156]    train-error:0.092437
## [157]    train-error:0.095238
## [158]    train-error:0.095238
## [159]    train-error:0.095238
## [160]    train-error:0.095238
## [161]    train-error:0.095238
## [162]    train-error:0.095238
## [163]    train-error:0.095238
## [164]    train-error:0.095238
## [165]    train-error:0.092437
## [166]    train-error:0.095238
## [167]    train-error:0.092437
## [168]    train-error:0.095238
## [169]    train-error:0.095238
## [170]    train-error:0.095238
## [171]    train-error:0.095238
## [172]    train-error:0.098039
## [173]    train-error:0.095238
## [174]    train-error:0.095238
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.095238
## [178]    train-error:0.095238
## [179]    train-error:0.095238
## [180]    train-error:0.095238
## [181]    train-error:0.095238
## [182]    train-error:0.095238
## [183]    train-error:0.095238
## [184]    train-error:0.095238
## [185]    train-error:0.095238
## [186]    train-error:0.095238
## [187]    train-error:0.095238
## [188]    train-error:0.095238
## [189]    train-error:0.095238
## [190]    train-error:0.095238
## [191]    train-error:0.095238
## [192]    train-error:0.098039
## [193]    train-error:0.095238
## [194]    train-error:0.098039
## [195]    train-error:0.098039
## [196]    train-error:0.092437
## [197]    train-error:0.092437
## [198]    train-error:0.089636
## [199]    train-error:0.092437
## [200]    train-error:0.092437
## [201]    train-error:0.092437
## [202]    train-error:0.092437
## [203]    train-error:0.092437
## [204]    train-error:0.092437
## [205]    train-error:0.092437
## [206]    train-error:0.092437
## [207]    train-error:0.095238
## [208]    train-error:0.092437
## [209]    train-error:0.092437
## [210]    train-error:0.092437
## [211]    train-error:0.092437
## [212]    train-error:0.089636
## [213]    train-error:0.092437
## [214]    train-error:0.092437
## [215]    train-error:0.092437
## [216]    train-error:0.089636
## [217]    train-error:0.092437
## [218]    train-error:0.089636
## [219]    train-error:0.089636
## [220]    train-error:0.092437
## [221]    train-error:0.095238
## [222]    train-error:0.095238
## [223]    train-error:0.095238
## [224]    train-error:0.095238
## [225]    train-error:0.095238
## [226]    train-error:0.092437
## [227]    train-error:0.092437
## [228]    train-error:0.095238
## [229]    train-error:0.092437
## [230]    train-error:0.095238
## [231]    train-error:0.098039
## [232]    train-error:0.098039
## [233]    train-error:0.092437
## [234]    train-error:0.095238
## [235]    train-error:0.089636
## [236]    train-error:0.092437
## [237]    train-error:0.092437
## [238]    train-error:0.092437
## [239]    train-error:0.089636
## [240]    train-error:0.092437
## [241]    train-error:0.092437
## [242]    train-error:0.092437
## [243]    train-error:0.092437
## [244]    train-error:0.089636
## [245]    train-error:0.089636
## [246]    train-error:0.092437
## [247]    train-error:0.092437
## [248]    train-error:0.089636
## [249]    train-error:0.089636
## [250]    train-error:0.086835
## [251]    train-error:0.084034
## [252]    train-error:0.086835
## [253]    train-error:0.086835
## [254]    train-error:0.086835
## [255]    train-error:0.086835
## [256]    train-error:0.086835
## [257]    train-error:0.086835
## [258]    train-error:0.086835
## [259]    train-error:0.086835
## [260]    train-error:0.086835
## [261]    train-error:0.086835
## [262]    train-error:0.086835
## [263]    train-error:0.086835
## [264]    train-error:0.089636
## [265]    train-error:0.089636
## [266]    train-error:0.092437
## [267]    train-error:0.092437
## [268]    train-error:0.092437
## [269]    train-error:0.089636
## [270]    train-error:0.086835
## [271]    train-error:0.089636
## [272]    train-error:0.084034
## [273]    train-error:0.086835
## [274]    train-error:0.084034
## [275]    train-error:0.084034
## [276]    train-error:0.081232
## [277]    train-error:0.081232
## [278]    train-error:0.084034
## [279]    train-error:0.084034
## [280]    train-error:0.084034
## [281]    train-error:0.084034
## [282]    train-error:0.084034
## [283]    train-error:0.084034
## [284]    train-error:0.084034
## [285]    train-error:0.084034
## [286]    train-error:0.086835
## [287]    train-error:0.086835
## [288]    train-error:0.086835
## [289]    train-error:0.086835
## [290]    train-error:0.086835
## [291]    train-error:0.084034
## [292]    train-error:0.086835
## [293]    train-error:0.084034
## [294]    train-error:0.084034
## [295]    train-error:0.081232
## [296]    train-error:0.084034
## [297]    train-error:0.084034
## [298]    train-error:0.084034
## [299]    train-error:0.081232
## [300]    train-error:0.081232
## [301]    train-error:0.081232
## [302]    train-error:0.084034
## [303]    train-error:0.081232
## [304]    train-error:0.081232
## [305]    train-error:0.081232
## [306]    train-error:0.078431
## [307]    train-error:0.078431
## [308]    train-error:0.078431
## [309]    train-error:0.078431
## [310]    train-error:0.081232
## [311]    train-error:0.078431
## [312]    train-error:0.078431
## [313]    train-error:0.078431
## [314]    train-error:0.081232
## [315]    train-error:0.084034
## [316]    train-error:0.081232
## [317]    train-error:0.084034
## [318]    train-error:0.078431
## [319]    train-error:0.081232
## [320]    train-error:0.081232
## [321]    train-error:0.081232
## [322]    train-error:0.081232
## [323]    train-error:0.078431
## [324]    train-error:0.078431
## [325]    train-error:0.078431
## [326]    train-error:0.078431
## [327]    train-error:0.078431
## [328]    train-error:0.084034
## [329]    train-error:0.081232
## [0]  train-error:0.329609
## [1]  train-error:0.206704
## [2]  train-error:0.198324
## [3]  train-error:0.187151
## [4]  train-error:0.178771
## [5]  train-error:0.178771
## [6]  train-error:0.187151
## [7]  train-error:0.162011
## [8]  train-error:0.170391
## [9]  train-error:0.170391
## [10] train-error:0.189944
## [11] train-error:0.192737
## [12] train-error:0.192737
## [13] train-error:0.187151
## [14] train-error:0.198324
## [15] train-error:0.198324
## [16] train-error:0.195531
## [17] train-error:0.201117
## [18] train-error:0.195531
## [19] train-error:0.192737
## [20] train-error:0.192737
## [21] train-error:0.173184
## [22] train-error:0.181564
## [23] train-error:0.170391
## [24] train-error:0.164804
## [25] train-error:0.162011
## [26] train-error:0.162011
## [27] train-error:0.162011
## [28] train-error:0.164804
## [29] train-error:0.167598
## [30] train-error:0.162011
## [31] train-error:0.167598
## [32] train-error:0.167598
## [33] train-error:0.162011
## [34] train-error:0.162011
## [35] train-error:0.162011
## [36] train-error:0.156425
## [37] train-error:0.148045
## [38] train-error:0.148045
## [39] train-error:0.148045
## [40] train-error:0.159218
## [41] train-error:0.153631
## [42] train-error:0.150838
## [43] train-error:0.162011
## [44] train-error:0.159218
## [45] train-error:0.159218
## [46] train-error:0.159218
## [47] train-error:0.159218
## [48] train-error:0.156425
## [49] train-error:0.153631
## [50] train-error:0.150838
## [51] train-error:0.150838
## [52] train-error:0.148045
## [53] train-error:0.148045
## [54] train-error:0.148045
## [55] train-error:0.153631
## [56] train-error:0.150838
## [57] train-error:0.148045
## [58] train-error:0.145251
## [59] train-error:0.150838
## [60] train-error:0.148045
## [61] train-error:0.148045
## [62] train-error:0.148045
## [63] train-error:0.148045
## [64] train-error:0.148045
## [65] train-error:0.142458
## [66] train-error:0.142458
## [67] train-error:0.142458
## [68] train-error:0.142458
## [69] train-error:0.142458
## [70] train-error:0.136872
## [71] train-error:0.139665
## [72] train-error:0.142458
## [73] train-error:0.142458
## [74] train-error:0.142458
## [75] train-error:0.148045
## [76] train-error:0.148045
## [77] train-error:0.145251
## [78] train-error:0.145251
## [79] train-error:0.145251
## [80] train-error:0.136872
## [81] train-error:0.142458
## [82] train-error:0.142458
## [83] train-error:0.145251
## [84] train-error:0.150838
## [85] train-error:0.153631
## [86] train-error:0.142458
## [87] train-error:0.145251
## [88] train-error:0.150838
## [89] train-error:0.153631
## [90] train-error:0.153631
## [91] train-error:0.150838
## [92] train-error:0.142458
## [93] train-error:0.145251
## [94] train-error:0.145251
## [95] train-error:0.148045
## [96] train-error:0.145251
## [97] train-error:0.145251
## [98] train-error:0.148045
## [99] train-error:0.148045
## [100]    train-error:0.145251
## [101]    train-error:0.136872
## [102]    train-error:0.145251
## [103]    train-error:0.139665
## [104]    train-error:0.136872
## [105]    train-error:0.142458
## [106]    train-error:0.139665
## [107]    train-error:0.139665
## [108]    train-error:0.136872
## [109]    train-error:0.136872
## [110]    train-error:0.134078
## [111]    train-error:0.136872
## [112]    train-error:0.131285
## [113]    train-error:0.131285
## [114]    train-error:0.136872
## [115]    train-error:0.134078
## [116]    train-error:0.134078
## [117]    train-error:0.131285
## [118]    train-error:0.128492
## [119]    train-error:0.128492
## [120]    train-error:0.128492
## [121]    train-error:0.134078
## [122]    train-error:0.131285
## [123]    train-error:0.139665
## [124]    train-error:0.131285
## [125]    train-error:0.134078
## [126]    train-error:0.131285
## [127]    train-error:0.131285
## [128]    train-error:0.131285
## [129]    train-error:0.134078
## [130]    train-error:0.134078
## [131]    train-error:0.134078
## [132]    train-error:0.131285
## [133]    train-error:0.134078
## [134]    train-error:0.134078
## [135]    train-error:0.128492
## [136]    train-error:0.128492
## [137]    train-error:0.128492
## [138]    train-error:0.131285
## [139]    train-error:0.134078
## [140]    train-error:0.128492
## [141]    train-error:0.128492
## [142]    train-error:0.128492
## [143]    train-error:0.128492
## [144]    train-error:0.131285
## [145]    train-error:0.128492
## [146]    train-error:0.131285
## [147]    train-error:0.128492
## [148]    train-error:0.136872
## [149]    train-error:0.131285
## [150]    train-error:0.142458
## [151]    train-error:0.139665
## [152]    train-error:0.134078
## [153]    train-error:0.145251
## [154]    train-error:0.131285
## [155]    train-error:0.131285
## [156]    train-error:0.128492
## [157]    train-error:0.134078
## [158]    train-error:0.134078
## [159]    train-error:0.134078
## [160]    train-error:0.131285
## [161]    train-error:0.131285
## [162]    train-error:0.128492
## [163]    train-error:0.131285
## [164]    train-error:0.128492
## [165]    train-error:0.131285
## [166]    train-error:0.131285
## [167]    train-error:0.125698
## [168]    train-error:0.125698
## [169]    train-error:0.134078
## [170]    train-error:0.134078
## [171]    train-error:0.134078
## [172]    train-error:0.134078
## [173]    train-error:0.131285
## [174]    train-error:0.128492
## [175]    train-error:0.136872
## [176]    train-error:0.125698
## [177]    train-error:0.128492
## [178]    train-error:0.122905
## [179]    train-error:0.122905
## [180]    train-error:0.122905
## [181]    train-error:0.125698
## [182]    train-error:0.134078
## [183]    train-error:0.134078
## [184]    train-error:0.131285
## [185]    train-error:0.131285
## [186]    train-error:0.131285
## [187]    train-error:0.134078
## [188]    train-error:0.131285
## [189]    train-error:0.131285
## [190]    train-error:0.131285
## [191]    train-error:0.131285
## [192]    train-error:0.128492
## [193]    train-error:0.134078
## [194]    train-error:0.131285
## [195]    train-error:0.128492
## [196]    train-error:0.131285
## [197]    train-error:0.136872
## [198]    train-error:0.125698
## [199]    train-error:0.125698
## [200]    train-error:0.122905
## [201]    train-error:0.125698
## [202]    train-error:0.120112
## [203]    train-error:0.122905
## [204]    train-error:0.122905
## [205]    train-error:0.125698
## [206]    train-error:0.122905
## [207]    train-error:0.122905
## [208]    train-error:0.122905
## [209]    train-error:0.122905
## [210]    train-error:0.120112
## [211]    train-error:0.125698
## [212]    train-error:0.122905
## [213]    train-error:0.125698
## [214]    train-error:0.120112
## [215]    train-error:0.122905
## [216]    train-error:0.120112
## [217]    train-error:0.122905
## [218]    train-error:0.125698
## [219]    train-error:0.125698
## [220]    train-error:0.122905
## [221]    train-error:0.128492
## [222]    train-error:0.128492
## [223]    train-error:0.125698
## [224]    train-error:0.122905
## [225]    train-error:0.125698
## [226]    train-error:0.120112
## [227]    train-error:0.128492
## [228]    train-error:0.122905
## [229]    train-error:0.120112
## [230]    train-error:0.117318
## [231]    train-error:0.120112
## [232]    train-error:0.117318
## [233]    train-error:0.111732
## [234]    train-error:0.117318
## [235]    train-error:0.114525
## [236]    train-error:0.111732
## [237]    train-error:0.111732
## [238]    train-error:0.114525
## [239]    train-error:0.114525
## [240]    train-error:0.117318
## [241]    train-error:0.117318
## [242]    train-error:0.117318
## [243]    train-error:0.117318
## [244]    train-error:0.117318
## [245]    train-error:0.111732
## [246]    train-error:0.114525
## [247]    train-error:0.117318
## [248]    train-error:0.114525
## [249]    train-error:0.120112
## [250]    train-error:0.114525
## [251]    train-error:0.111732
## [252]    train-error:0.122905
## [253]    train-error:0.111732
## [254]    train-error:0.111732
## [255]    train-error:0.111732
## [256]    train-error:0.114525
## [257]    train-error:0.114525
## [258]    train-error:0.114525
## [259]    train-error:0.108939
## [260]    train-error:0.106145
## [261]    train-error:0.100559
## [262]    train-error:0.100559
## [263]    train-error:0.103352
## [264]    train-error:0.106145
## [265]    train-error:0.108939
## [266]    train-error:0.106145
## [267]    train-error:0.111732
## [268]    train-error:0.106145
## [269]    train-error:0.106145
## [270]    train-error:0.108939
## [271]    train-error:0.103352
## [272]    train-error:0.108939
## [273]    train-error:0.108939
## [274]    train-error:0.108939
## [275]    train-error:0.108939
## [276]    train-error:0.114525
## [277]    train-error:0.111732
## [278]    train-error:0.117318
## [279]    train-error:0.111732
## [280]    train-error:0.117318
## [281]    train-error:0.114525
## [282]    train-error:0.108939
## [283]    train-error:0.106145
## [284]    train-error:0.108939
## [285]    train-error:0.108939
## [286]    train-error:0.108939
## [287]    train-error:0.108939
## [288]    train-error:0.106145
## [289]    train-error:0.106145
## [290]    train-error:0.108939
## [291]    train-error:0.106145
## [292]    train-error:0.108939
## [293]    train-error:0.106145
## [294]    train-error:0.108939
## [295]    train-error:0.100559
## [296]    train-error:0.100559
## [297]    train-error:0.103352
## [298]    train-error:0.108939
## [299]    train-error:0.106145
## [300]    train-error:0.106145
## [301]    train-error:0.100559
## [302]    train-error:0.100559
## [303]    train-error:0.100559
## [304]    train-error:0.100559
## [305]    train-error:0.100559
## [306]    train-error:0.100559
## [307]    train-error:0.094972
## [308]    train-error:0.094972
## [309]    train-error:0.097765
## [310]    train-error:0.097765
## [311]    train-error:0.097765
## [312]    train-error:0.100559
## [313]    train-error:0.097765
## [314]    train-error:0.100559
## [315]    train-error:0.097765
## [316]    train-error:0.097765
## [317]    train-error:0.100559
## [318]    train-error:0.094972
## [319]    train-error:0.094972
## [320]    train-error:0.094972
## [321]    train-error:0.097765
## [322]    train-error:0.094972
## [323]    train-error:0.100559
## [324]    train-error:0.094972
## [325]    train-error:0.097765
## [326]    train-error:0.094972
## [327]    train-error:0.092179
## [328]    train-error:0.092179
## [329]    train-error:0.097765
## [330]    train-error:0.092179
## [331]    train-error:0.097765
## [332]    train-error:0.092179
## [333]    train-error:0.092179
## [334]    train-error:0.094972
## [335]    train-error:0.092179
## [336]    train-error:0.100559
## [337]    train-error:0.106145
## [338]    train-error:0.103352
## [339]    train-error:0.111732
## [340]    train-error:0.106145
## [341]    train-error:0.108939
## [342]    train-error:0.106145
## [343]    train-error:0.100559
## [344]    train-error:0.100559
## [345]    train-error:0.100559
## [346]    train-error:0.094972
## [347]    train-error:0.094972
## [348]    train-error:0.092179
## [349]    train-error:0.094972
## [350]    train-error:0.092179
## [351]    train-error:0.094972
## [352]    train-error:0.094972
## [353]    train-error:0.094972
## [354]    train-error:0.100559
## [355]    train-error:0.100559
## [356]    train-error:0.094972
## [357]    train-error:0.097765
## [358]    train-error:0.100559
## [359]    train-error:0.100559
## [360]    train-error:0.094972
## [361]    train-error:0.092179
## [362]    train-error:0.092179
## [363]    train-error:0.094972
## [364]    train-error:0.100559
## [365]    train-error:0.097765
## [366]    train-error:0.094972
## [367]    train-error:0.092179
## [368]    train-error:0.100559
## [369]    train-error:0.094972
## [370]    train-error:0.092179
## [371]    train-error:0.092179
## [372]    train-error:0.092179
## [373]    train-error:0.092179
## [374]    train-error:0.092179
## [375]    train-error:0.094972
## [376]    train-error:0.092179
## [377]    train-error:0.092179
## [378]    train-error:0.094972
## [379]    train-error:0.092179
## [380]    train-error:0.092179
## [381]    train-error:0.089385
## [382]    train-error:0.092179
## [383]    train-error:0.089385
## [384]    train-error:0.094972
## [385]    train-error:0.094972
## [386]    train-error:0.092179
## [387]    train-error:0.092179
## [388]    train-error:0.089385
## [389]    train-error:0.094972
## [390]    train-error:0.092179
## [391]    train-error:0.086592
## [392]    train-error:0.092179
## [393]    train-error:0.094972
## [394]    train-error:0.097765
## [395]    train-error:0.094972
## [396]    train-error:0.092179
## [397]    train-error:0.086592
## [398]    train-error:0.089385
## [399]    train-error:0.089385
## [400]    train-error:0.089385
## [401]    train-error:0.089385
## [402]    train-error:0.092179
## [403]    train-error:0.092179
## [404]    train-error:0.089385
## [405]    train-error:0.089385
## [406]    train-error:0.097765
## [407]    train-error:0.100559
## [408]    train-error:0.092179
## [409]    train-error:0.094972
## [410]    train-error:0.092179
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.184874
## [4]  train-error:0.179272
## [5]  train-error:0.182073
## [6]  train-error:0.179272
## [7]  train-error:0.190476
## [8]  train-error:0.193277
## [9]  train-error:0.182073
## [10] train-error:0.190476
## [11] train-error:0.182073
## [12] train-error:0.170868
## [13] train-error:0.170868
## [14] train-error:0.170868
## [15] train-error:0.170868
## [16] train-error:0.162465
## [17] train-error:0.162465
## [18] train-error:0.168067
## [19] train-error:0.168067
## [20] train-error:0.173669
## [21] train-error:0.165266
## [22] train-error:0.168067
## [23] train-error:0.168067
## [24] train-error:0.165266
## [25] train-error:0.162465
## [26] train-error:0.159664
## [27] train-error:0.156863
## [28] train-error:0.151261
## [29] train-error:0.151261
## [30] train-error:0.148459
## [31] train-error:0.151261
## [32] train-error:0.145658
## [33] train-error:0.148459
## [34] train-error:0.137255
## [35] train-error:0.145658
## [36] train-error:0.148459
## [37] train-error:0.148459
## [38] train-error:0.142857
## [39] train-error:0.145658
## [40] train-error:0.134454
## [41] train-error:0.137255
## [42] train-error:0.140056
## [43] train-error:0.128852
## [44] train-error:0.131653
## [45] train-error:0.123249
## [46] train-error:0.120448
## [47] train-error:0.126050
## [48] train-error:0.114846
## [49] train-error:0.120448
## [50] train-error:0.109244
## [51] train-error:0.109244
## [52] train-error:0.109244
## [53] train-error:0.117647
## [54] train-error:0.114846
## [55] train-error:0.120448
## [56] train-error:0.117647
## [57] train-error:0.120448
## [58] train-error:0.123249
## [59] train-error:0.123249
## [60] train-error:0.120448
## [61] train-error:0.126050
## [62] train-error:0.123249
## [63] train-error:0.123249
## [64] train-error:0.123249
## [65] train-error:0.120448
## [66] train-error:0.126050
## [67] train-error:0.123249
## [68] train-error:0.120448
## [69] train-error:0.120448
## [70] train-error:0.120448
## [71] train-error:0.123249
## [72] train-error:0.126050
## [73] train-error:0.126050
## [74] train-error:0.126050
## [75] train-error:0.126050
## [76] train-error:0.126050
## [77] train-error:0.123249
## [78] train-error:0.114846
## [79] train-error:0.109244
## [80] train-error:0.112045
## [81] train-error:0.120448
## [82] train-error:0.103641
## [83] train-error:0.106443
## [84] train-error:0.112045
## [85] train-error:0.109244
## [86] train-error:0.114846
## [87] train-error:0.106443
## [88] train-error:0.109244
## [89] train-error:0.112045
## [90] train-error:0.109244
## [91] train-error:0.112045
## [92] train-error:0.100840
## [93] train-error:0.106443
## [94] train-error:0.103641
## [95] train-error:0.106443
## [96] train-error:0.109244
## [97] train-error:0.114846
## [98] train-error:0.109244
## [99] train-error:0.109244
## [100]    train-error:0.109244
## [101]    train-error:0.109244
## [102]    train-error:0.103641
## [103]    train-error:0.106443
## [104]    train-error:0.103641
## [105]    train-error:0.103641
## [106]    train-error:0.109244
## [107]    train-error:0.112045
## [108]    train-error:0.109244
## [109]    train-error:0.109244
## [110]    train-error:0.109244
## [111]    train-error:0.109244
## [112]    train-error:0.114846
## [113]    train-error:0.109244
## [114]    train-error:0.106443
## [115]    train-error:0.106443
## [116]    train-error:0.106443
## [117]    train-error:0.106443
## [118]    train-error:0.106443
## [119]    train-error:0.112045
## [120]    train-error:0.100840
## [121]    train-error:0.100840
## [122]    train-error:0.100840
## [123]    train-error:0.098039
## [124]    train-error:0.095238
## [125]    train-error:0.095238
## [126]    train-error:0.095238
## [127]    train-error:0.098039
## [128]    train-error:0.103641
## [129]    train-error:0.098039
## [130]    train-error:0.098039
## [131]    train-error:0.095238
## [132]    train-error:0.095238
## [133]    train-error:0.095238
## [134]    train-error:0.098039
## [135]    train-error:0.103641
## [136]    train-error:0.100840
## [137]    train-error:0.100840
## [138]    train-error:0.100840
## [139]    train-error:0.100840
## [140]    train-error:0.106443
## [141]    train-error:0.095238
## [142]    train-error:0.100840
## [143]    train-error:0.100840
## [144]    train-error:0.100840
## [145]    train-error:0.103641
## [146]    train-error:0.098039
## [147]    train-error:0.098039
## [148]    train-error:0.106443
## [149]    train-error:0.098039
## [150]    train-error:0.106443
## [151]    train-error:0.103641
## [152]    train-error:0.103641
## [153]    train-error:0.103641
## [154]    train-error:0.103641
## [155]    train-error:0.106443
## [156]    train-error:0.103641
## [157]    train-error:0.100840
## [158]    train-error:0.103641
## [159]    train-error:0.103641
## [160]    train-error:0.103641
## [161]    train-error:0.103641
## [162]    train-error:0.103641
## [163]    train-error:0.100840
## [164]    train-error:0.100840
## [165]    train-error:0.103641
## [166]    train-error:0.103641
## [167]    train-error:0.103641
## [168]    train-error:0.103641
## [169]    train-error:0.103641
## [170]    train-error:0.100840
## [171]    train-error:0.098039
## [172]    train-error:0.095238
## [173]    train-error:0.098039
## [174]    train-error:0.098039
## [175]    train-error:0.098039
## [176]    train-error:0.100840
## [177]    train-error:0.098039
## [178]    train-error:0.098039
## [179]    train-error:0.098039
## [180]    train-error:0.098039
## [181]    train-error:0.098039
## [182]    train-error:0.098039
## [183]    train-error:0.098039
## [184]    train-error:0.100840
## [185]    train-error:0.100840
## [186]    train-error:0.100840
## [187]    train-error:0.100840
## [188]    train-error:0.100840
## [189]    train-error:0.103641
## [190]    train-error:0.100840
## [191]    train-error:0.098039
## [192]    train-error:0.100840
## [193]    train-error:0.100840
## [194]    train-error:0.100840
## [195]    train-error:0.103641
## [196]    train-error:0.103641
## [197]    train-error:0.103641
## [198]    train-error:0.100840
## [199]    train-error:0.100840
## [200]    train-error:0.100840
## [201]    train-error:0.098039
## [202]    train-error:0.098039
## [203]    train-error:0.100840
## [204]    train-error:0.095238
## [205]    train-error:0.092437
## [206]    train-error:0.095238
## [207]    train-error:0.098039
## [208]    train-error:0.095238
## [209]    train-error:0.095238
## [210]    train-error:0.095238
## [211]    train-error:0.092437
## [212]    train-error:0.095238
## [213]    train-error:0.098039
## [214]    train-error:0.095238
## [215]    train-error:0.095238
## [216]    train-error:0.092437
## [217]    train-error:0.092437
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.092437
## [221]    train-error:0.089636
## [222]    train-error:0.092437
## [223]    train-error:0.089636
## [224]    train-error:0.092437
## [225]    train-error:0.086835
## [226]    train-error:0.092437
## [227]    train-error:0.095238
## [228]    train-error:0.095238
## [229]    train-error:0.095238
## [230]    train-error:0.095238
## [231]    train-error:0.092437
## [232]    train-error:0.092437
## [233]    train-error:0.089636
## [234]    train-error:0.089636
## [235]    train-error:0.095238
## [236]    train-error:0.092437
## [237]    train-error:0.092437
## [238]    train-error:0.095238
## [239]    train-error:0.095238
## [240]    train-error:0.092437
## [241]    train-error:0.095238
## [242]    train-error:0.089636
## [243]    train-error:0.089636
## [244]    train-error:0.089636
## [245]    train-error:0.089636
## [246]    train-error:0.089636
## [247]    train-error:0.086835
## [248]    train-error:0.086835
## [249]    train-error:0.086835
## [250]    train-error:0.086835
## [251]    train-error:0.092437
## [252]    train-error:0.089636
## [253]    train-error:0.084034
## [254]    train-error:0.086835
## [255]    train-error:0.084034
## [256]    train-error:0.084034
## [257]    train-error:0.086835
## [258]    train-error:0.089636
## [259]    train-error:0.089636
## [260]    train-error:0.092437
## [261]    train-error:0.089636
## [262]    train-error:0.089636
## [263]    train-error:0.092437
## [264]    train-error:0.089636
## [265]    train-error:0.089636
## [266]    train-error:0.089636
## [267]    train-error:0.089636
## [268]    train-error:0.092437
## [269]    train-error:0.092437
## [270]    train-error:0.086835
## [271]    train-error:0.089636
## [272]    train-error:0.089636
## [273]    train-error:0.092437
## [274]    train-error:0.092437
## [275]    train-error:0.089636
## [276]    train-error:0.089636
## [277]    train-error:0.089636
## [278]    train-error:0.089636
## [279]    train-error:0.089636
## [280]    train-error:0.089636
## [281]    train-error:0.084034
## [282]    train-error:0.092437
## [283]    train-error:0.089636
## [284]    train-error:0.089636
## [285]    train-error:0.086835
## [286]    train-error:0.089636
## [287]    train-error:0.086835
## [288]    train-error:0.089636
## [289]    train-error:0.086835
## [290]    train-error:0.086835
## [291]    train-error:0.089636
## [292]    train-error:0.089636
## [293]    train-error:0.089636
## [294]    train-error:0.089636
## [295]    train-error:0.089636
## [296]    train-error:0.089636
## [297]    train-error:0.092437
## [298]    train-error:0.092437
## [299]    train-error:0.092437
## [300]    train-error:0.089636
## [301]    train-error:0.089636
## [302]    train-error:0.092437
## [303]    train-error:0.089636
## [304]    train-error:0.089636
## [305]    train-error:0.086835
## [306]    train-error:0.086835
## [307]    train-error:0.089636
## [308]    train-error:0.086835
## [309]    train-error:0.086835
## [310]    train-error:0.089636
## [311]    train-error:0.092437
## [312]    train-error:0.086835
## [313]    train-error:0.089636
## [314]    train-error:0.089636
## [315]    train-error:0.086835
## [316]    train-error:0.086835
## [317]    train-error:0.086835
## [318]    train-error:0.086835
## [319]    train-error:0.089636
## [320]    train-error:0.092437
## [321]    train-error:0.092437
## [322]    train-error:0.092437
## [323]    train-error:0.092437
## [324]    train-error:0.089636
## [325]    train-error:0.092437
## [326]    train-error:0.089636
## [327]    train-error:0.089636
## [328]    train-error:0.089636
## [329]    train-error:0.089636
## [330]    train-error:0.089636
## [331]    train-error:0.086835
## [332]    train-error:0.089636
## [333]    train-error:0.092437
## [334]    train-error:0.089636
## [335]    train-error:0.095238
## [336]    train-error:0.095238
## [337]    train-error:0.089636
## [338]    train-error:0.089636
## [339]    train-error:0.089636
## [340]    train-error:0.089636
## [341]    train-error:0.095238
## [342]    train-error:0.092437
## [343]    train-error:0.092437
## [344]    train-error:0.092437
## [345]    train-error:0.092437
## [346]    train-error:0.095238
## [347]    train-error:0.092437
## [348]    train-error:0.092437
## [349]    train-error:0.089636
## [350]    train-error:0.092437
## [351]    train-error:0.092437
## [352]    train-error:0.086835
## [353]    train-error:0.086835
## [354]    train-error:0.089636
## [355]    train-error:0.086835
## [356]    train-error:0.089636
## [357]    train-error:0.089636
## [358]    train-error:0.089636
## [359]    train-error:0.089636
## [360]    train-error:0.089636
## [361]    train-error:0.089636
## [362]    train-error:0.089636
## [363]    train-error:0.086835
## [364]    train-error:0.086835
## [365]    train-error:0.081232
## [366]    train-error:0.081232
## [367]    train-error:0.081232
## [368]    train-error:0.081232
## [369]    train-error:0.086835
## [370]    train-error:0.084034
## [371]    train-error:0.084034
## [372]    train-error:0.081232
## [373]    train-error:0.078431
## [374]    train-error:0.078431
## [375]    train-error:0.078431
## [376]    train-error:0.078431
## [377]    train-error:0.081232
## [378]    train-error:0.078431
## [379]    train-error:0.084034
## [380]    train-error:0.081232
## [381]    train-error:0.081232
## [382]    train-error:0.086835
## [383]    train-error:0.092437
## [384]    train-error:0.086835
## [385]    train-error:0.084034
## [386]    train-error:0.081232
## [387]    train-error:0.081232
## [388]    train-error:0.089636
## [389]    train-error:0.095238
## [390]    train-error:0.084034
## [391]    train-error:0.084034
## [392]    train-error:0.084034
## [393]    train-error:0.086835
## [394]    train-error:0.086835
## [395]    train-error:0.084034
## [396]    train-error:0.084034
## [397]    train-error:0.086835
## [398]    train-error:0.086835
## [399]    train-error:0.086835
## [400]    train-error:0.086835
## [401]    train-error:0.081232
## [402]    train-error:0.081232
## [403]    train-error:0.081232
## [404]    train-error:0.084034
## [405]    train-error:0.081232
## [406]    train-error:0.081232
## [407]    train-error:0.086835
## [408]    train-error:0.078431
## [409]    train-error:0.078431
## [410]    train-error:0.078431
## [0]  train-error:0.226891
## [1]  train-error:0.218487
## [2]  train-error:0.221289
## [3]  train-error:0.221289
## [4]  train-error:0.212885
## [5]  train-error:0.221289
## [6]  train-error:0.212885
## [7]  train-error:0.212885
## [8]  train-error:0.218487
## [9]  train-error:0.201681
## [10] train-error:0.173669
## [11] train-error:0.190476
## [12] train-error:0.184874
## [13] train-error:0.187675
## [14] train-error:0.182073
## [15] train-error:0.168067
## [16] train-error:0.156863
## [17] train-error:0.168067
## [18] train-error:0.168067
## [19] train-error:0.170868
## [20] train-error:0.159664
## [21] train-error:0.154062
## [22] train-error:0.142857
## [23] train-error:0.145658
## [24] train-error:0.145658
## [25] train-error:0.145658
## [26] train-error:0.140056
## [27] train-error:0.142857
## [28] train-error:0.140056
## [29] train-error:0.142857
## [30] train-error:0.140056
## [31] train-error:0.140056
## [32] train-error:0.140056
## [33] train-error:0.131653
## [34] train-error:0.137255
## [35] train-error:0.137255
## [36] train-error:0.137255
## [37] train-error:0.134454
## [38] train-error:0.137255
## [39] train-error:0.128852
## [40] train-error:0.134454
## [41] train-error:0.131653
## [42] train-error:0.128852
## [43] train-error:0.131653
## [44] train-error:0.140056
## [45] train-error:0.134454
## [46] train-error:0.128852
## [47] train-error:0.120448
## [48] train-error:0.126050
## [49] train-error:0.123249
## [50] train-error:0.123249
## [51] train-error:0.128852
## [52] train-error:0.120448
## [53] train-error:0.134454
## [54] train-error:0.134454
## [55] train-error:0.140056
## [56] train-error:0.137255
## [57] train-error:0.137255
## [58] train-error:0.131653
## [59] train-error:0.128852
## [60] train-error:0.126050
## [61] train-error:0.126050
## [62] train-error:0.120448
## [63] train-error:0.123249
## [64] train-error:0.126050
## [65] train-error:0.123249
## [66] train-error:0.128852
## [67] train-error:0.131653
## [68] train-error:0.126050
## [69] train-error:0.120448
## [70] train-error:0.123249
## [71] train-error:0.123249
## [72] train-error:0.123249
## [73] train-error:0.117647
## [74] train-error:0.123249
## [75] train-error:0.123249
## [76] train-error:0.120448
## [77] train-error:0.120448
## [78] train-error:0.117647
## [79] train-error:0.112045
## [80] train-error:0.123249
## [81] train-error:0.120448
## [82] train-error:0.112045
## [83] train-error:0.126050
## [84] train-error:0.128852
## [85] train-error:0.117647
## [86] train-error:0.120448
## [87] train-error:0.120448
## [88] train-error:0.126050
## [89] train-error:0.120448
## [90] train-error:0.117647
## [91] train-error:0.114846
## [92] train-error:0.112045
## [93] train-error:0.123249
## [94] train-error:0.120448
## [95] train-error:0.117647
## [96] train-error:0.114846
## [97] train-error:0.120448
## [98] train-error:0.114846
## [99] train-error:0.120448
## [100]    train-error:0.123249
## [101]    train-error:0.123249
## [102]    train-error:0.120448
## [103]    train-error:0.123249
## [104]    train-error:0.117647
## [105]    train-error:0.114846
## [106]    train-error:0.114846
## [107]    train-error:0.114846
## [108]    train-error:0.120448
## [109]    train-error:0.117647
## [110]    train-error:0.120448
## [111]    train-error:0.120448
## [112]    train-error:0.114846
## [113]    train-error:0.120448
## [114]    train-error:0.114846
## [115]    train-error:0.120448
## [116]    train-error:0.120448
## [117]    train-error:0.123249
## [118]    train-error:0.112045
## [119]    train-error:0.117647
## [120]    train-error:0.112045
## [121]    train-error:0.120448
## [122]    train-error:0.109244
## [123]    train-error:0.109244
## [124]    train-error:0.114846
## [125]    train-error:0.103641
## [126]    train-error:0.106443
## [127]    train-error:0.112045
## [128]    train-error:0.112045
## [129]    train-error:0.117647
## [130]    train-error:0.117647
## [131]    train-error:0.117647
## [132]    train-error:0.114846
## [133]    train-error:0.117647
## [134]    train-error:0.120448
## [135]    train-error:0.117647
## [136]    train-error:0.117647
## [137]    train-error:0.117647
## [138]    train-error:0.112045
## [139]    train-error:0.114846
## [140]    train-error:0.106443
## [141]    train-error:0.109244
## [142]    train-error:0.120448
## [143]    train-error:0.117647
## [144]    train-error:0.120448
## [145]    train-error:0.120448
## [146]    train-error:0.114846
## [147]    train-error:0.112045
## [148]    train-error:0.112045
## [149]    train-error:0.114846
## [150]    train-error:0.112045
## [151]    train-error:0.114846
## [152]    train-error:0.117647
## [153]    train-error:0.114846
## [154]    train-error:0.114846
## [155]    train-error:0.112045
## [156]    train-error:0.106443
## [157]    train-error:0.109244
## [158]    train-error:0.103641
## [159]    train-error:0.109244
## [160]    train-error:0.109244
## [161]    train-error:0.109244
## [162]    train-error:0.112045
## [163]    train-error:0.109244
## [164]    train-error:0.112045
## [165]    train-error:0.112045
## [166]    train-error:0.109244
## [167]    train-error:0.106443
## [168]    train-error:0.109244
## [169]    train-error:0.112045
## [170]    train-error:0.109244
## [171]    train-error:0.112045
## [172]    train-error:0.112045
## [173]    train-error:0.112045
## [174]    train-error:0.112045
## [175]    train-error:0.114846
## [176]    train-error:0.106443
## [177]    train-error:0.112045
## [178]    train-error:0.106443
## [179]    train-error:0.114846
## [180]    train-error:0.112045
## [181]    train-error:0.106443
## [182]    train-error:0.106443
## [183]    train-error:0.109244
## [184]    train-error:0.109244
## [185]    train-error:0.103641
## [186]    train-error:0.112045
## [187]    train-error:0.109244
## [188]    train-error:0.112045
## [189]    train-error:0.109244
## [190]    train-error:0.109244
## [191]    train-error:0.109244
## [192]    train-error:0.114846
## [193]    train-error:0.114846
## [194]    train-error:0.117647
## [195]    train-error:0.109244
## [196]    train-error:0.109244
## [197]    train-error:0.103641
## [198]    train-error:0.100840
## [199]    train-error:0.103641
## [200]    train-error:0.100840
## [201]    train-error:0.100840
## [202]    train-error:0.098039
## [203]    train-error:0.095238
## [204]    train-error:0.098039
## [205]    train-error:0.100840
## [206]    train-error:0.100840
## [207]    train-error:0.103641
## [208]    train-error:0.100840
## [209]    train-error:0.098039
## [210]    train-error:0.100840
## [211]    train-error:0.100840
## [212]    train-error:0.106443
## [213]    train-error:0.103641
## [214]    train-error:0.098039
## [215]    train-error:0.100840
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.109244
## [219]    train-error:0.109244
## [220]    train-error:0.109244
## [221]    train-error:0.109244
## [222]    train-error:0.117647
## [223]    train-error:0.106443
## [224]    train-error:0.106443
## [225]    train-error:0.109244
## [226]    train-error:0.103641
## [227]    train-error:0.100840
## [228]    train-error:0.106443
## [229]    train-error:0.109244
## [230]    train-error:0.109244
## [231]    train-error:0.112045
## [232]    train-error:0.100840
## [233]    train-error:0.103641
## [234]    train-error:0.106443
## [235]    train-error:0.106443
## [236]    train-error:0.109244
## [237]    train-error:0.109244
## [238]    train-error:0.106443
## [239]    train-error:0.100840
## [240]    train-error:0.106443
## [241]    train-error:0.100840
## [242]    train-error:0.098039
## [243]    train-error:0.100840
## [244]    train-error:0.095238
## [245]    train-error:0.095238
## [246]    train-error:0.095238
## [247]    train-error:0.095238
## [248]    train-error:0.100840
## [249]    train-error:0.100840
## [250]    train-error:0.092437
## [251]    train-error:0.095238
## [252]    train-error:0.089636
## [253]    train-error:0.089636
## [254]    train-error:0.098039
## [255]    train-error:0.092437
## [256]    train-error:0.089636
## [257]    train-error:0.098039
## [258]    train-error:0.100840
## [259]    train-error:0.103641
## [260]    train-error:0.106443
## [261]    train-error:0.098039
## [262]    train-error:0.098039
## [263]    train-error:0.098039
## [264]    train-error:0.095238
## [265]    train-error:0.095238
## [266]    train-error:0.098039
## [267]    train-error:0.092437
## [268]    train-error:0.095238
## [269]    train-error:0.092437
## [270]    train-error:0.095238
## [271]    train-error:0.095238
## [272]    train-error:0.095238
## [273]    train-error:0.095238
## [274]    train-error:0.092437
## [275]    train-error:0.098039
## [276]    train-error:0.095238
## [277]    train-error:0.092437
## [278]    train-error:0.092437
## [279]    train-error:0.092437
## [280]    train-error:0.086835
## [281]    train-error:0.092437
## [282]    train-error:0.086835
## [283]    train-error:0.098039
## [284]    train-error:0.092437
## [285]    train-error:0.086835
## [286]    train-error:0.089636
## [287]    train-error:0.092437
## [288]    train-error:0.089636
## [289]    train-error:0.089636
## [290]    train-error:0.092437
## [291]    train-error:0.092437
## [292]    train-error:0.100840
## [293]    train-error:0.098039
## [294]    train-error:0.106443
## [295]    train-error:0.098039
## [296]    train-error:0.092437
## [297]    train-error:0.092437
## [298]    train-error:0.092437
## [299]    train-error:0.095238
## [300]    train-error:0.092437
## [301]    train-error:0.089636
## [302]    train-error:0.095238
## [303]    train-error:0.095238
## [304]    train-error:0.095238
## [305]    train-error:0.092437
## [306]    train-error:0.089636
## [307]    train-error:0.084034
## [308]    train-error:0.089636
## [309]    train-error:0.086835
## [310]    train-error:0.095238
## [311]    train-error:0.095238
## [312]    train-error:0.089636
## [313]    train-error:0.086835
## [314]    train-error:0.089636
## [315]    train-error:0.095238
## [316]    train-error:0.100840
## [317]    train-error:0.100840
## [318]    train-error:0.095238
## [319]    train-error:0.098039
## [320]    train-error:0.098039
## [321]    train-error:0.092437
## [322]    train-error:0.092437
## [323]    train-error:0.092437
## [324]    train-error:0.092437
## [325]    train-error:0.092437
## [326]    train-error:0.092437
## [327]    train-error:0.089636
## [328]    train-error:0.095238
## [329]    train-error:0.095238
## [330]    train-error:0.092437
## [331]    train-error:0.092437
## [332]    train-error:0.089636
## [333]    train-error:0.089636
## [334]    train-error:0.095238
## [335]    train-error:0.089636
## [336]    train-error:0.092437
## [337]    train-error:0.092437
## [338]    train-error:0.089636
## [339]    train-error:0.092437
## [340]    train-error:0.092437
## [341]    train-error:0.092437
## [342]    train-error:0.095238
## [343]    train-error:0.095238
## [344]    train-error:0.098039
## [345]    train-error:0.098039
## [346]    train-error:0.092437
## [347]    train-error:0.095238
## [348]    train-error:0.098039
## [349]    train-error:0.092437
## [350]    train-error:0.098039
## [351]    train-error:0.098039
## [352]    train-error:0.095238
## [353]    train-error:0.098039
## [354]    train-error:0.095238
## [355]    train-error:0.098039
## [356]    train-error:0.098039
## [357]    train-error:0.092437
## [358]    train-error:0.092437
## [359]    train-error:0.092437
## [360]    train-error:0.092437
## [361]    train-error:0.095238
## [362]    train-error:0.095238
## [363]    train-error:0.095238
## [364]    train-error:0.095238
## [365]    train-error:0.092437
## [366]    train-error:0.095238
## [367]    train-error:0.095238
## [368]    train-error:0.095238
## [369]    train-error:0.095238
## [370]    train-error:0.098039
## [371]    train-error:0.092437
## [372]    train-error:0.092437
## [373]    train-error:0.089636
## [374]    train-error:0.095238
## [375]    train-error:0.100840
## [376]    train-error:0.089636
## [377]    train-error:0.095238
## [378]    train-error:0.086835
## [379]    train-error:0.098039
## [380]    train-error:0.092437
## [381]    train-error:0.092437
## [382]    train-error:0.092437
## [383]    train-error:0.092437
## [384]    train-error:0.086835
## [385]    train-error:0.084034
## [386]    train-error:0.086835
## [387]    train-error:0.089636
## [388]    train-error:0.092437
## [389]    train-error:0.089636
## [390]    train-error:0.092437
## [391]    train-error:0.095238
## [392]    train-error:0.095238
## [393]    train-error:0.100840
## [394]    train-error:0.089636
## [395]    train-error:0.089636
## [396]    train-error:0.089636
## [397]    train-error:0.086835
## [398]    train-error:0.092437
## [399]    train-error:0.089636
## [400]    train-error:0.089636
## [401]    train-error:0.089636
## [402]    train-error:0.086835
## [403]    train-error:0.086835
## [404]    train-error:0.086835
## [405]    train-error:0.086835
## [406]    train-error:0.095238
## [407]    train-error:0.092437
## [408]    train-error:0.098039
## [409]    train-error:0.095238
## [410]    train-error:0.095238
## [0]  train-error:0.206704
## [1]  train-error:0.187151
## [2]  train-error:0.170391
## [3]  train-error:0.175978
## [4]  train-error:0.162011
## [5]  train-error:0.156425
## [6]  train-error:0.145251
## [7]  train-error:0.153631
## [8]  train-error:0.153631
## [9]  train-error:0.159218
## [10] train-error:0.145251
## [11] train-error:0.136872
## [12] train-error:0.131285
## [13] train-error:0.131285
## [14] train-error:0.131285
## [15] train-error:0.128492
## [16] train-error:0.125698
## [17] train-error:0.125698
## [18] train-error:0.134078
## [19] train-error:0.128492
## [20] train-error:0.131285
## [21] train-error:0.131285
## [22] train-error:0.131285
## [23] train-error:0.128492
## [24] train-error:0.125698
## [25] train-error:0.122905
## [26] train-error:0.120112
## [27] train-error:0.114525
## [28] train-error:0.111732
## [29] train-error:0.120112
## [30] train-error:0.120112
## [31] train-error:0.117318
## [32] train-error:0.117318
## [33] train-error:0.117318
## [34] train-error:0.117318
## [35] train-error:0.117318
## [36] train-error:0.114525
## [37] train-error:0.117318
## [38] train-error:0.108939
## [39] train-error:0.114525
## [40] train-error:0.111732
## [41] train-error:0.111732
## [42] train-error:0.114525
## [43] train-error:0.111732
## [44] train-error:0.108939
## [45] train-error:0.111732
## [46] train-error:0.103352
## [47] train-error:0.100559
## [48] train-error:0.097765
## [49] train-error:0.100559
## [50] train-error:0.097765
## [51] train-error:0.100559
## [52] train-error:0.100559
## [53] train-error:0.103352
## [54] train-error:0.103352
## [55] train-error:0.108939
## [56] train-error:0.094972
## [57] train-error:0.094972
## [58] train-error:0.094972
## [59] train-error:0.097765
## [60] train-error:0.097765
## [61] train-error:0.097765
## [62] train-error:0.100559
## [63] train-error:0.097765
## [64] train-error:0.094972
## [65] train-error:0.100559
## [66] train-error:0.097765
## [67] train-error:0.094972
## [68] train-error:0.097765
## [69] train-error:0.103352
## [70] train-error:0.100559
## [71] train-error:0.100559
## [72] train-error:0.097765
## [73] train-error:0.097765
## [74] train-error:0.094972
## [75] train-error:0.097765
## [76] train-error:0.094972
## [77] train-error:0.092179
## [78] train-error:0.089385
## [79] train-error:0.092179
## [80] train-error:0.089385
## [81] train-error:0.089385
## [82] train-error:0.089385
## [83] train-error:0.086592
## [84] train-error:0.086592
## [85] train-error:0.086592
## [86] train-error:0.083799
## [87] train-error:0.089385
## [88] train-error:0.089385
## [89] train-error:0.083799
## [90] train-error:0.086592
## [91] train-error:0.083799
## [92] train-error:0.083799
## [93] train-error:0.092179
## [94] train-error:0.078212
## [95] train-error:0.078212
## [96] train-error:0.081006
## [97] train-error:0.083799
## [98] train-error:0.081006
## [99] train-error:0.078212
## [100]    train-error:0.078212
## [101]    train-error:0.075419
## [102]    train-error:0.075419
## [103]    train-error:0.075419
## [104]    train-error:0.081006
## [105]    train-error:0.081006
## [106]    train-error:0.081006
## [107]    train-error:0.078212
## [108]    train-error:0.075419
## [109]    train-error:0.075419
## [110]    train-error:0.075419
## [111]    train-error:0.078212
## [112]    train-error:0.075419
## [113]    train-error:0.075419
## [114]    train-error:0.072626
## [115]    train-error:0.072626
## [116]    train-error:0.072626
## [117]    train-error:0.072626
## [118]    train-error:0.075419
## [119]    train-error:0.075419
## [120]    train-error:0.072626
## [121]    train-error:0.075419
## [122]    train-error:0.069832
## [123]    train-error:0.069832
## [124]    train-error:0.069832
## [125]    train-error:0.072626
## [126]    train-error:0.075419
## [127]    train-error:0.072626
## [128]    train-error:0.069832
## [129]    train-error:0.067039
## [130]    train-error:0.067039
## [131]    train-error:0.069832
## [132]    train-error:0.064246
## [133]    train-error:0.058659
## [134]    train-error:0.064246
## [135]    train-error:0.064246
## [136]    train-error:0.069832
## [137]    train-error:0.061453
## [138]    train-error:0.064246
## [139]    train-error:0.067039
## [140]    train-error:0.067039
## [141]    train-error:0.067039
## [142]    train-error:0.058659
## [143]    train-error:0.061453
## [144]    train-error:0.067039
## [145]    train-error:0.064246
## [146]    train-error:0.064246
## [147]    train-error:0.058659
## [148]    train-error:0.064246
## [149]    train-error:0.061453
## [150]    train-error:0.064246
## [151]    train-error:0.064246
## [152]    train-error:0.053073
## [153]    train-error:0.053073
## [154]    train-error:0.050279
## [155]    train-error:0.050279
## [156]    train-error:0.047486
## [157]    train-error:0.050279
## [158]    train-error:0.044693
## [159]    train-error:0.047486
## [160]    train-error:0.047486
## [161]    train-error:0.041899
## [162]    train-error:0.044693
## [163]    train-error:0.047486
## [164]    train-error:0.039106
## [165]    train-error:0.047486
## [166]    train-error:0.047486
## [167]    train-error:0.047486
## [168]    train-error:0.047486
## [169]    train-error:0.047486
## [170]    train-error:0.044693
## [171]    train-error:0.044693
## [172]    train-error:0.047486
## [173]    train-error:0.044693
## [174]    train-error:0.044693
## [175]    train-error:0.047486
## [176]    train-error:0.050279
## [177]    train-error:0.047486
## [178]    train-error:0.047486
## [179]    train-error:0.039106
## [180]    train-error:0.041899
## [181]    train-error:0.039106
## [182]    train-error:0.036313
## [183]    train-error:0.041899
## [184]    train-error:0.041899
## [185]    train-error:0.041899
## [186]    train-error:0.041899
## [187]    train-error:0.044693
## [188]    train-error:0.036313
## [189]    train-error:0.036313
## [190]    train-error:0.036313
## [191]    train-error:0.039106
## [192]    train-error:0.030726
## [193]    train-error:0.036313
## [194]    train-error:0.030726
## [195]    train-error:0.033520
## [196]    train-error:0.030726
## [197]    train-error:0.030726
## [198]    train-error:0.033520
## [199]    train-error:0.030726
## [200]    train-error:0.027933
## [201]    train-error:0.027933
## [202]    train-error:0.030726
## [203]    train-error:0.030726
## [204]    train-error:0.033520
## [205]    train-error:0.033520
## [206]    train-error:0.027933
## [207]    train-error:0.030726
## [208]    train-error:0.033520
## [209]    train-error:0.030726
## [210]    train-error:0.033520
## [211]    train-error:0.036313
## [212]    train-error:0.036313
## [213]    train-error:0.033520
## [214]    train-error:0.030726
## [215]    train-error:0.030726
## [216]    train-error:0.033520
## [217]    train-error:0.030726
## [218]    train-error:0.033520
## [219]    train-error:0.033520
## [220]    train-error:0.030726
## [221]    train-error:0.033520
## [222]    train-error:0.033520
## [223]    train-error:0.033520
## [224]    train-error:0.033520
## [225]    train-error:0.033520
## [226]    train-error:0.033520
## [227]    train-error:0.030726
## [228]    train-error:0.030726
## [229]    train-error:0.030726
## [230]    train-error:0.030726
## [231]    train-error:0.030726
## [232]    train-error:0.036313
## [233]    train-error:0.036313
## [234]    train-error:0.036313
## [235]    train-error:0.036313
## [236]    train-error:0.036313
## [237]    train-error:0.033520
## [238]    train-error:0.033520
## [239]    train-error:0.036313
## [240]    train-error:0.033520
## [241]    train-error:0.033520
## [242]    train-error:0.033520
## [243]    train-error:0.033520
## [244]    train-error:0.033520
## [245]    train-error:0.033520
## [246]    train-error:0.033520
## [247]    train-error:0.033520
## [248]    train-error:0.033520
## [249]    train-error:0.033520
## [250]    train-error:0.033520
## [251]    train-error:0.033520
## [252]    train-error:0.033520
## [253]    train-error:0.033520
## [254]    train-error:0.033520
## [255]    train-error:0.033520
## [256]    train-error:0.036313
## [257]    train-error:0.030726
## [258]    train-error:0.027933
## [259]    train-error:0.030726
## [260]    train-error:0.033520
## [261]    train-error:0.033520
## [262]    train-error:0.030726
## [263]    train-error:0.030726
## [264]    train-error:0.030726
## [265]    train-error:0.030726
## [266]    train-error:0.030726
## [267]    train-error:0.030726
## [268]    train-error:0.030726
## [269]    train-error:0.030726
## [270]    train-error:0.027933
## [271]    train-error:0.027933
## [272]    train-error:0.027933
## [273]    train-error:0.027933
## [274]    train-error:0.025140
## [275]    train-error:0.027933
## [276]    train-error:0.027933
## [277]    train-error:0.027933
## [278]    train-error:0.027933
## [279]    train-error:0.027933
## [280]    train-error:0.030726
## [281]    train-error:0.027933
## [282]    train-error:0.027933
## [283]    train-error:0.030726
## [284]    train-error:0.025140
## [285]    train-error:0.030726
## [286]    train-error:0.030726
## [287]    train-error:0.027933
## [288]    train-error:0.027933
## [289]    train-error:0.027933
## [290]    train-error:0.027933
## [291]    train-error:0.027933
## [292]    train-error:0.027933
## [293]    train-error:0.027933
## [294]    train-error:0.030726
## [295]    train-error:0.030726
## [296]    train-error:0.027933
## [297]    train-error:0.025140
## [298]    train-error:0.025140
## [299]    train-error:0.027933
## [300]    train-error:0.025140
## [301]    train-error:0.025140
## [302]    train-error:0.025140
## [303]    train-error:0.025140
## [304]    train-error:0.025140
## [305]    train-error:0.019553
## [306]    train-error:0.027933
## [307]    train-error:0.027933
## [308]    train-error:0.022346
## [309]    train-error:0.022346
## [310]    train-error:0.022346
## [311]    train-error:0.022346
## [312]    train-error:0.022346
## [313]    train-error:0.022346
## [314]    train-error:0.022346
## [315]    train-error:0.022346
## [316]    train-error:0.019553
## [317]    train-error:0.022346
## [318]    train-error:0.022346
## [319]    train-error:0.025140
## [320]    train-error:0.025140
## [321]    train-error:0.027933
## [322]    train-error:0.025140
## [323]    train-error:0.027933
## [324]    train-error:0.027933
## [325]    train-error:0.027933
## [326]    train-error:0.025140
## [327]    train-error:0.027933
## [328]    train-error:0.025140
## [329]    train-error:0.025140
## [330]    train-error:0.025140
## [331]    train-error:0.022346
## [332]    train-error:0.022346
## [333]    train-error:0.022346
## [334]    train-error:0.022346
## [335]    train-error:0.022346
## [336]    train-error:0.022346
## [337]    train-error:0.022346
## [338]    train-error:0.022346
## [339]    train-error:0.022346
## [340]    train-error:0.022346
## [341]    train-error:0.025140
## [342]    train-error:0.025140
## [343]    train-error:0.025140
## [344]    train-error:0.025140
## [345]    train-error:0.025140
## [346]    train-error:0.022346
## [347]    train-error:0.022346
## [348]    train-error:0.022346
## [349]    train-error:0.022346
## [350]    train-error:0.022346
## [351]    train-error:0.016760
## [352]    train-error:0.016760
## [353]    train-error:0.022346
## [354]    train-error:0.019553
## [355]    train-error:0.019553
## [356]    train-error:0.019553
## [357]    train-error:0.019553
## [358]    train-error:0.019553
## [359]    train-error:0.022346
## [360]    train-error:0.022346
## [361]    train-error:0.022346
## [362]    train-error:0.022346
## [363]    train-error:0.019553
## [364]    train-error:0.019553
## [365]    train-error:0.019553
## [366]    train-error:0.019553
## [367]    train-error:0.019553
## [368]    train-error:0.016760
## [369]    train-error:0.016760
## [370]    train-error:0.013966
## [371]    train-error:0.019553
## [372]    train-error:0.013966
## [373]    train-error:0.016760
## [374]    train-error:0.016760
## [375]    train-error:0.016760
## [376]    train-error:0.013966
## [377]    train-error:0.013966
## [378]    train-error:0.016760
## [379]    train-error:0.016760
## [380]    train-error:0.016760
## [381]    train-error:0.016760
## [382]    train-error:0.016760
## [383]    train-error:0.016760
## [384]    train-error:0.013966
## [385]    train-error:0.019553
## [386]    train-error:0.019553
## [387]    train-error:0.016760
## [388]    train-error:0.016760
## [389]    train-error:0.016760
## [390]    train-error:0.016760
## [391]    train-error:0.019553
## [392]    train-error:0.016760
## [393]    train-error:0.019553
## [394]    train-error:0.016760
## [395]    train-error:0.016760
## [396]    train-error:0.016760
## [397]    train-error:0.016760
## [398]    train-error:0.016760
## [399]    train-error:0.016760
## [400]    train-error:0.016760
## [401]    train-error:0.016760
## [402]    train-error:0.016760
## [403]    train-error:0.016760
## [404]    train-error:0.016760
## [405]    train-error:0.016760
## [406]    train-error:0.016760
## [407]    train-error:0.016760
## [408]    train-error:0.016760
## [409]    train-error:0.016760
## [410]    train-error:0.016760
## [411]    train-error:0.016760
## [412]    train-error:0.016760
## [413]    train-error:0.016760
## [414]    train-error:0.016760
## [415]    train-error:0.019553
## [416]    train-error:0.016760
## [417]    train-error:0.019553
## [418]    train-error:0.016760
## [419]    train-error:0.016760
## [420]    train-error:0.016760
## [421]    train-error:0.019553
## [422]    train-error:0.022346
## [423]    train-error:0.016760
## [424]    train-error:0.019553
## [425]    train-error:0.022346
## [426]    train-error:0.016760
## [427]    train-error:0.016760
## [428]    train-error:0.016760
## [429]    train-error:0.016760
## [430]    train-error:0.016760
## [431]    train-error:0.016760
## [432]    train-error:0.013966
## [433]    train-error:0.016760
## [434]    train-error:0.013966
## [435]    train-error:0.016760
## [436]    train-error:0.022346
## [437]    train-error:0.022346
## [438]    train-error:0.022346
## [439]    train-error:0.019553
## [440]    train-error:0.016760
## [441]    train-error:0.019553
## [442]    train-error:0.019553
## [443]    train-error:0.016760
## [444]    train-error:0.022346
## [445]    train-error:0.022346
## [446]    train-error:0.022346
## [447]    train-error:0.022346
## [448]    train-error:0.019553
## [449]    train-error:0.016760
## [450]    train-error:0.016760
## [451]    train-error:0.016760
## [452]    train-error:0.016760
## [453]    train-error:0.016760
## [454]    train-error:0.016760
## [455]    train-error:0.016760
## [456]    train-error:0.019553
## [457]    train-error:0.016760
## [458]    train-error:0.013966
## [459]    train-error:0.011173
## [460]    train-error:0.013966
## [461]    train-error:0.013966
## [462]    train-error:0.013966
## [463]    train-error:0.013966
## [464]    train-error:0.013966
## [465]    train-error:0.013966
## [466]    train-error:0.013966
## [467]    train-error:0.013966
## [468]    train-error:0.013966
## [469]    train-error:0.013966
## [470]    train-error:0.011173
## [471]    train-error:0.013966
## [472]    train-error:0.016760
## [473]    train-error:0.016760
## [474]    train-error:0.016760
## [475]    train-error:0.016760
## [476]    train-error:0.016760
## [477]    train-error:0.016760
## [478]    train-error:0.016760
## [479]    train-error:0.016760
## [480]    train-error:0.016760
## [481]    train-error:0.016760
## [482]    train-error:0.013966
## [483]    train-error:0.013966
## [0]  train-error:0.162465
## [1]  train-error:0.165266
## [2]  train-error:0.131653
## [3]  train-error:0.140056
## [4]  train-error:0.137255
## [5]  train-error:0.134454
## [6]  train-error:0.140056
## [7]  train-error:0.137255
## [8]  train-error:0.112045
## [9]  train-error:0.112045
## [10] train-error:0.103641
## [11] train-error:0.100840
## [12] train-error:0.106443
## [13] train-error:0.106443
## [14] train-error:0.103641
## [15] train-error:0.100840
## [16] train-error:0.103641
## [17] train-error:0.106443
## [18] train-error:0.100840
## [19] train-error:0.106443
## [20] train-error:0.109244
## [21] train-error:0.109244
## [22] train-error:0.103641
## [23] train-error:0.092437
## [24] train-error:0.098039
## [25] train-error:0.092437
## [26] train-error:0.089636
## [27] train-error:0.098039
## [28] train-error:0.092437
## [29] train-error:0.095238
## [30] train-error:0.098039
## [31] train-error:0.098039
## [32] train-error:0.086835
## [33] train-error:0.084034
## [34] train-error:0.084034
## [35] train-error:0.081232
## [36] train-error:0.086835
## [37] train-error:0.095238
## [38] train-error:0.092437
## [39] train-error:0.092437
## [40] train-error:0.089636
## [41] train-error:0.086835
## [42] train-error:0.086835
## [43] train-error:0.086835
## [44] train-error:0.084034
## [45] train-error:0.089636
## [46] train-error:0.081232
## [47] train-error:0.086835
## [48] train-error:0.089636
## [49] train-error:0.081232
## [50] train-error:0.084034
## [51] train-error:0.081232
## [52] train-error:0.086835
## [53] train-error:0.078431
## [54] train-error:0.081232
## [55] train-error:0.086835
## [56] train-error:0.081232
## [57] train-error:0.084034
## [58] train-error:0.084034
## [59] train-error:0.081232
## [60] train-error:0.084034
## [61] train-error:0.084034
## [62] train-error:0.078431
## [63] train-error:0.084034
## [64] train-error:0.081232
## [65] train-error:0.078431
## [66] train-error:0.081232
## [67] train-error:0.081232
## [68] train-error:0.081232
## [69] train-error:0.078431
## [70] train-error:0.072829
## [71] train-error:0.072829
## [72] train-error:0.075630
## [73] train-error:0.070028
## [74] train-error:0.081232
## [75] train-error:0.075630
## [76] train-error:0.081232
## [77] train-error:0.075630
## [78] train-error:0.081232
## [79] train-error:0.075630
## [80] train-error:0.078431
## [81] train-error:0.072829
## [82] train-error:0.070028
## [83] train-error:0.070028
## [84] train-error:0.070028
## [85] train-error:0.072829
## [86] train-error:0.072829
## [87] train-error:0.070028
## [88] train-error:0.072829
## [89] train-error:0.075630
## [90] train-error:0.078431
## [91] train-error:0.072829
## [92] train-error:0.072829
## [93] train-error:0.070028
## [94] train-error:0.072829
## [95] train-error:0.067227
## [96] train-error:0.067227
## [97] train-error:0.072829
## [98] train-error:0.070028
## [99] train-error:0.075630
## [100]    train-error:0.072829
## [101]    train-error:0.072829
## [102]    train-error:0.072829
## [103]    train-error:0.075630
## [104]    train-error:0.070028
## [105]    train-error:0.072829
## [106]    train-error:0.070028
## [107]    train-error:0.070028
## [108]    train-error:0.072829
## [109]    train-error:0.072829
## [110]    train-error:0.070028
## [111]    train-error:0.070028
## [112]    train-error:0.070028
## [113]    train-error:0.067227
## [114]    train-error:0.070028
## [115]    train-error:0.067227
## [116]    train-error:0.070028
## [117]    train-error:0.067227
## [118]    train-error:0.070028
## [119]    train-error:0.067227
## [120]    train-error:0.070028
## [121]    train-error:0.064426
## [122]    train-error:0.064426
## [123]    train-error:0.067227
## [124]    train-error:0.067227
## [125]    train-error:0.067227
## [126]    train-error:0.070028
## [127]    train-error:0.064426
## [128]    train-error:0.061625
## [129]    train-error:0.064426
## [130]    train-error:0.067227
## [131]    train-error:0.061625
## [132]    train-error:0.061625
## [133]    train-error:0.061625
## [134]    train-error:0.061625
## [135]    train-error:0.056022
## [136]    train-error:0.056022
## [137]    train-error:0.056022
## [138]    train-error:0.058824
## [139]    train-error:0.056022
## [140]    train-error:0.058824
## [141]    train-error:0.061625
## [142]    train-error:0.058824
## [143]    train-error:0.056022
## [144]    train-error:0.058824
## [145]    train-error:0.053221
## [146]    train-error:0.056022
## [147]    train-error:0.056022
## [148]    train-error:0.053221
## [149]    train-error:0.047619
## [150]    train-error:0.047619
## [151]    train-error:0.044818
## [152]    train-error:0.044818
## [153]    train-error:0.044818
## [154]    train-error:0.044818
## [155]    train-error:0.044818
## [156]    train-error:0.047619
## [157]    train-error:0.050420
## [158]    train-error:0.047619
## [159]    train-error:0.047619
## [160]    train-error:0.050420
## [161]    train-error:0.044818
## [162]    train-error:0.044818
## [163]    train-error:0.047619
## [164]    train-error:0.047619
## [165]    train-error:0.050420
## [166]    train-error:0.050420
## [167]    train-error:0.050420
## [168]    train-error:0.047619
## [169]    train-error:0.050420
## [170]    train-error:0.044818
## [171]    train-error:0.044818
## [172]    train-error:0.044818
## [173]    train-error:0.042017
## [174]    train-error:0.044818
## [175]    train-error:0.044818
## [176]    train-error:0.044818
## [177]    train-error:0.044818
## [178]    train-error:0.044818
## [179]    train-error:0.047619
## [180]    train-error:0.047619
## [181]    train-error:0.047619
## [182]    train-error:0.044818
## [183]    train-error:0.044818
## [184]    train-error:0.047619
## [185]    train-error:0.050420
## [186]    train-error:0.050420
## [187]    train-error:0.047619
## [188]    train-error:0.047619
## [189]    train-error:0.047619
## [190]    train-error:0.050420
## [191]    train-error:0.047619
## [192]    train-error:0.050420
## [193]    train-error:0.047619
## [194]    train-error:0.050420
## [195]    train-error:0.047619
## [196]    train-error:0.047619
## [197]    train-error:0.047619
## [198]    train-error:0.047619
## [199]    train-error:0.047619
## [200]    train-error:0.047619
## [201]    train-error:0.047619
## [202]    train-error:0.047619
## [203]    train-error:0.047619
## [204]    train-error:0.053221
## [205]    train-error:0.050420
## [206]    train-error:0.050420
## [207]    train-error:0.047619
## [208]    train-error:0.047619
## [209]    train-error:0.044818
## [210]    train-error:0.047619
## [211]    train-error:0.047619
## [212]    train-error:0.044818
## [213]    train-error:0.044818
## [214]    train-error:0.044818
## [215]    train-error:0.044818
## [216]    train-error:0.044818
## [217]    train-error:0.044818
## [218]    train-error:0.044818
## [219]    train-error:0.044818
## [220]    train-error:0.044818
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.044818
## [224]    train-error:0.042017
## [225]    train-error:0.044818
## [226]    train-error:0.044818
## [227]    train-error:0.042017
## [228]    train-error:0.042017
## [229]    train-error:0.042017
## [230]    train-error:0.042017
## [231]    train-error:0.044818
## [232]    train-error:0.042017
## [233]    train-error:0.044818
## [234]    train-error:0.044818
## [235]    train-error:0.044818
## [236]    train-error:0.044818
## [237]    train-error:0.042017
## [238]    train-error:0.042017
## [239]    train-error:0.039216
## [240]    train-error:0.039216
## [241]    train-error:0.042017
## [242]    train-error:0.039216
## [243]    train-error:0.042017
## [244]    train-error:0.042017
## [245]    train-error:0.039216
## [246]    train-error:0.039216
## [247]    train-error:0.036415
## [248]    train-error:0.039216
## [249]    train-error:0.039216
## [250]    train-error:0.033613
## [251]    train-error:0.039216
## [252]    train-error:0.036415
## [253]    train-error:0.033613
## [254]    train-error:0.030812
## [255]    train-error:0.030812
## [256]    train-error:0.036415
## [257]    train-error:0.033613
## [258]    train-error:0.033613
## [259]    train-error:0.028011
## [260]    train-error:0.028011
## [261]    train-error:0.028011
## [262]    train-error:0.030812
## [263]    train-error:0.030812
## [264]    train-error:0.030812
## [265]    train-error:0.030812
## [266]    train-error:0.033613
## [267]    train-error:0.033613
## [268]    train-error:0.033613
## [269]    train-error:0.033613
## [270]    train-error:0.036415
## [271]    train-error:0.033613
## [272]    train-error:0.033613
## [273]    train-error:0.036415
## [274]    train-error:0.033613
## [275]    train-error:0.030812
## [276]    train-error:0.033613
## [277]    train-error:0.033613
## [278]    train-error:0.033613
## [279]    train-error:0.033613
## [280]    train-error:0.030812
## [281]    train-error:0.028011
## [282]    train-error:0.028011
## [283]    train-error:0.028011
## [284]    train-error:0.033613
## [285]    train-error:0.030812
## [286]    train-error:0.033613
## [287]    train-error:0.033613
## [288]    train-error:0.030812
## [289]    train-error:0.028011
## [290]    train-error:0.030812
## [291]    train-error:0.030812
## [292]    train-error:0.030812
## [293]    train-error:0.030812
## [294]    train-error:0.030812
## [295]    train-error:0.030812
## [296]    train-error:0.030812
## [297]    train-error:0.030812
## [298]    train-error:0.033613
## [299]    train-error:0.033613
## [300]    train-error:0.030812
## [301]    train-error:0.030812
## [302]    train-error:0.025210
## [303]    train-error:0.028011
## [304]    train-error:0.025210
## [305]    train-error:0.028011
## [306]    train-error:0.028011
## [307]    train-error:0.028011
## [308]    train-error:0.028011
## [309]    train-error:0.028011
## [310]    train-error:0.028011
## [311]    train-error:0.028011
## [312]    train-error:0.028011
## [313]    train-error:0.028011
## [314]    train-error:0.028011
## [315]    train-error:0.028011
## [316]    train-error:0.028011
## [317]    train-error:0.028011
## [318]    train-error:0.028011
## [319]    train-error:0.028011
## [320]    train-error:0.028011
## [321]    train-error:0.028011
## [322]    train-error:0.028011
## [323]    train-error:0.028011
## [324]    train-error:0.025210
## [325]    train-error:0.025210
## [326]    train-error:0.025210
## [327]    train-error:0.025210
## [328]    train-error:0.025210
## [329]    train-error:0.025210
## [330]    train-error:0.028011
## [331]    train-error:0.025210
## [332]    train-error:0.025210
## [333]    train-error:0.025210
## [334]    train-error:0.025210
## [335]    train-error:0.025210
## [336]    train-error:0.025210
## [337]    train-error:0.028011
## [338]    train-error:0.025210
## [339]    train-error:0.025210
## [340]    train-error:0.025210
## [341]    train-error:0.025210
## [342]    train-error:0.025210
## [343]    train-error:0.025210
## [344]    train-error:0.025210
## [345]    train-error:0.025210
## [346]    train-error:0.025210
## [347]    train-error:0.025210
## [348]    train-error:0.025210
## [349]    train-error:0.025210
## [350]    train-error:0.025210
## [351]    train-error:0.028011
## [352]    train-error:0.028011
## [353]    train-error:0.028011
## [354]    train-error:0.028011
## [355]    train-error:0.028011
## [356]    train-error:0.028011
## [357]    train-error:0.028011
## [358]    train-error:0.028011
## [359]    train-error:0.028011
## [360]    train-error:0.028011
## [361]    train-error:0.028011
## [362]    train-error:0.025210
## [363]    train-error:0.028011
## [364]    train-error:0.028011
## [365]    train-error:0.028011
## [366]    train-error:0.028011
## [367]    train-error:0.028011
## [368]    train-error:0.028011
## [369]    train-error:0.028011
## [370]    train-error:0.028011
## [371]    train-error:0.028011
## [372]    train-error:0.028011
## [373]    train-error:0.028011
## [374]    train-error:0.025210
## [375]    train-error:0.028011
## [376]    train-error:0.025210
## [377]    train-error:0.025210
## [378]    train-error:0.028011
## [379]    train-error:0.028011
## [380]    train-error:0.028011
## [381]    train-error:0.028011
## [382]    train-error:0.028011
## [383]    train-error:0.030812
## [384]    train-error:0.028011
## [385]    train-error:0.030812
## [386]    train-error:0.028011
## [387]    train-error:0.028011
## [388]    train-error:0.025210
## [389]    train-error:0.028011
## [390]    train-error:0.028011
## [391]    train-error:0.025210
## [392]    train-error:0.025210
## [393]    train-error:0.025210
## [394]    train-error:0.025210
## [395]    train-error:0.025210
## [396]    train-error:0.025210
## [397]    train-error:0.025210
## [398]    train-error:0.025210
## [399]    train-error:0.025210
## [400]    train-error:0.028011
## [401]    train-error:0.028011
## [402]    train-error:0.028011
## [403]    train-error:0.028011
## [404]    train-error:0.028011
## [405]    train-error:0.028011
## [406]    train-error:0.025210
## [407]    train-error:0.025210
## [408]    train-error:0.025210
## [409]    train-error:0.028011
## [410]    train-error:0.025210
## [411]    train-error:0.022409
## [412]    train-error:0.025210
## [413]    train-error:0.025210
## [414]    train-error:0.025210
## [415]    train-error:0.025210
## [416]    train-error:0.028011
## [417]    train-error:0.025210
## [418]    train-error:0.028011
## [419]    train-error:0.028011
## [420]    train-error:0.025210
## [421]    train-error:0.025210
## [422]    train-error:0.022409
## [423]    train-error:0.022409
## [424]    train-error:0.022409
## [425]    train-error:0.022409
## [426]    train-error:0.022409
## [427]    train-error:0.025210
## [428]    train-error:0.022409
## [429]    train-error:0.022409
## [430]    train-error:0.022409
## [431]    train-error:0.022409
## [432]    train-error:0.025210
## [433]    train-error:0.022409
## [434]    train-error:0.025210
## [435]    train-error:0.022409
## [436]    train-error:0.022409
## [437]    train-error:0.022409
## [438]    train-error:0.022409
## [439]    train-error:0.022409
## [440]    train-error:0.022409
## [441]    train-error:0.022409
## [442]    train-error:0.025210
## [443]    train-error:0.022409
## [444]    train-error:0.022409
## [445]    train-error:0.022409
## [446]    train-error:0.022409
## [447]    train-error:0.022409
## [448]    train-error:0.022409
## [449]    train-error:0.022409
## [450]    train-error:0.025210
## [451]    train-error:0.028011
## [452]    train-error:0.028011
## [453]    train-error:0.028011
## [454]    train-error:0.028011
## [455]    train-error:0.025210
## [456]    train-error:0.025210
## [457]    train-error:0.025210
## [458]    train-error:0.022409
## [459]    train-error:0.022409
## [460]    train-error:0.022409
## [461]    train-error:0.022409
## [462]    train-error:0.022409
## [463]    train-error:0.022409
## [464]    train-error:0.022409
## [465]    train-error:0.022409
## [466]    train-error:0.022409
## [467]    train-error:0.022409
## [468]    train-error:0.025210
## [469]    train-error:0.025210
## [470]    train-error:0.025210
## [471]    train-error:0.025210
## [472]    train-error:0.025210
## [473]    train-error:0.025210
## [474]    train-error:0.025210
## [475]    train-error:0.025210
## [476]    train-error:0.025210
## [477]    train-error:0.025210
## [478]    train-error:0.025210
## [479]    train-error:0.025210
## [480]    train-error:0.022409
## [481]    train-error:0.022409
## [482]    train-error:0.025210
## [483]    train-error:0.025210
## [0]  train-error:0.187675
## [1]  train-error:0.162465
## [2]  train-error:0.168067
## [3]  train-error:0.170868
## [4]  train-error:0.179272
## [5]  train-error:0.173669
## [6]  train-error:0.156863
## [7]  train-error:0.142857
## [8]  train-error:0.148459
## [9]  train-error:0.142857
## [10] train-error:0.142857
## [11] train-error:0.137255
## [12] train-error:0.134454
## [13] train-error:0.120448
## [14] train-error:0.126050
## [15] train-error:0.117647
## [16] train-error:0.109244
## [17] train-error:0.117647
## [18] train-error:0.109244
## [19] train-error:0.112045
## [20] train-error:0.114846
## [21] train-error:0.103641
## [22] train-error:0.095238
## [23] train-error:0.109244
## [24] train-error:0.106443
## [25] train-error:0.098039
## [26] train-error:0.098039
## [27] train-error:0.103641
## [28] train-error:0.098039
## [29] train-error:0.100840
## [30] train-error:0.106443
## [31] train-error:0.095238
## [32] train-error:0.092437
## [33] train-error:0.089636
## [34] train-error:0.098039
## [35] train-error:0.086835
## [36] train-error:0.095238
## [37] train-error:0.084034
## [38] train-error:0.098039
## [39] train-error:0.086835
## [40] train-error:0.086835
## [41] train-error:0.089636
## [42] train-error:0.089636
## [43] train-error:0.084034
## [44] train-error:0.078431
## [45] train-error:0.075630
## [46] train-error:0.072829
## [47] train-error:0.072829
## [48] train-error:0.072829
## [49] train-error:0.070028
## [50] train-error:0.072829
## [51] train-error:0.070028
## [52] train-error:0.072829
## [53] train-error:0.070028
## [54] train-error:0.070028
## [55] train-error:0.070028
## [56] train-error:0.067227
## [57] train-error:0.067227
## [58] train-error:0.067227
## [59] train-error:0.067227
## [60] train-error:0.067227
## [61] train-error:0.064426
## [62] train-error:0.064426
## [63] train-error:0.067227
## [64] train-error:0.067227
## [65] train-error:0.067227
## [66] train-error:0.067227
## [67] train-error:0.067227
## [68] train-error:0.070028
## [69] train-error:0.067227
## [70] train-error:0.064426
## [71] train-error:0.064426
## [72] train-error:0.061625
## [73] train-error:0.064426
## [74] train-error:0.061625
## [75] train-error:0.064426
## [76] train-error:0.067227
## [77] train-error:0.064426
## [78] train-error:0.061625
## [79] train-error:0.061625
## [80] train-error:0.061625
## [81] train-error:0.058824
## [82] train-error:0.058824
## [83] train-error:0.061625
## [84] train-error:0.058824
## [85] train-error:0.058824
## [86] train-error:0.061625
## [87] train-error:0.061625
## [88] train-error:0.058824
## [89] train-error:0.058824
## [90] train-error:0.058824
## [91] train-error:0.058824
## [92] train-error:0.058824
## [93] train-error:0.058824
## [94] train-error:0.058824
## [95] train-error:0.058824
## [96] train-error:0.058824
## [97] train-error:0.058824
## [98] train-error:0.058824
## [99] train-error:0.056022
## [100]    train-error:0.056022
## [101]    train-error:0.056022
## [102]    train-error:0.056022
## [103]    train-error:0.056022
## [104]    train-error:0.056022
## [105]    train-error:0.056022
## [106]    train-error:0.058824
## [107]    train-error:0.053221
## [108]    train-error:0.053221
## [109]    train-error:0.053221
## [110]    train-error:0.053221
## [111]    train-error:0.053221
## [112]    train-error:0.053221
## [113]    train-error:0.050420
## [114]    train-error:0.050420
## [115]    train-error:0.050420
## [116]    train-error:0.047619
## [117]    train-error:0.050420
## [118]    train-error:0.050420
## [119]    train-error:0.047619
## [120]    train-error:0.047619
## [121]    train-error:0.047619
## [122]    train-error:0.047619
## [123]    train-error:0.050420
## [124]    train-error:0.053221
## [125]    train-error:0.050420
## [126]    train-error:0.050420
## [127]    train-error:0.047619
## [128]    train-error:0.047619
## [129]    train-error:0.047619
## [130]    train-error:0.047619
## [131]    train-error:0.050420
## [132]    train-error:0.050420
## [133]    train-error:0.050420
## [134]    train-error:0.053221
## [135]    train-error:0.053221
## [136]    train-error:0.050420
## [137]    train-error:0.050420
## [138]    train-error:0.047619
## [139]    train-error:0.044818
## [140]    train-error:0.044818
## [141]    train-error:0.044818
## [142]    train-error:0.044818
## [143]    train-error:0.044818
## [144]    train-error:0.044818
## [145]    train-error:0.044818
## [146]    train-error:0.047619
## [147]    train-error:0.047619
## [148]    train-error:0.050420
## [149]    train-error:0.044818
## [150]    train-error:0.044818
## [151]    train-error:0.042017
## [152]    train-error:0.044818
## [153]    train-error:0.047619
## [154]    train-error:0.044818
## [155]    train-error:0.050420
## [156]    train-error:0.047619
## [157]    train-error:0.047619
## [158]    train-error:0.047619
## [159]    train-error:0.047619
## [160]    train-error:0.044818
## [161]    train-error:0.047619
## [162]    train-error:0.047619
## [163]    train-error:0.044818
## [164]    train-error:0.047619
## [165]    train-error:0.047619
## [166]    train-error:0.047619
## [167]    train-error:0.047619
## [168]    train-error:0.050420
## [169]    train-error:0.050420
## [170]    train-error:0.050420
## [171]    train-error:0.042017
## [172]    train-error:0.044818
## [173]    train-error:0.044818
## [174]    train-error:0.044818
## [175]    train-error:0.042017
## [176]    train-error:0.039216
## [177]    train-error:0.039216
## [178]    train-error:0.039216
## [179]    train-error:0.036415
## [180]    train-error:0.039216
## [181]    train-error:0.039216
## [182]    train-error:0.036415
## [183]    train-error:0.039216
## [184]    train-error:0.042017
## [185]    train-error:0.042017
## [186]    train-error:0.044818
## [187]    train-error:0.044818
## [188]    train-error:0.042017
## [189]    train-error:0.042017
## [190]    train-error:0.039216
## [191]    train-error:0.039216
## [192]    train-error:0.036415
## [193]    train-error:0.036415
## [194]    train-error:0.036415
## [195]    train-error:0.036415
## [196]    train-error:0.033613
## [197]    train-error:0.033613
## [198]    train-error:0.033613
## [199]    train-error:0.033613
## [200]    train-error:0.033613
## [201]    train-error:0.033613
## [202]    train-error:0.036415
## [203]    train-error:0.033613
## [204]    train-error:0.033613
## [205]    train-error:0.036415
## [206]    train-error:0.039216
## [207]    train-error:0.039216
## [208]    train-error:0.039216
## [209]    train-error:0.039216
## [210]    train-error:0.042017
## [211]    train-error:0.039216
## [212]    train-error:0.042017
## [213]    train-error:0.036415
## [214]    train-error:0.042017
## [215]    train-error:0.039216
## [216]    train-error:0.039216
## [217]    train-error:0.039216
## [218]    train-error:0.033613
## [219]    train-error:0.036415
## [220]    train-error:0.039216
## [221]    train-error:0.039216
## [222]    train-error:0.036415
## [223]    train-error:0.042017
## [224]    train-error:0.042017
## [225]    train-error:0.039216
## [226]    train-error:0.039216
## [227]    train-error:0.036415
## [228]    train-error:0.039216
## [229]    train-error:0.033613
## [230]    train-error:0.036415
## [231]    train-error:0.033613
## [232]    train-error:0.036415
## [233]    train-error:0.036415
## [234]    train-error:0.033613
## [235]    train-error:0.030812
## [236]    train-error:0.033613
## [237]    train-error:0.033613
## [238]    train-error:0.033613
## [239]    train-error:0.030812
## [240]    train-error:0.033613
## [241]    train-error:0.030812
## [242]    train-error:0.033613
## [243]    train-error:0.033613
## [244]    train-error:0.033613
## [245]    train-error:0.033613
## [246]    train-error:0.030812
## [247]    train-error:0.033613
## [248]    train-error:0.033613
## [249]    train-error:0.030812
## [250]    train-error:0.033613
## [251]    train-error:0.033613
## [252]    train-error:0.030812
## [253]    train-error:0.033613
## [254]    train-error:0.030812
## [255]    train-error:0.025210
## [256]    train-error:0.028011
## [257]    train-error:0.028011
## [258]    train-error:0.028011
## [259]    train-error:0.030812
## [260]    train-error:0.028011
## [261]    train-error:0.028011
## [262]    train-error:0.030812
## [263]    train-error:0.033613
## [264]    train-error:0.033613
## [265]    train-error:0.030812
## [266]    train-error:0.028011
## [267]    train-error:0.028011
## [268]    train-error:0.030812
## [269]    train-error:0.036415
## [270]    train-error:0.030812
## [271]    train-error:0.033613
## [272]    train-error:0.030812
## [273]    train-error:0.033613
## [274]    train-error:0.033613
## [275]    train-error:0.030812
## [276]    train-error:0.033613
## [277]    train-error:0.030812
## [278]    train-error:0.030812
## [279]    train-error:0.030812
## [280]    train-error:0.030812
## [281]    train-error:0.030812
## [282]    train-error:0.030812
## [283]    train-error:0.030812
## [284]    train-error:0.028011
## [285]    train-error:0.030812
## [286]    train-error:0.028011
## [287]    train-error:0.030812
## [288]    train-error:0.033613
## [289]    train-error:0.033613
## [290]    train-error:0.033613
## [291]    train-error:0.033613
## [292]    train-error:0.033613
## [293]    train-error:0.033613
## [294]    train-error:0.033613
## [295]    train-error:0.028011
## [296]    train-error:0.028011
## [297]    train-error:0.028011
## [298]    train-error:0.028011
## [299]    train-error:0.028011
## [300]    train-error:0.028011
## [301]    train-error:0.028011
## [302]    train-error:0.025210
## [303]    train-error:0.025210
## [304]    train-error:0.025210
## [305]    train-error:0.025210
## [306]    train-error:0.025210
## [307]    train-error:0.025210
## [308]    train-error:0.025210
## [309]    train-error:0.025210
## [310]    train-error:0.025210
## [311]    train-error:0.025210
## [312]    train-error:0.025210
## [313]    train-error:0.025210
## [314]    train-error:0.025210
## [315]    train-error:0.025210
## [316]    train-error:0.025210
## [317]    train-error:0.025210
## [318]    train-error:0.025210
## [319]    train-error:0.025210
## [320]    train-error:0.025210
## [321]    train-error:0.025210
## [322]    train-error:0.025210
## [323]    train-error:0.025210
## [324]    train-error:0.025210
## [325]    train-error:0.025210
## [326]    train-error:0.025210
## [327]    train-error:0.025210
## [328]    train-error:0.025210
## [329]    train-error:0.025210
## [330]    train-error:0.025210
## [331]    train-error:0.025210
## [332]    train-error:0.025210
## [333]    train-error:0.025210
## [334]    train-error:0.025210
## [335]    train-error:0.025210
## [336]    train-error:0.025210
## [337]    train-error:0.025210
## [338]    train-error:0.025210
## [339]    train-error:0.025210
## [340]    train-error:0.025210
## [341]    train-error:0.025210
## [342]    train-error:0.025210
## [343]    train-error:0.028011
## [344]    train-error:0.028011
## [345]    train-error:0.028011
## [346]    train-error:0.028011
## [347]    train-error:0.028011
## [348]    train-error:0.028011
## [349]    train-error:0.028011
## [350]    train-error:0.028011
## [351]    train-error:0.025210
## [352]    train-error:0.025210
## [353]    train-error:0.025210
## [354]    train-error:0.025210
## [355]    train-error:0.025210
## [356]    train-error:0.025210
## [357]    train-error:0.025210
## [358]    train-error:0.025210
## [359]    train-error:0.028011
## [360]    train-error:0.025210
## [361]    train-error:0.028011
## [362]    train-error:0.025210
## [363]    train-error:0.025210
## [364]    train-error:0.028011
## [365]    train-error:0.025210
## [366]    train-error:0.022409
## [367]    train-error:0.025210
## [368]    train-error:0.025210
## [369]    train-error:0.022409
## [370]    train-error:0.022409
## [371]    train-error:0.022409
## [372]    train-error:0.022409
## [373]    train-error:0.022409
## [374]    train-error:0.022409
## [375]    train-error:0.022409
## [376]    train-error:0.022409
## [377]    train-error:0.022409
## [378]    train-error:0.022409
## [379]    train-error:0.022409
## [380]    train-error:0.022409
## [381]    train-error:0.025210
## [382]    train-error:0.022409
## [383]    train-error:0.025210
## [384]    train-error:0.025210
## [385]    train-error:0.028011
## [386]    train-error:0.025210
## [387]    train-error:0.025210
## [388]    train-error:0.025210
## [389]    train-error:0.022409
## [390]    train-error:0.022409
## [391]    train-error:0.025210
## [392]    train-error:0.022409
## [393]    train-error:0.025210
## [394]    train-error:0.022409
## [395]    train-error:0.022409
## [396]    train-error:0.022409
## [397]    train-error:0.022409
## [398]    train-error:0.022409
## [399]    train-error:0.022409
## [400]    train-error:0.022409
## [401]    train-error:0.022409
## [402]    train-error:0.022409
## [403]    train-error:0.022409
## [404]    train-error:0.022409
## [405]    train-error:0.022409
## [406]    train-error:0.022409
## [407]    train-error:0.022409
## [408]    train-error:0.022409
## [409]    train-error:0.025210
## [410]    train-error:0.025210
## [411]    train-error:0.025210
## [412]    train-error:0.022409
## [413]    train-error:0.025210
## [414]    train-error:0.022409
## [415]    train-error:0.022409
## [416]    train-error:0.022409
## [417]    train-error:0.025210
## [418]    train-error:0.025210
## [419]    train-error:0.025210
## [420]    train-error:0.022409
## [421]    train-error:0.022409
## [422]    train-error:0.022409
## [423]    train-error:0.022409
## [424]    train-error:0.025210
## [425]    train-error:0.022409
## [426]    train-error:0.022409
## [427]    train-error:0.025210
## [428]    train-error:0.025210
## [429]    train-error:0.022409
## [430]    train-error:0.022409
## [431]    train-error:0.022409
## [432]    train-error:0.022409
## [433]    train-error:0.022409
## [434]    train-error:0.022409
## [435]    train-error:0.022409
## [436]    train-error:0.022409
## [437]    train-error:0.022409
## [438]    train-error:0.022409
## [439]    train-error:0.022409
## [440]    train-error:0.025210
## [441]    train-error:0.022409
## [442]    train-error:0.022409
## [443]    train-error:0.022409
## [444]    train-error:0.022409
## [445]    train-error:0.022409
## [446]    train-error:0.022409
## [447]    train-error:0.022409
## [448]    train-error:0.025210
## [449]    train-error:0.025210
## [450]    train-error:0.025210
## [451]    train-error:0.025210
## [452]    train-error:0.025210
## [453]    train-error:0.025210
## [454]    train-error:0.022409
## [455]    train-error:0.022409
## [456]    train-error:0.022409
## [457]    train-error:0.022409
## [458]    train-error:0.022409
## [459]    train-error:0.022409
## [460]    train-error:0.022409
## [461]    train-error:0.022409
## [462]    train-error:0.022409
## [463]    train-error:0.022409
## [464]    train-error:0.022409
## [465]    train-error:0.022409
## [466]    train-error:0.022409
## [467]    train-error:0.022409
## [468]    train-error:0.022409
## [469]    train-error:0.022409
## [470]    train-error:0.022409
## [471]    train-error:0.022409
## [472]    train-error:0.022409
## [473]    train-error:0.022409
## [474]    train-error:0.022409
## [475]    train-error:0.022409
## [476]    train-error:0.022409
## [477]    train-error:0.022409
## [478]    train-error:0.025210
## [479]    train-error:0.025210
## [480]    train-error:0.025210
## [481]    train-error:0.022409
## [482]    train-error:0.022409
## [483]    train-error:0.022409
## [0]  train-error:0.217877
## [1]  train-error:0.192737
## [2]  train-error:0.189944
## [3]  train-error:0.189944
## [4]  train-error:0.198324
## [5]  train-error:0.175978
## [6]  train-error:0.178771
## [7]  train-error:0.170391
## [8]  train-error:0.175978
## [9]  train-error:0.173184
## [10] train-error:0.175978
## [11] train-error:0.167598
## [12] train-error:0.173184
## [13] train-error:0.153631
## [14] train-error:0.167598
## [15] train-error:0.148045
## [16] train-error:0.150838
## [17] train-error:0.148045
## [18] train-error:0.145251
## [19] train-error:0.142458
## [20] train-error:0.142458
## [21] train-error:0.139665
## [22] train-error:0.150838
## [23] train-error:0.139665
## [24] train-error:0.142458
## [25] train-error:0.142458
## [26] train-error:0.139665
## [27] train-error:0.142458
## [28] train-error:0.136872
## [29] train-error:0.136872
## [30] train-error:0.136872
## [31] train-error:0.142458
## [32] train-error:0.139665
## [33] train-error:0.139665
## [34] train-error:0.139665
## [35] train-error:0.134078
## [36] train-error:0.136872
## [37] train-error:0.134078
## [38] train-error:0.134078
## [39] train-error:0.136872
## [40] train-error:0.139665
## [41] train-error:0.136872
## [42] train-error:0.134078
## [43] train-error:0.131285
## [44] train-error:0.131285
## [45] train-error:0.136872
## [46] train-error:0.134078
## [47] train-error:0.134078
## [48] train-error:0.136872
## [49] train-error:0.134078
## [50] train-error:0.136872
## [51] train-error:0.131285
## [52] train-error:0.134078
## [53] train-error:0.134078
## [54] train-error:0.131285
## [55] train-error:0.136872
## [56] train-error:0.142458
## [57] train-error:0.139665
## [58] train-error:0.139665
## [59] train-error:0.136872
## [60] train-error:0.139665
## [61] train-error:0.134078
## [62] train-error:0.136872
## [63] train-error:0.134078
## [64] train-error:0.142458
## [65] train-error:0.131285
## [66] train-error:0.131285
## [67] train-error:0.131285
## [68] train-error:0.134078
## [69] train-error:0.128492
## [70] train-error:0.128492
## [71] train-error:0.125698
## [72] train-error:0.122905
## [73] train-error:0.128492
## [74] train-error:0.125698
## [75] train-error:0.131285
## [76] train-error:0.128492
## [77] train-error:0.131285
## [78] train-error:0.128492
## [79] train-error:0.131285
## [80] train-error:0.134078
## [81] train-error:0.134078
## [82] train-error:0.131285
## [83] train-error:0.134078
## [84] train-error:0.122905
## [85] train-error:0.125698
## [86] train-error:0.128492
## [87] train-error:0.117318
## [88] train-error:0.117318
## [89] train-error:0.120112
## [90] train-error:0.114525
## [91] train-error:0.111732
## [92] train-error:0.108939
## [93] train-error:0.111732
## [94] train-error:0.106145
## [95] train-error:0.108939
## [96] train-error:0.106145
## [97] train-error:0.103352
## [98] train-error:0.103352
## [99] train-error:0.111732
## [100]    train-error:0.108939
## [101]    train-error:0.108939
## [102]    train-error:0.111732
## [103]    train-error:0.108939
## [104]    train-error:0.117318
## [105]    train-error:0.108939
## [106]    train-error:0.111732
## [107]    train-error:0.106145
## [108]    train-error:0.103352
## [109]    train-error:0.106145
## [110]    train-error:0.103352
## [111]    train-error:0.106145
## [112]    train-error:0.106145
## [113]    train-error:0.100559
## [114]    train-error:0.106145
## [115]    train-error:0.108939
## [116]    train-error:0.106145
## [117]    train-error:0.106145
## [118]    train-error:0.106145
## [119]    train-error:0.106145
## [120]    train-error:0.106145
## [121]    train-error:0.106145
## [122]    train-error:0.106145
## [123]    train-error:0.100559
## [124]    train-error:0.103352
## [125]    train-error:0.092179
## [126]    train-error:0.094972
## [127]    train-error:0.097765
## [128]    train-error:0.100559
## [129]    train-error:0.103352
## [130]    train-error:0.094972
## [131]    train-error:0.097765
## [132]    train-error:0.103352
## [133]    train-error:0.100559
## [134]    train-error:0.106145
## [135]    train-error:0.097765
## [136]    train-error:0.100559
## [137]    train-error:0.097765
## [138]    train-error:0.094972
## [139]    train-error:0.094972
## [140]    train-error:0.092179
## [141]    train-error:0.086592
## [142]    train-error:0.100559
## [143]    train-error:0.094972
## [144]    train-error:0.094972
## [145]    train-error:0.094972
## [146]    train-error:0.100559
## [147]    train-error:0.086592
## [148]    train-error:0.089385
## [149]    train-error:0.089385
## [150]    train-error:0.089385
## [151]    train-error:0.086592
## [152]    train-error:0.092179
## [153]    train-error:0.094972
## [154]    train-error:0.083799
## [155]    train-error:0.092179
## [156]    train-error:0.089385
## [157]    train-error:0.083799
## [158]    train-error:0.083799
## [159]    train-error:0.086592
## [160]    train-error:0.094972
## [161]    train-error:0.089385
## [162]    train-error:0.089385
## [163]    train-error:0.092179
## [164]    train-error:0.089385
## [165]    train-error:0.089385
## [166]    train-error:0.083799
## [167]    train-error:0.081006
## [168]    train-error:0.086592
## [169]    train-error:0.086592
## [170]    train-error:0.083799
## [171]    train-error:0.083799
## [172]    train-error:0.078212
## [173]    train-error:0.081006
## [174]    train-error:0.083799
## [175]    train-error:0.075419
## [176]    train-error:0.083799
## [177]    train-error:0.083799
## [178]    train-error:0.075419
## [179]    train-error:0.075419
## [180]    train-error:0.075419
## [181]    train-error:0.069832
## [182]    train-error:0.072626
## [183]    train-error:0.075419
## [184]    train-error:0.075419
## [185]    train-error:0.075419
## [186]    train-error:0.075419
## [187]    train-error:0.072626
## [188]    train-error:0.078212
## [189]    train-error:0.078212
## [190]    train-error:0.078212
## [191]    train-error:0.078212
## [192]    train-error:0.083799
## [193]    train-error:0.083799
## [194]    train-error:0.086592
## [195]    train-error:0.086592
## [196]    train-error:0.083799
## [197]    train-error:0.075419
## [198]    train-error:0.078212
## [199]    train-error:0.072626
## [200]    train-error:0.072626
## [201]    train-error:0.078212
## [202]    train-error:0.078212
## [203]    train-error:0.075419
## [204]    train-error:0.075419
## [205]    train-error:0.075419
## [206]    train-error:0.081006
## [207]    train-error:0.075419
## [208]    train-error:0.072626
## [209]    train-error:0.067039
## [210]    train-error:0.072626
## [211]    train-error:0.072626
## [212]    train-error:0.075419
## [213]    train-error:0.072626
## [214]    train-error:0.069832
## [215]    train-error:0.072626
## [216]    train-error:0.067039
## [217]    train-error:0.069832
## [218]    train-error:0.064246
## [219]    train-error:0.067039
## [220]    train-error:0.075419
## [221]    train-error:0.075419
## [222]    train-error:0.078212
## [223]    train-error:0.075419
## [224]    train-error:0.078212
## [225]    train-error:0.075419
## [226]    train-error:0.072626
## [227]    train-error:0.078212
## [228]    train-error:0.078212
## [229]    train-error:0.083799
## [230]    train-error:0.083799
## [231]    train-error:0.083799
## [232]    train-error:0.081006
## [233]    train-error:0.081006
## [234]    train-error:0.078212
## [235]    train-error:0.081006
## [236]    train-error:0.072626
## [237]    train-error:0.072626
## [238]    train-error:0.075419
## [239]    train-error:0.072626
## [240]    train-error:0.072626
## [241]    train-error:0.069832
## [242]    train-error:0.072626
## [243]    train-error:0.078212
## [244]    train-error:0.078212
## [245]    train-error:0.075419
## [246]    train-error:0.075419
## [247]    train-error:0.075419
## [248]    train-error:0.072626
## [249]    train-error:0.072626
## [250]    train-error:0.075419
## [251]    train-error:0.078212
## [252]    train-error:0.072626
## [253]    train-error:0.072626
## [254]    train-error:0.072626
## [255]    train-error:0.075419
## [256]    train-error:0.075419
## [257]    train-error:0.075419
## [258]    train-error:0.078212
## [259]    train-error:0.075419
## [260]    train-error:0.075419
## [261]    train-error:0.075419
## [262]    train-error:0.072626
## [263]    train-error:0.067039
## [264]    train-error:0.072626
## [265]    train-error:0.072626
## [266]    train-error:0.072626
## [267]    train-error:0.072626
## [268]    train-error:0.075419
## [269]    train-error:0.069832
## [270]    train-error:0.069832
## [271]    train-error:0.064246
## [272]    train-error:0.072626
## [273]    train-error:0.067039
## [274]    train-error:0.069832
## [275]    train-error:0.069832
## [276]    train-error:0.067039
## [277]    train-error:0.064246
## [278]    train-error:0.064246
## [279]    train-error:0.069832
## [280]    train-error:0.069832
## [281]    train-error:0.069832
## [282]    train-error:0.072626
## [283]    train-error:0.075419
## [284]    train-error:0.067039
## [285]    train-error:0.072626
## [286]    train-error:0.069832
## [287]    train-error:0.064246
## [288]    train-error:0.067039
## [289]    train-error:0.067039
## [290]    train-error:0.061453
## [291]    train-error:0.064246
## [292]    train-error:0.061453
## [293]    train-error:0.064246
## [294]    train-error:0.061453
## [295]    train-error:0.058659
## [296]    train-error:0.061453
## [297]    train-error:0.061453
## [298]    train-error:0.064246
## [299]    train-error:0.058659
## [300]    train-error:0.058659
## [301]    train-error:0.058659
## [302]    train-error:0.053073
## [303]    train-error:0.061453
## [304]    train-error:0.055866
## [305]    train-error:0.053073
## [306]    train-error:0.055866
## [307]    train-error:0.053073
## [308]    train-error:0.055866
## [309]    train-error:0.053073
## [310]    train-error:0.055866
## [311]    train-error:0.053073
## [312]    train-error:0.053073
## [313]    train-error:0.053073
## [314]    train-error:0.050279
## [315]    train-error:0.053073
## [316]    train-error:0.053073
## [317]    train-error:0.055866
## [318]    train-error:0.055866
## [319]    train-error:0.053073
## [320]    train-error:0.053073
## [321]    train-error:0.050279
## [322]    train-error:0.050279
## [323]    train-error:0.055866
## [324]    train-error:0.053073
## [325]    train-error:0.055866
## [326]    train-error:0.055866
## [327]    train-error:0.053073
## [328]    train-error:0.050279
## [329]    train-error:0.053073
## [330]    train-error:0.053073
## [331]    train-error:0.050279
## [332]    train-error:0.050279
## [333]    train-error:0.053073
## [334]    train-error:0.055866
## [335]    train-error:0.055866
## [336]    train-error:0.055866
## [337]    train-error:0.055866
## [338]    train-error:0.053073
## [339]    train-error:0.050279
## [340]    train-error:0.053073
## [341]    train-error:0.050279
## [342]    train-error:0.047486
## [343]    train-error:0.047486
## [344]    train-error:0.050279
## [345]    train-error:0.047486
## [346]    train-error:0.047486
## [347]    train-error:0.044693
## [348]    train-error:0.047486
## [349]    train-error:0.041899
## [350]    train-error:0.055866
## [351]    train-error:0.053073
## [352]    train-error:0.053073
## [353]    train-error:0.050279
## [354]    train-error:0.050279
## [355]    train-error:0.047486
## [356]    train-error:0.050279
## [357]    train-error:0.050279
## [358]    train-error:0.050279
## [359]    train-error:0.050279
## [360]    train-error:0.050279
## [361]    train-error:0.050279
## [362]    train-error:0.047486
## [363]    train-error:0.047486
## [364]    train-error:0.047486
## [365]    train-error:0.047486
## [366]    train-error:0.044693
## [367]    train-error:0.050279
## [368]    train-error:0.044693
## [369]    train-error:0.044693
## [370]    train-error:0.044693
## [371]    train-error:0.044693
## [372]    train-error:0.041899
## [373]    train-error:0.044693
## [374]    train-error:0.050279
## [375]    train-error:0.047486
## [376]    train-error:0.047486
## [377]    train-error:0.050279
## [378]    train-error:0.050279
## [379]    train-error:0.050279
## [380]    train-error:0.050279
## [381]    train-error:0.047486
## [382]    train-error:0.047486
## [383]    train-error:0.047486
## [384]    train-error:0.044693
## [385]    train-error:0.041899
## [386]    train-error:0.041899
## [387]    train-error:0.041899
## [388]    train-error:0.041899
## [389]    train-error:0.044693
## [390]    train-error:0.047486
## [391]    train-error:0.044693
## [392]    train-error:0.044693
## [393]    train-error:0.044693
## [394]    train-error:0.041899
## [395]    train-error:0.039106
## [396]    train-error:0.039106
## [397]    train-error:0.039106
## [398]    train-error:0.041899
## [399]    train-error:0.039106
## [400]    train-error:0.041899
## [401]    train-error:0.041899
## [402]    train-error:0.041899
## [403]    train-error:0.036313
## [404]    train-error:0.039106
## [405]    train-error:0.036313
## [406]    train-error:0.036313
## [407]    train-error:0.036313
## [408]    train-error:0.047486
## [409]    train-error:0.047486
## [410]    train-error:0.050279
## [411]    train-error:0.047486
## [412]    train-error:0.050279
## [413]    train-error:0.047486
## [414]    train-error:0.047486
## [415]    train-error:0.044693
## [416]    train-error:0.047486
## [417]    train-error:0.041899
## [418]    train-error:0.044693
## [419]    train-error:0.041899
## [420]    train-error:0.039106
## [421]    train-error:0.039106
## [422]    train-error:0.041899
## [423]    train-error:0.050279
## [424]    train-error:0.039106
## [425]    train-error:0.039106
## [426]    train-error:0.047486
## [427]    train-error:0.041899
## [428]    train-error:0.041899
## [429]    train-error:0.041899
## [430]    train-error:0.044693
## [431]    train-error:0.041899
## [432]    train-error:0.041899
## [433]    train-error:0.047486
## [434]    train-error:0.047486
## [435]    train-error:0.047486
## [436]    train-error:0.044693
## [437]    train-error:0.044693
## [438]    train-error:0.041899
## [439]    train-error:0.041899
## [440]    train-error:0.036313
## [441]    train-error:0.039106
## [442]    train-error:0.041899
## [443]    train-error:0.036313
## [444]    train-error:0.036313
## [445]    train-error:0.039106
## [446]    train-error:0.033520
## [447]    train-error:0.036313
## [448]    train-error:0.039106
## [449]    train-error:0.039106
## [450]    train-error:0.039106
## [451]    train-error:0.036313
## [452]    train-error:0.039106
## [453]    train-error:0.039106
## [454]    train-error:0.044693
## [455]    train-error:0.044693
## [456]    train-error:0.053073
## [457]    train-error:0.044693
## [458]    train-error:0.044693
## [459]    train-error:0.047486
## [460]    train-error:0.047486
## [461]    train-error:0.047486
## [462]    train-error:0.047486
## [463]    train-error:0.044693
## [464]    train-error:0.047486
## [465]    train-error:0.047486
## [466]    train-error:0.041899
## [467]    train-error:0.041899
## [468]    train-error:0.041899
## [469]    train-error:0.041899
## [470]    train-error:0.047486
## [471]    train-error:0.044693
## [472]    train-error:0.041899
## [473]    train-error:0.039106
## [474]    train-error:0.041899
## [475]    train-error:0.041899
## [476]    train-error:0.039106
## [477]    train-error:0.039106
## [478]    train-error:0.039106
## [479]    train-error:0.041899
## [480]    train-error:0.039106
## [481]    train-error:0.039106
## [482]    train-error:0.044693
## [483]    train-error:0.039106
## [484]    train-error:0.044693
## [485]    train-error:0.039106
## [486]    train-error:0.039106
## [487]    train-error:0.039106
## [488]    train-error:0.036313
## [489]    train-error:0.033520
## [490]    train-error:0.041899
## [491]    train-error:0.036313
## [492]    train-error:0.036313
## [493]    train-error:0.039106
## [494]    train-error:0.036313
## [495]    train-error:0.036313
## [496]    train-error:0.039106
## [497]    train-error:0.036313
## [498]    train-error:0.039106
## [499]    train-error:0.036313
## [500]    train-error:0.036313
## [501]    train-error:0.039106
## [502]    train-error:0.036313
## [503]    train-error:0.036313
## [504]    train-error:0.036313
## [505]    train-error:0.036313
## [506]    train-error:0.039106
## [507]    train-error:0.041899
## [508]    train-error:0.041899
## [509]    train-error:0.041899
## [510]    train-error:0.039106
## [511]    train-error:0.039106
## [512]    train-error:0.041899
## [513]    train-error:0.041899
## [514]    train-error:0.041899
## [515]    train-error:0.047486
## [516]    train-error:0.044693
## [517]    train-error:0.044693
## [518]    train-error:0.041899
## [519]    train-error:0.041899
## [520]    train-error:0.044693
## [521]    train-error:0.036313
## [522]    train-error:0.039106
## [523]    train-error:0.041899
## [524]    train-error:0.041899
## [525]    train-error:0.041899
## [526]    train-error:0.039106
## [527]    train-error:0.044693
## [528]    train-error:0.041899
## [529]    train-error:0.039106
## [530]    train-error:0.041899
## [531]    train-error:0.041899
## [532]    train-error:0.039106
## [533]    train-error:0.036313
## [534]    train-error:0.036313
## [535]    train-error:0.039106
## [536]    train-error:0.033520
## [537]    train-error:0.033520
## [538]    train-error:0.036313
## [539]    train-error:0.036313
## [540]    train-error:0.039106
## [541]    train-error:0.039106
## [542]    train-error:0.039106
## [543]    train-error:0.036313
## [544]    train-error:0.039106
## [545]    train-error:0.039106
## [546]    train-error:0.039106
## [547]    train-error:0.039106
## [548]    train-error:0.036313
## [549]    train-error:0.039106
## [550]    train-error:0.039106
## [551]    train-error:0.039106
## [552]    train-error:0.039106
## [553]    train-error:0.041899
## [554]    train-error:0.036313
## [555]    train-error:0.041899
## [556]    train-error:0.039106
## [557]    train-error:0.039106
## [558]    train-error:0.041899
## [559]    train-error:0.041899
## [560]    train-error:0.041899
## [561]    train-error:0.039106
## [562]    train-error:0.041899
## [563]    train-error:0.033520
## [564]    train-error:0.039106
## [565]    train-error:0.039106
## [566]    train-error:0.039106
## [567]    train-error:0.036313
## [568]    train-error:0.036313
## [569]    train-error:0.039106
## [570]    train-error:0.036313
## [571]    train-error:0.036313
## [572]    train-error:0.039106
## [573]    train-error:0.039106
## [574]    train-error:0.033520
## [575]    train-error:0.036313
## [576]    train-error:0.033520
## [577]    train-error:0.036313
## [578]    train-error:0.036313
## [579]    train-error:0.036313
## [580]    train-error:0.036313
## [581]    train-error:0.036313
## [582]    train-error:0.039106
## [583]    train-error:0.039106
## [584]    train-error:0.041899
## [585]    train-error:0.044693
## [586]    train-error:0.041899
## [587]    train-error:0.044693
## [588]    train-error:0.039106
## [589]    train-error:0.036313
## [590]    train-error:0.041899
## [591]    train-error:0.041899
## [592]    train-error:0.039106
## [593]    train-error:0.036313
## [594]    train-error:0.036313
## [595]    train-error:0.036313
## [596]    train-error:0.036313
## [597]    train-error:0.041899
## [0]  train-error:0.190476
## [1]  train-error:0.170868
## [2]  train-error:0.159664
## [3]  train-error:0.159664
## [4]  train-error:0.168067
## [5]  train-error:0.168067
## [6]  train-error:0.165266
## [7]  train-error:0.159664
## [8]  train-error:0.159664
## [9]  train-error:0.145658
## [10] train-error:0.145658
## [11] train-error:0.123249
## [12] train-error:0.123249
## [13] train-error:0.126050
## [14] train-error:0.117647
## [15] train-error:0.120448
## [16] train-error:0.114846
## [17] train-error:0.114846
## [18] train-error:0.120448
## [19] train-error:0.117647
## [20] train-error:0.112045
## [21] train-error:0.120448
## [22] train-error:0.117647
## [23] train-error:0.114846
## [24] train-error:0.117647
## [25] train-error:0.114846
## [26] train-error:0.109244
## [27] train-error:0.114846
## [28] train-error:0.103641
## [29] train-error:0.103641
## [30] train-error:0.100840
## [31] train-error:0.100840
## [32] train-error:0.100840
## [33] train-error:0.103641
## [34] train-error:0.100840
## [35] train-error:0.100840
## [36] train-error:0.100840
## [37] train-error:0.103641
## [38] train-error:0.100840
## [39] train-error:0.095238
## [40] train-error:0.095238
## [41] train-error:0.095238
## [42] train-error:0.100840
## [43] train-error:0.098039
## [44] train-error:0.100840
## [45] train-error:0.100840
## [46] train-error:0.100840
## [47] train-error:0.100840
## [48] train-error:0.095238
## [49] train-error:0.103641
## [50] train-error:0.098039
## [51] train-error:0.089636
## [52] train-error:0.089636
## [53] train-error:0.095238
## [54] train-error:0.098039
## [55] train-error:0.092437
## [56] train-error:0.092437
## [57] train-error:0.089636
## [58] train-error:0.084034
## [59] train-error:0.084034
## [60] train-error:0.086835
## [61] train-error:0.086835
## [62] train-error:0.086835
## [63] train-error:0.089636
## [64] train-error:0.089636
## [65] train-error:0.092437
## [66] train-error:0.089636
## [67] train-error:0.084034
## [68] train-error:0.084034
## [69] train-error:0.092437
## [70] train-error:0.089636
## [71] train-error:0.086835
## [72] train-error:0.084034
## [73] train-error:0.084034
## [74] train-error:0.084034
## [75] train-error:0.095238
## [76] train-error:0.092437
## [77] train-error:0.092437
## [78] train-error:0.092437
## [79] train-error:0.089636
## [80] train-error:0.089636
## [81] train-error:0.089636
## [82] train-error:0.086835
## [83] train-error:0.086835
## [84] train-error:0.084034
## [85] train-error:0.081232
## [86] train-error:0.086835
## [87] train-error:0.084034
## [88] train-error:0.086835
## [89] train-error:0.084034
## [90] train-error:0.081232
## [91] train-error:0.081232
## [92] train-error:0.084034
## [93] train-error:0.078431
## [94] train-error:0.081232
## [95] train-error:0.081232
## [96] train-error:0.084034
## [97] train-error:0.084034
## [98] train-error:0.084034
## [99] train-error:0.081232
## [100]    train-error:0.081232
## [101]    train-error:0.084034
## [102]    train-error:0.084034
## [103]    train-error:0.084034
## [104]    train-error:0.081232
## [105]    train-error:0.081232
## [106]    train-error:0.081232
## [107]    train-error:0.078431
## [108]    train-error:0.084034
## [109]    train-error:0.084034
## [110]    train-error:0.081232
## [111]    train-error:0.081232
## [112]    train-error:0.086835
## [113]    train-error:0.084034
## [114]    train-error:0.086835
## [115]    train-error:0.086835
## [116]    train-error:0.081232
## [117]    train-error:0.086835
## [118]    train-error:0.086835
## [119]    train-error:0.075630
## [120]    train-error:0.081232
## [121]    train-error:0.081232
## [122]    train-error:0.078431
## [123]    train-error:0.078431
## [124]    train-error:0.078431
## [125]    train-error:0.078431
## [126]    train-error:0.075630
## [127]    train-error:0.075630
## [128]    train-error:0.075630
## [129]    train-error:0.072829
## [130]    train-error:0.075630
## [131]    train-error:0.075630
## [132]    train-error:0.075630
## [133]    train-error:0.078431
## [134]    train-error:0.078431
## [135]    train-error:0.078431
## [136]    train-error:0.078431
## [137]    train-error:0.078431
## [138]    train-error:0.078431
## [139]    train-error:0.070028
## [140]    train-error:0.078431
## [141]    train-error:0.075630
## [142]    train-error:0.078431
## [143]    train-error:0.075630
## [144]    train-error:0.072829
## [145]    train-error:0.067227
## [146]    train-error:0.070028
## [147]    train-error:0.075630
## [148]    train-error:0.072829
## [149]    train-error:0.075630
## [150]    train-error:0.075630
## [151]    train-error:0.075630
## [152]    train-error:0.070028
## [153]    train-error:0.070028
## [154]    train-error:0.072829
## [155]    train-error:0.072829
## [156]    train-error:0.070028
## [157]    train-error:0.072829
## [158]    train-error:0.070028
## [159]    train-error:0.070028
## [160]    train-error:0.067227
## [161]    train-error:0.072829
## [162]    train-error:0.070028
## [163]    train-error:0.072829
## [164]    train-error:0.072829
## [165]    train-error:0.072829
## [166]    train-error:0.072829
## [167]    train-error:0.070028
## [168]    train-error:0.072829
## [169]    train-error:0.072829
## [170]    train-error:0.070028
## [171]    train-error:0.070028
## [172]    train-error:0.070028
## [173]    train-error:0.070028
## [174]    train-error:0.070028
## [175]    train-error:0.067227
## [176]    train-error:0.067227
## [177]    train-error:0.067227
## [178]    train-error:0.070028
## [179]    train-error:0.070028
## [180]    train-error:0.067227
## [181]    train-error:0.067227
## [182]    train-error:0.067227
## [183]    train-error:0.064426
## [184]    train-error:0.067227
## [185]    train-error:0.070028
## [186]    train-error:0.070028
## [187]    train-error:0.067227
## [188]    train-error:0.067227
## [189]    train-error:0.064426
## [190]    train-error:0.067227
## [191]    train-error:0.064426
## [192]    train-error:0.064426
## [193]    train-error:0.064426
## [194]    train-error:0.064426
## [195]    train-error:0.067227
## [196]    train-error:0.067227
## [197]    train-error:0.067227
## [198]    train-error:0.067227
## [199]    train-error:0.064426
## [200]    train-error:0.058824
## [201]    train-error:0.058824
## [202]    train-error:0.061625
## [203]    train-error:0.061625
## [204]    train-error:0.061625
## [205]    train-error:0.058824
## [206]    train-error:0.058824
## [207]    train-error:0.061625
## [208]    train-error:0.061625
## [209]    train-error:0.061625
## [210]    train-error:0.064426
## [211]    train-error:0.064426
## [212]    train-error:0.064426
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.067227
## [216]    train-error:0.061625
## [217]    train-error:0.061625
## [218]    train-error:0.061625
## [219]    train-error:0.067227
## [220]    train-error:0.064426
## [221]    train-error:0.070028
## [222]    train-error:0.072829
## [223]    train-error:0.067227
## [224]    train-error:0.067227
## [225]    train-error:0.064426
## [226]    train-error:0.064426
## [227]    train-error:0.067227
## [228]    train-error:0.064426
## [229]    train-error:0.067227
## [230]    train-error:0.067227
## [231]    train-error:0.070028
## [232]    train-error:0.067227
## [233]    train-error:0.058824
## [234]    train-error:0.064426
## [235]    train-error:0.061625
## [236]    train-error:0.058824
## [237]    train-error:0.061625
## [238]    train-error:0.058824
## [239]    train-error:0.061625
## [240]    train-error:0.061625
## [241]    train-error:0.058824
## [242]    train-error:0.061625
## [243]    train-error:0.061625
## [244]    train-error:0.061625
## [245]    train-error:0.058824
## [246]    train-error:0.058824
## [247]    train-error:0.058824
## [248]    train-error:0.061625
## [249]    train-error:0.058824
## [250]    train-error:0.064426
## [251]    train-error:0.061625
## [252]    train-error:0.058824
## [253]    train-error:0.061625
## [254]    train-error:0.061625
## [255]    train-error:0.058824
## [256]    train-error:0.058824
## [257]    train-error:0.058824
## [258]    train-error:0.058824
## [259]    train-error:0.061625
## [260]    train-error:0.061625
## [261]    train-error:0.061625
## [262]    train-error:0.061625
## [263]    train-error:0.058824
## [264]    train-error:0.058824
## [265]    train-error:0.058824
## [266]    train-error:0.058824
## [267]    train-error:0.058824
## [268]    train-error:0.061625
## [269]    train-error:0.061625
## [270]    train-error:0.058824
## [271]    train-error:0.061625
## [272]    train-error:0.061625
## [273]    train-error:0.058824
## [274]    train-error:0.056022
## [275]    train-error:0.050420
## [276]    train-error:0.053221
## [277]    train-error:0.050420
## [278]    train-error:0.053221
## [279]    train-error:0.053221
## [280]    train-error:0.050420
## [281]    train-error:0.056022
## [282]    train-error:0.053221
## [283]    train-error:0.050420
## [284]    train-error:0.053221
## [285]    train-error:0.050420
## [286]    train-error:0.050420
## [287]    train-error:0.053221
## [288]    train-error:0.056022
## [289]    train-error:0.056022
## [290]    train-error:0.053221
## [291]    train-error:0.053221
## [292]    train-error:0.047619
## [293]    train-error:0.053221
## [294]    train-error:0.050420
## [295]    train-error:0.050420
## [296]    train-error:0.050420
## [297]    train-error:0.050420
## [298]    train-error:0.053221
## [299]    train-error:0.053221
## [300]    train-error:0.056022
## [301]    train-error:0.053221
## [302]    train-error:0.053221
## [303]    train-error:0.050420
## [304]    train-error:0.050420
## [305]    train-error:0.050420
## [306]    train-error:0.056022
## [307]    train-error:0.050420
## [308]    train-error:0.053221
## [309]    train-error:0.050420
## [310]    train-error:0.050420
## [311]    train-error:0.047619
## [312]    train-error:0.050420
## [313]    train-error:0.056022
## [314]    train-error:0.053221
## [315]    train-error:0.053221
## [316]    train-error:0.050420
## [317]    train-error:0.047619
## [318]    train-error:0.047619
## [319]    train-error:0.050420
## [320]    train-error:0.053221
## [321]    train-error:0.050420
## [322]    train-error:0.044818
## [323]    train-error:0.047619
## [324]    train-error:0.044818
## [325]    train-error:0.042017
## [326]    train-error:0.047619
## [327]    train-error:0.044818
## [328]    train-error:0.056022
## [329]    train-error:0.056022
## [330]    train-error:0.056022
## [331]    train-error:0.053221
## [332]    train-error:0.050420
## [333]    train-error:0.050420
## [334]    train-error:0.050420
## [335]    train-error:0.050420
## [336]    train-error:0.053221
## [337]    train-error:0.053221
## [338]    train-error:0.053221
## [339]    train-error:0.053221
## [340]    train-error:0.053221
## [341]    train-error:0.050420
## [342]    train-error:0.053221
## [343]    train-error:0.053221
## [344]    train-error:0.053221
## [345]    train-error:0.050420
## [346]    train-error:0.053221
## [347]    train-error:0.050420
## [348]    train-error:0.050420
## [349]    train-error:0.044818
## [350]    train-error:0.047619
## [351]    train-error:0.047619
## [352]    train-error:0.047619
## [353]    train-error:0.042017
## [354]    train-error:0.047619
## [355]    train-error:0.047619
## [356]    train-error:0.044818
## [357]    train-error:0.050420
## [358]    train-error:0.050420
## [359]    train-error:0.047619
## [360]    train-error:0.053221
## [361]    train-error:0.053221
## [362]    train-error:0.047619
## [363]    train-error:0.050420
## [364]    train-error:0.047619
## [365]    train-error:0.044818
## [366]    train-error:0.044818
## [367]    train-error:0.036415
## [368]    train-error:0.036415
## [369]    train-error:0.044818
## [370]    train-error:0.050420
## [371]    train-error:0.047619
## [372]    train-error:0.039216
## [373]    train-error:0.036415
## [374]    train-error:0.042017
## [375]    train-error:0.042017
## [376]    train-error:0.047619
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.044818
## [380]    train-error:0.047619
## [381]    train-error:0.044818
## [382]    train-error:0.042017
## [383]    train-error:0.042017
## [384]    train-error:0.044818
## [385]    train-error:0.044818
## [386]    train-error:0.050420
## [387]    train-error:0.050420
## [388]    train-error:0.047619
## [389]    train-error:0.042017
## [390]    train-error:0.050420
## [391]    train-error:0.050420
## [392]    train-error:0.047619
## [393]    train-error:0.047619
## [394]    train-error:0.047619
## [395]    train-error:0.044818
## [396]    train-error:0.050420
## [397]    train-error:0.047619
## [398]    train-error:0.047619
## [399]    train-error:0.044818
## [400]    train-error:0.044818
## [401]    train-error:0.044818
## [402]    train-error:0.047619
## [403]    train-error:0.047619
## [404]    train-error:0.042017
## [405]    train-error:0.042017
## [406]    train-error:0.042017
## [407]    train-error:0.044818
## [408]    train-error:0.042017
## [409]    train-error:0.047619
## [410]    train-error:0.044818
## [411]    train-error:0.050420
## [412]    train-error:0.053221
## [413]    train-error:0.047619
## [414]    train-error:0.044818
## [415]    train-error:0.044818
## [416]    train-error:0.047619
## [417]    train-error:0.047619
## [418]    train-error:0.050420
## [419]    train-error:0.050420
## [420]    train-error:0.053221
## [421]    train-error:0.050420
## [422]    train-error:0.044818
## [423]    train-error:0.047619
## [424]    train-error:0.044818
## [425]    train-error:0.042017
## [426]    train-error:0.042017
## [427]    train-error:0.044818
## [428]    train-error:0.042017
## [429]    train-error:0.036415
## [430]    train-error:0.039216
## [431]    train-error:0.036415
## [432]    train-error:0.039216
## [433]    train-error:0.042017
## [434]    train-error:0.044818
## [435]    train-error:0.042017
## [436]    train-error:0.042017
## [437]    train-error:0.044818
## [438]    train-error:0.044818
## [439]    train-error:0.042017
## [440]    train-error:0.036415
## [441]    train-error:0.039216
## [442]    train-error:0.044818
## [443]    train-error:0.044818
## [444]    train-error:0.050420
## [445]    train-error:0.047619
## [446]    train-error:0.050420
## [447]    train-error:0.044818
## [448]    train-error:0.047619
## [449]    train-error:0.039216
## [450]    train-error:0.047619
## [451]    train-error:0.042017
## [452]    train-error:0.039216
## [453]    train-error:0.042017
## [454]    train-error:0.047619
## [455]    train-error:0.050420
## [456]    train-error:0.047619
## [457]    train-error:0.047619
## [458]    train-error:0.047619
## [459]    train-error:0.044818
## [460]    train-error:0.047619
## [461]    train-error:0.047619
## [462]    train-error:0.047619
## [463]    train-error:0.044818
## [464]    train-error:0.044818
## [465]    train-error:0.044818
## [466]    train-error:0.044818
## [467]    train-error:0.044818
## [468]    train-error:0.047619
## [469]    train-error:0.047619
## [470]    train-error:0.047619
## [471]    train-error:0.044818
## [472]    train-error:0.042017
## [473]    train-error:0.047619
## [474]    train-error:0.047619
## [475]    train-error:0.047619
## [476]    train-error:0.044818
## [477]    train-error:0.047619
## [478]    train-error:0.044818
## [479]    train-error:0.044818
## [480]    train-error:0.044818
## [481]    train-error:0.047619
## [482]    train-error:0.047619
## [483]    train-error:0.042017
## [484]    train-error:0.047619
## [485]    train-error:0.042017
## [486]    train-error:0.047619
## [487]    train-error:0.042017
## [488]    train-error:0.042017
## [489]    train-error:0.044818
## [490]    train-error:0.042017
## [491]    train-error:0.039216
## [492]    train-error:0.042017
## [493]    train-error:0.042017
## [494]    train-error:0.044818
## [495]    train-error:0.039216
## [496]    train-error:0.039216
## [497]    train-error:0.039216
## [498]    train-error:0.039216
## [499]    train-error:0.039216
## [500]    train-error:0.039216
## [501]    train-error:0.039216
## [502]    train-error:0.039216
## [503]    train-error:0.042017
## [504]    train-error:0.042017
## [505]    train-error:0.042017
## [506]    train-error:0.042017
## [507]    train-error:0.044818
## [508]    train-error:0.042017
## [509]    train-error:0.039216
## [510]    train-error:0.042017
## [511]    train-error:0.039216
## [512]    train-error:0.044818
## [513]    train-error:0.044818
## [514]    train-error:0.042017
## [515]    train-error:0.044818
## [516]    train-error:0.042017
## [517]    train-error:0.044818
## [518]    train-error:0.044818
## [519]    train-error:0.042017
## [520]    train-error:0.042017
## [521]    train-error:0.039216
## [522]    train-error:0.039216
## [523]    train-error:0.039216
## [524]    train-error:0.042017
## [525]    train-error:0.042017
## [526]    train-error:0.044818
## [527]    train-error:0.042017
## [528]    train-error:0.042017
## [529]    train-error:0.044818
## [530]    train-error:0.044818
## [531]    train-error:0.042017
## [532]    train-error:0.044818
## [533]    train-error:0.044818
## [534]    train-error:0.044818
## [535]    train-error:0.047619
## [536]    train-error:0.044818
## [537]    train-error:0.039216
## [538]    train-error:0.042017
## [539]    train-error:0.042017
## [540]    train-error:0.036415
## [541]    train-error:0.036415
## [542]    train-error:0.033613
## [543]    train-error:0.039216
## [544]    train-error:0.039216
## [545]    train-error:0.039216
## [546]    train-error:0.042017
## [547]    train-error:0.042017
## [548]    train-error:0.044818
## [549]    train-error:0.044818
## [550]    train-error:0.042017
## [551]    train-error:0.042017
## [552]    train-error:0.042017
## [553]    train-error:0.039216
## [554]    train-error:0.039216
## [555]    train-error:0.039216
## [556]    train-error:0.042017
## [557]    train-error:0.044818
## [558]    train-error:0.039216
## [559]    train-error:0.039216
## [560]    train-error:0.039216
## [561]    train-error:0.042017
## [562]    train-error:0.042017
## [563]    train-error:0.039216
## [564]    train-error:0.044818
## [565]    train-error:0.042017
## [566]    train-error:0.042017
## [567]    train-error:0.039216
## [568]    train-error:0.042017
## [569]    train-error:0.042017
## [570]    train-error:0.044818
## [571]    train-error:0.044818
## [572]    train-error:0.042017
## [573]    train-error:0.044818
## [574]    train-error:0.044818
## [575]    train-error:0.044818
## [576]    train-error:0.044818
## [577]    train-error:0.044818
## [578]    train-error:0.044818
## [579]    train-error:0.044818
## [580]    train-error:0.042017
## [581]    train-error:0.044818
## [582]    train-error:0.042017
## [583]    train-error:0.039216
## [584]    train-error:0.039216
## [585]    train-error:0.042017
## [586]    train-error:0.044818
## [587]    train-error:0.042017
## [588]    train-error:0.036415
## [589]    train-error:0.044818
## [590]    train-error:0.044818
## [591]    train-error:0.042017
## [592]    train-error:0.044818
## [593]    train-error:0.044818
## [594]    train-error:0.044818
## [595]    train-error:0.039216
## [596]    train-error:0.039216
## [597]    train-error:0.036415
## [0]  train-error:0.176471
## [1]  train-error:0.168067
## [2]  train-error:0.176471
## [3]  train-error:0.162465
## [4]  train-error:0.145658
## [5]  train-error:0.151261
## [6]  train-error:0.140056
## [7]  train-error:0.148459
## [8]  train-error:0.137255
## [9]  train-error:0.148459
## [10] train-error:0.151261
## [11] train-error:0.134454
## [12] train-error:0.137255
## [13] train-error:0.137255
## [14] train-error:0.140056
## [15] train-error:0.128852
## [16] train-error:0.128852
## [17] train-error:0.126050
## [18] train-error:0.126050
## [19] train-error:0.126050
## [20] train-error:0.126050
## [21] train-error:0.123249
## [22] train-error:0.123249
## [23] train-error:0.126050
## [24] train-error:0.117647
## [25] train-error:0.117647
## [26] train-error:0.117647
## [27] train-error:0.117647
## [28] train-error:0.114846
## [29] train-error:0.117647
## [30] train-error:0.117647
## [31] train-error:0.117647
## [32] train-error:0.114846
## [33] train-error:0.117647
## [34] train-error:0.109244
## [35] train-error:0.114846
## [36] train-error:0.112045
## [37] train-error:0.117647
## [38] train-error:0.114846
## [39] train-error:0.112045
## [40] train-error:0.112045
## [41] train-error:0.109244
## [42] train-error:0.109244
## [43] train-error:0.112045
## [44] train-error:0.112045
## [45] train-error:0.109244
## [46] train-error:0.109244
## [47] train-error:0.106443
## [48] train-error:0.112045
## [49] train-error:0.103641
## [50] train-error:0.103641
## [51] train-error:0.100840
## [52] train-error:0.098039
## [53] train-error:0.100840
## [54] train-error:0.103641
## [55] train-error:0.106443
## [56] train-error:0.103641
## [57] train-error:0.098039
## [58] train-error:0.095238
## [59] train-error:0.095238
## [60] train-error:0.092437
## [61] train-error:0.089636
## [62] train-error:0.089636
## [63] train-error:0.086835
## [64] train-error:0.089636
## [65] train-error:0.092437
## [66] train-error:0.089636
## [67] train-error:0.089636
## [68] train-error:0.092437
## [69] train-error:0.089636
## [70] train-error:0.089636
## [71] train-error:0.086835
## [72] train-error:0.089636
## [73] train-error:0.089636
## [74] train-error:0.095238
## [75] train-error:0.095238
## [76] train-error:0.089636
## [77] train-error:0.089636
## [78] train-error:0.089636
## [79] train-error:0.089636
## [80] train-error:0.089636
## [81] train-error:0.095238
## [82] train-error:0.092437
## [83] train-error:0.089636
## [84] train-error:0.089636
## [85] train-error:0.092437
## [86] train-error:0.086835
## [87] train-error:0.089636
## [88] train-error:0.086835
## [89] train-error:0.084034
## [90] train-error:0.089636
## [91] train-error:0.089636
## [92] train-error:0.081232
## [93] train-error:0.086835
## [94] train-error:0.084034
## [95] train-error:0.084034
## [96] train-error:0.086835
## [97] train-error:0.084034
## [98] train-error:0.086835
## [99] train-error:0.086835
## [100]    train-error:0.086835
## [101]    train-error:0.081232
## [102]    train-error:0.086835
## [103]    train-error:0.089636
## [104]    train-error:0.086835
## [105]    train-error:0.092437
## [106]    train-error:0.089636
## [107]    train-error:0.084034
## [108]    train-error:0.089636
## [109]    train-error:0.089636
## [110]    train-error:0.086835
## [111]    train-error:0.086835
## [112]    train-error:0.084034
## [113]    train-error:0.084034
## [114]    train-error:0.086835
## [115]    train-error:0.081232
## [116]    train-error:0.075630
## [117]    train-error:0.075630
## [118]    train-error:0.075630
## [119]    train-error:0.075630
## [120]    train-error:0.075630
## [121]    train-error:0.072829
## [122]    train-error:0.075630
## [123]    train-error:0.075630
## [124]    train-error:0.078431
## [125]    train-error:0.081232
## [126]    train-error:0.084034
## [127]    train-error:0.081232
## [128]    train-error:0.078431
## [129]    train-error:0.078431
## [130]    train-error:0.081232
## [131]    train-error:0.084034
## [132]    train-error:0.084034
## [133]    train-error:0.081232
## [134]    train-error:0.081232
## [135]    train-error:0.081232
## [136]    train-error:0.075630
## [137]    train-error:0.072829
## [138]    train-error:0.075630
## [139]    train-error:0.072829
## [140]    train-error:0.072829
## [141]    train-error:0.070028
## [142]    train-error:0.070028
## [143]    train-error:0.070028
## [144]    train-error:0.078431
## [145]    train-error:0.075630
## [146]    train-error:0.075630
## [147]    train-error:0.075630
## [148]    train-error:0.070028
## [149]    train-error:0.075630
## [150]    train-error:0.075630
## [151]    train-error:0.070028
## [152]    train-error:0.070028
## [153]    train-error:0.072829
## [154]    train-error:0.072829
## [155]    train-error:0.072829
## [156]    train-error:0.070028
## [157]    train-error:0.070028
## [158]    train-error:0.067227
## [159]    train-error:0.067227
## [160]    train-error:0.064426
## [161]    train-error:0.064426
## [162]    train-error:0.070028
## [163]    train-error:0.070028
## [164]    train-error:0.067227
## [165]    train-error:0.064426
## [166]    train-error:0.072829
## [167]    train-error:0.070028
## [168]    train-error:0.072829
## [169]    train-error:0.070028
## [170]    train-error:0.072829
## [171]    train-error:0.075630
## [172]    train-error:0.072829
## [173]    train-error:0.067227
## [174]    train-error:0.070028
## [175]    train-error:0.070028
## [176]    train-error:0.067227
## [177]    train-error:0.067227
## [178]    train-error:0.064426
## [179]    train-error:0.064426
## [180]    train-error:0.064426
## [181]    train-error:0.061625
## [182]    train-error:0.061625
## [183]    train-error:0.061625
## [184]    train-error:0.067227
## [185]    train-error:0.067227
## [186]    train-error:0.070028
## [187]    train-error:0.070028
## [188]    train-error:0.070028
## [189]    train-error:0.067227
## [190]    train-error:0.072829
## [191]    train-error:0.072829
## [192]    train-error:0.072829
## [193]    train-error:0.072829
## [194]    train-error:0.072829
## [195]    train-error:0.070028
## [196]    train-error:0.070028
## [197]    train-error:0.070028
## [198]    train-error:0.067227
## [199]    train-error:0.067227
## [200]    train-error:0.067227
## [201]    train-error:0.064426
## [202]    train-error:0.067227
## [203]    train-error:0.067227
## [204]    train-error:0.067227
## [205]    train-error:0.070028
## [206]    train-error:0.072829
## [207]    train-error:0.072829
## [208]    train-error:0.070028
## [209]    train-error:0.070028
## [210]    train-error:0.072829
## [211]    train-error:0.070028
## [212]    train-error:0.070028
## [213]    train-error:0.067227
## [214]    train-error:0.070028
## [215]    train-error:0.070028
## [216]    train-error:0.064426
## [217]    train-error:0.064426
## [218]    train-error:0.064426
## [219]    train-error:0.064426
## [220]    train-error:0.064426
## [221]    train-error:0.061625
## [222]    train-error:0.058824
## [223]    train-error:0.070028
## [224]    train-error:0.070028
## [225]    train-error:0.067227
## [226]    train-error:0.064426
## [227]    train-error:0.064426
## [228]    train-error:0.058824
## [229]    train-error:0.061625
## [230]    train-error:0.061625
## [231]    train-error:0.067227
## [232]    train-error:0.067227
## [233]    train-error:0.067227
## [234]    train-error:0.067227
## [235]    train-error:0.064426
## [236]    train-error:0.070028
## [237]    train-error:0.064426
## [238]    train-error:0.067227
## [239]    train-error:0.067227
## [240]    train-error:0.067227
## [241]    train-error:0.070028
## [242]    train-error:0.070028
## [243]    train-error:0.067227
## [244]    train-error:0.061625
## [245]    train-error:0.064426
## [246]    train-error:0.067227
## [247]    train-error:0.061625
## [248]    train-error:0.067227
## [249]    train-error:0.064426
## [250]    train-error:0.064426
## [251]    train-error:0.070028
## [252]    train-error:0.064426
## [253]    train-error:0.064426
## [254]    train-error:0.064426
## [255]    train-error:0.064426
## [256]    train-error:0.067227
## [257]    train-error:0.061625
## [258]    train-error:0.061625
## [259]    train-error:0.064426
## [260]    train-error:0.064426
## [261]    train-error:0.064426
## [262]    train-error:0.064426
## [263]    train-error:0.064426
## [264]    train-error:0.064426
## [265]    train-error:0.061625
## [266]    train-error:0.061625
## [267]    train-error:0.064426
## [268]    train-error:0.061625
## [269]    train-error:0.064426
## [270]    train-error:0.064426
## [271]    train-error:0.064426
## [272]    train-error:0.058824
## [273]    train-error:0.064426
## [274]    train-error:0.064426
## [275]    train-error:0.061625
## [276]    train-error:0.058824
## [277]    train-error:0.067227
## [278]    train-error:0.058824
## [279]    train-error:0.064426
## [280]    train-error:0.064426
## [281]    train-error:0.061625
## [282]    train-error:0.061625
## [283]    train-error:0.061625
## [284]    train-error:0.064426
## [285]    train-error:0.061625
## [286]    train-error:0.061625
## [287]    train-error:0.061625
## [288]    train-error:0.058824
## [289]    train-error:0.061625
## [290]    train-error:0.056022
## [291]    train-error:0.058824
## [292]    train-error:0.056022
## [293]    train-error:0.056022
## [294]    train-error:0.056022
## [295]    train-error:0.050420
## [296]    train-error:0.053221
## [297]    train-error:0.056022
## [298]    train-error:0.058824
## [299]    train-error:0.056022
## [300]    train-error:0.058824
## [301]    train-error:0.056022
## [302]    train-error:0.056022
## [303]    train-error:0.056022
## [304]    train-error:0.056022
## [305]    train-error:0.056022
## [306]    train-error:0.061625
## [307]    train-error:0.058824
## [308]    train-error:0.056022
## [309]    train-error:0.053221
## [310]    train-error:0.056022
## [311]    train-error:0.058824
## [312]    train-error:0.056022
## [313]    train-error:0.053221
## [314]    train-error:0.058824
## [315]    train-error:0.061625
## [316]    train-error:0.061625
## [317]    train-error:0.061625
## [318]    train-error:0.056022
## [319]    train-error:0.053221
## [320]    train-error:0.056022
## [321]    train-error:0.056022
## [322]    train-error:0.058824
## [323]    train-error:0.056022
## [324]    train-error:0.056022
## [325]    train-error:0.053221
## [326]    train-error:0.053221
## [327]    train-error:0.056022
## [328]    train-error:0.058824
## [329]    train-error:0.056022
## [330]    train-error:0.053221
## [331]    train-error:0.053221
## [332]    train-error:0.056022
## [333]    train-error:0.053221
## [334]    train-error:0.050420
## [335]    train-error:0.050420
## [336]    train-error:0.050420
## [337]    train-error:0.050420
## [338]    train-error:0.050420
## [339]    train-error:0.047619
## [340]    train-error:0.047619
## [341]    train-error:0.047619
## [342]    train-error:0.047619
## [343]    train-error:0.056022
## [344]    train-error:0.053221
## [345]    train-error:0.053221
## [346]    train-error:0.056022
## [347]    train-error:0.056022
## [348]    train-error:0.056022
## [349]    train-error:0.053221
## [350]    train-error:0.050420
## [351]    train-error:0.047619
## [352]    train-error:0.053221
## [353]    train-error:0.050420
## [354]    train-error:0.050420
## [355]    train-error:0.050420
## [356]    train-error:0.047619
## [357]    train-error:0.050420
## [358]    train-error:0.050420
## [359]    train-error:0.050420
## [360]    train-error:0.050420
## [361]    train-error:0.050420
## [362]    train-error:0.053221
## [363]    train-error:0.053221
## [364]    train-error:0.050420
## [365]    train-error:0.050420
## [366]    train-error:0.050420
## [367]    train-error:0.047619
## [368]    train-error:0.047619
## [369]    train-error:0.047619
## [370]    train-error:0.050420
## [371]    train-error:0.050420
## [372]    train-error:0.047619
## [373]    train-error:0.050420
## [374]    train-error:0.047619
## [375]    train-error:0.047619
## [376]    train-error:0.047619
## [377]    train-error:0.047619
## [378]    train-error:0.044818
## [379]    train-error:0.042017
## [380]    train-error:0.047619
## [381]    train-error:0.042017
## [382]    train-error:0.042017
## [383]    train-error:0.042017
## [384]    train-error:0.053221
## [385]    train-error:0.047619
## [386]    train-error:0.050420
## [387]    train-error:0.050420
## [388]    train-error:0.050420
## [389]    train-error:0.050420
## [390]    train-error:0.047619
## [391]    train-error:0.047619
## [392]    train-error:0.047619
## [393]    train-error:0.050420
## [394]    train-error:0.050420
## [395]    train-error:0.053221
## [396]    train-error:0.053221
## [397]    train-error:0.044818
## [398]    train-error:0.044818
## [399]    train-error:0.050420
## [400]    train-error:0.044818
## [401]    train-error:0.044818
## [402]    train-error:0.047619
## [403]    train-error:0.050420
## [404]    train-error:0.044818
## [405]    train-error:0.042017
## [406]    train-error:0.044818
## [407]    train-error:0.039216
## [408]    train-error:0.039216
## [409]    train-error:0.039216
## [410]    train-error:0.039216
## [411]    train-error:0.039216
## [412]    train-error:0.039216
## [413]    train-error:0.039216
## [414]    train-error:0.039216
## [415]    train-error:0.042017
## [416]    train-error:0.042017
## [417]    train-error:0.042017
## [418]    train-error:0.050420
## [419]    train-error:0.050420
## [420]    train-error:0.050420
## [421]    train-error:0.047619
## [422]    train-error:0.050420
## [423]    train-error:0.047619
## [424]    train-error:0.047619
## [425]    train-error:0.050420
## [426]    train-error:0.044818
## [427]    train-error:0.044818
## [428]    train-error:0.044818
## [429]    train-error:0.042017
## [430]    train-error:0.047619
## [431]    train-error:0.047619
## [432]    train-error:0.047619
## [433]    train-error:0.044818
## [434]    train-error:0.044818
## [435]    train-error:0.044818
## [436]    train-error:0.047619
## [437]    train-error:0.047619
## [438]    train-error:0.047619
## [439]    train-error:0.042017
## [440]    train-error:0.042017
## [441]    train-error:0.042017
## [442]    train-error:0.044818
## [443]    train-error:0.044818
## [444]    train-error:0.047619
## [445]    train-error:0.047619
## [446]    train-error:0.047619
## [447]    train-error:0.044818
## [448]    train-error:0.042017
## [449]    train-error:0.047619
## [450]    train-error:0.047619
## [451]    train-error:0.044818
## [452]    train-error:0.042017
## [453]    train-error:0.044818
## [454]    train-error:0.042017
## [455]    train-error:0.047619
## [456]    train-error:0.047619
## [457]    train-error:0.044818
## [458]    train-error:0.050420
## [459]    train-error:0.050420
## [460]    train-error:0.047619
## [461]    train-error:0.047619
## [462]    train-error:0.044818
## [463]    train-error:0.047619
## [464]    train-error:0.047619
## [465]    train-error:0.044818
## [466]    train-error:0.047619
## [467]    train-error:0.047619
## [468]    train-error:0.050420
## [469]    train-error:0.044818
## [470]    train-error:0.047619
## [471]    train-error:0.044818
## [472]    train-error:0.042017
## [473]    train-error:0.044818
## [474]    train-error:0.044818
## [475]    train-error:0.047619
## [476]    train-error:0.042017
## [477]    train-error:0.044818
## [478]    train-error:0.044818
## [479]    train-error:0.047619
## [480]    train-error:0.044818
## [481]    train-error:0.044818
## [482]    train-error:0.044818
## [483]    train-error:0.044818
## [484]    train-error:0.044818
## [485]    train-error:0.047619
## [486]    train-error:0.047619
## [487]    train-error:0.047619
## [488]    train-error:0.044818
## [489]    train-error:0.042017
## [490]    train-error:0.044818
## [491]    train-error:0.044818
## [492]    train-error:0.044818
## [493]    train-error:0.044818
## [494]    train-error:0.044818
## [495]    train-error:0.044818
## [496]    train-error:0.044818
## [497]    train-error:0.044818
## [498]    train-error:0.044818
## [499]    train-error:0.044818
## [500]    train-error:0.050420
## [501]    train-error:0.044818
## [502]    train-error:0.044818
## [503]    train-error:0.047619
## [504]    train-error:0.047619
## [505]    train-error:0.047619
## [506]    train-error:0.044818
## [507]    train-error:0.047619
## [508]    train-error:0.047619
## [509]    train-error:0.042017
## [510]    train-error:0.047619
## [511]    train-error:0.042017
## [512]    train-error:0.044818
## [513]    train-error:0.050420
## [514]    train-error:0.044818
## [515]    train-error:0.044818
## [516]    train-error:0.050420
## [517]    train-error:0.050420
## [518]    train-error:0.044818
## [519]    train-error:0.042017
## [520]    train-error:0.047619
## [521]    train-error:0.044818
## [522]    train-error:0.044818
## [523]    train-error:0.047619
## [524]    train-error:0.047619
## [525]    train-error:0.050420
## [526]    train-error:0.044818
## [527]    train-error:0.050420
## [528]    train-error:0.053221
## [529]    train-error:0.047619
## [530]    train-error:0.047619
## [531]    train-error:0.047619
## [532]    train-error:0.047619
## [533]    train-error:0.044818
## [534]    train-error:0.044818
## [535]    train-error:0.044818
## [536]    train-error:0.047619
## [537]    train-error:0.050420
## [538]    train-error:0.050420
## [539]    train-error:0.050420
## [540]    train-error:0.047619
## [541]    train-error:0.047619
## [542]    train-error:0.047619
## [543]    train-error:0.042017
## [544]    train-error:0.044818
## [545]    train-error:0.042017
## [546]    train-error:0.039216
## [547]    train-error:0.042017
## [548]    train-error:0.042017
## [549]    train-error:0.044818
## [550]    train-error:0.042017
## [551]    train-error:0.042017
## [552]    train-error:0.044818
## [553]    train-error:0.042017
## [554]    train-error:0.042017
## [555]    train-error:0.044818
## [556]    train-error:0.042017
## [557]    train-error:0.044818
## [558]    train-error:0.044818
## [559]    train-error:0.042017
## [560]    train-error:0.044818
## [561]    train-error:0.042017
## [562]    train-error:0.042017
## [563]    train-error:0.039216
## [564]    train-error:0.042017
## [565]    train-error:0.039216
## [566]    train-error:0.039216
## [567]    train-error:0.036415
## [568]    train-error:0.042017
## [569]    train-error:0.039216
## [570]    train-error:0.039216
## [571]    train-error:0.044818
## [572]    train-error:0.044818
## [573]    train-error:0.042017
## [574]    train-error:0.039216
## [575]    train-error:0.039216
## [576]    train-error:0.042017
## [577]    train-error:0.044818
## [578]    train-error:0.044818
## [579]    train-error:0.047619
## [580]    train-error:0.047619
## [581]    train-error:0.044818
## [582]    train-error:0.044818
## [583]    train-error:0.047619
## [584]    train-error:0.047619
## [585]    train-error:0.047619
## [586]    train-error:0.047619
## [587]    train-error:0.047619
## [588]    train-error:0.044818
## [589]    train-error:0.047619
## [590]    train-error:0.044818
## [591]    train-error:0.047619
## [592]    train-error:0.044818
## [593]    train-error:0.047619
## [594]    train-error:0.044818
## [595]    train-error:0.042017
## [596]    train-error:0.044818
## [597]    train-error:0.044818
## [0]  train-error:0.212290
## [1]  train-error:0.206704
## [2]  train-error:0.203911
## [3]  train-error:0.198324
## [4]  train-error:0.195531
## [5]  train-error:0.167598
## [6]  train-error:0.170391
## [7]  train-error:0.153631
## [8]  train-error:0.162011
## [9]  train-error:0.150838
## [10] train-error:0.150838
## [11] train-error:0.148045
## [12] train-error:0.148045
## [13] train-error:0.153631
## [14] train-error:0.150838
## [15] train-error:0.145251
## [16] train-error:0.148045
## [17] train-error:0.142458
## [18] train-error:0.148045
## [19] train-error:0.148045
## [20] train-error:0.136872
## [21] train-error:0.136872
## [22] train-error:0.136872
## [23] train-error:0.139665
## [24] train-error:0.128492
## [25] train-error:0.125698
## [26] train-error:0.128492
## [27] train-error:0.122905
## [28] train-error:0.131285
## [29] train-error:0.128492
## [30] train-error:0.122905
## [31] train-error:0.125698
## [32] train-error:0.128492
## [33] train-error:0.131285
## [34] train-error:0.122905
## [35] train-error:0.122905
## [36] train-error:0.125698
## [37] train-error:0.128492
## [38] train-error:0.114525
## [39] train-error:0.117318
## [40] train-error:0.117318
## [41] train-error:0.120112
## [42] train-error:0.117318
## [43] train-error:0.117318
## [44] train-error:0.117318
## [45] train-error:0.122905
## [46] train-error:0.117318
## [47] train-error:0.120112
## [48] train-error:0.114525
## [49] train-error:0.120112
## [50] train-error:0.117318
## [51] train-error:0.120112
## [52] train-error:0.117318
## [53] train-error:0.117318
## [54] train-error:0.111732
## [55] train-error:0.111732
## [56] train-error:0.114525
## [57] train-error:0.114525
## [58] train-error:0.114525
## [59] train-error:0.111732
## [60] train-error:0.111732
## [61] train-error:0.111732
## [62] train-error:0.108939
## [63] train-error:0.111732
## [64] train-error:0.111732
## [65] train-error:0.108939
## [66] train-error:0.108939
## [67] train-error:0.114525
## [68] train-error:0.106145
## [69] train-error:0.100559
## [70] train-error:0.103352
## [71] train-error:0.097765
## [72] train-error:0.103352
## [73] train-error:0.103352
## [74] train-error:0.100559
## [75] train-error:0.108939
## [76] train-error:0.117318
## [77] train-error:0.114525
## [78] train-error:0.111732
## [79] train-error:0.106145
## [80] train-error:0.106145
## [81] train-error:0.097765
## [82] train-error:0.092179
## [83] train-error:0.089385
## [84] train-error:0.092179
## [85] train-error:0.100559
## [86] train-error:0.103352
## [87] train-error:0.103352
## [88] train-error:0.100559
## [89] train-error:0.103352
## [90] train-error:0.094972
## [91] train-error:0.092179
## [92] train-error:0.092179
## [93] train-error:0.094972
## [94] train-error:0.094972
## [95] train-error:0.092179
## [96] train-error:0.083799
## [97] train-error:0.086592
## [98] train-error:0.086592
## [99] train-error:0.089385
## [100]    train-error:0.089385
## [101]    train-error:0.081006
## [102]    train-error:0.081006
## [103]    train-error:0.081006
## [104]    train-error:0.081006
## [105]    train-error:0.081006
## [106]    train-error:0.081006
## [107]    train-error:0.083799
## [108]    train-error:0.086592
## [109]    train-error:0.089385
## [110]    train-error:0.083799
## [111]    train-error:0.081006
## [112]    train-error:0.081006
## [113]    train-error:0.075419
## [114]    train-error:0.078212
## [115]    train-error:0.086592
## [116]    train-error:0.081006
## [117]    train-error:0.081006
## [118]    train-error:0.081006
## [119]    train-error:0.075419
## [120]    train-error:0.075419
## [121]    train-error:0.075419
## [122]    train-error:0.078212
## [123]    train-error:0.075419
## [124]    train-error:0.081006
## [125]    train-error:0.086592
## [126]    train-error:0.092179
## [127]    train-error:0.086592
## [128]    train-error:0.089385
## [129]    train-error:0.086592
## [130]    train-error:0.086592
## [131]    train-error:0.083799
## [132]    train-error:0.081006
## [133]    train-error:0.083799
## [134]    train-error:0.081006
## [135]    train-error:0.078212
## [136]    train-error:0.081006
## [137]    train-error:0.083799
## [138]    train-error:0.083799
## [139]    train-error:0.083799
## [140]    train-error:0.078212
## [141]    train-error:0.081006
## [142]    train-error:0.081006
## [143]    train-error:0.069832
## [144]    train-error:0.081006
## [145]    train-error:0.067039
## [146]    train-error:0.069832
## [147]    train-error:0.067039
## [148]    train-error:0.069832
## [149]    train-error:0.072626
## [150]    train-error:0.075419
## [151]    train-error:0.069832
## [152]    train-error:0.075419
## [153]    train-error:0.075419
## [154]    train-error:0.078212
## [155]    train-error:0.081006
## [156]    train-error:0.081006
## [157]    train-error:0.072626
## [158]    train-error:0.075419
## [159]    train-error:0.072626
## [160]    train-error:0.075419
## [161]    train-error:0.075419
## [162]    train-error:0.078212
## [163]    train-error:0.075419
## [164]    train-error:0.072626
## [165]    train-error:0.069832
## [166]    train-error:0.075419
## [167]    train-error:0.078212
## [168]    train-error:0.075419
## [169]    train-error:0.078212
## [170]    train-error:0.078212
## [171]    train-error:0.078212
## [172]    train-error:0.069832
## [173]    train-error:0.069832
## [174]    train-error:0.067039
## [175]    train-error:0.067039
## [176]    train-error:0.067039
## [177]    train-error:0.064246
## [178]    train-error:0.064246
## [179]    train-error:0.064246
## [180]    train-error:0.061453
## [181]    train-error:0.061453
## [182]    train-error:0.067039
## [183]    train-error:0.058659
## [184]    train-error:0.058659
## [185]    train-error:0.058659
## [186]    train-error:0.058659
## [187]    train-error:0.055866
## [188]    train-error:0.058659
## [189]    train-error:0.058659
## [190]    train-error:0.064246
## [191]    train-error:0.064246
## [192]    train-error:0.064246
## [193]    train-error:0.058659
## [194]    train-error:0.058659
## [195]    train-error:0.055866
## [196]    train-error:0.053073
## [197]    train-error:0.053073
## [198]    train-error:0.058659
## [199]    train-error:0.055866
## [200]    train-error:0.055866
## [201]    train-error:0.055866
## [202]    train-error:0.050279
## [203]    train-error:0.053073
## [204]    train-error:0.058659
## [205]    train-error:0.055866
## [206]    train-error:0.055866
## [207]    train-error:0.055866
## [208]    train-error:0.055866
## [209]    train-error:0.055866
## [210]    train-error:0.053073
## [211]    train-error:0.053073
## [212]    train-error:0.055866
## [213]    train-error:0.053073
## [214]    train-error:0.050279
## [215]    train-error:0.050279
## [216]    train-error:0.044693
## [217]    train-error:0.047486
## [218]    train-error:0.047486
## [219]    train-error:0.044693
## [220]    train-error:0.044693
## [221]    train-error:0.044693
## [222]    train-error:0.047486
## [223]    train-error:0.050279
## [224]    train-error:0.053073
## [225]    train-error:0.053073
## [226]    train-error:0.050279
## [227]    train-error:0.053073
## [228]    train-error:0.053073
## [229]    train-error:0.050279
## [230]    train-error:0.044693
## [231]    train-error:0.047486
## [232]    train-error:0.050279
## [233]    train-error:0.050279
## [234]    train-error:0.047486
## [235]    train-error:0.047486
## [236]    train-error:0.047486
## [237]    train-error:0.044693
## [238]    train-error:0.047486
## [239]    train-error:0.047486
## [240]    train-error:0.047486
## [241]    train-error:0.047486
## [242]    train-error:0.047486
## [243]    train-error:0.041899
## [244]    train-error:0.044693
## [245]    train-error:0.044693
## [246]    train-error:0.044693
## [247]    train-error:0.044693
## [248]    train-error:0.044693
## [249]    train-error:0.044693
## [250]    train-error:0.044693
## [251]    train-error:0.044693
## [252]    train-error:0.041899
## [253]    train-error:0.041899
## [254]    train-error:0.041899
## [255]    train-error:0.041899
## [256]    train-error:0.044693
## [257]    train-error:0.039106
## [258]    train-error:0.036313
## [259]    train-error:0.039106
## [260]    train-error:0.039106
## [261]    train-error:0.041899
## [262]    train-error:0.044693
## [263]    train-error:0.041899
## [264]    train-error:0.041899
## [265]    train-error:0.041899
## [266]    train-error:0.041899
## [267]    train-error:0.041899
## [268]    train-error:0.039106
## [269]    train-error:0.044693
## [270]    train-error:0.041899
## [271]    train-error:0.047486
## [272]    train-error:0.044693
## [273]    train-error:0.039106
## [274]    train-error:0.047486
## [275]    train-error:0.039106
## [276]    train-error:0.039106
## [277]    train-error:0.039106
## [278]    train-error:0.039106
## [0]  train-error:0.162465
## [1]  train-error:0.176471
## [2]  train-error:0.162465
## [3]  train-error:0.154062
## [4]  train-error:0.142857
## [5]  train-error:0.148459
## [6]  train-error:0.151261
## [7]  train-error:0.145658
## [8]  train-error:0.131653
## [9]  train-error:0.128852
## [10] train-error:0.117647
## [11] train-error:0.120448
## [12] train-error:0.117647
## [13] train-error:0.109244
## [14] train-error:0.109244
## [15] train-error:0.109244
## [16] train-error:0.112045
## [17] train-error:0.112045
## [18] train-error:0.120448
## [19] train-error:0.114846
## [20] train-error:0.112045
## [21] train-error:0.123249
## [22] train-error:0.123249
## [23] train-error:0.098039
## [24] train-error:0.098039
## [25] train-error:0.095238
## [26] train-error:0.098039
## [27] train-error:0.092437
## [28] train-error:0.092437
## [29] train-error:0.089636
## [30] train-error:0.092437
## [31] train-error:0.095238
## [32] train-error:0.092437
## [33] train-error:0.089636
## [34] train-error:0.092437
## [35] train-error:0.092437
## [36] train-error:0.089636
## [37] train-error:0.092437
## [38] train-error:0.086835
## [39] train-error:0.086835
## [40] train-error:0.078431
## [41] train-error:0.072829
## [42] train-error:0.081232
## [43] train-error:0.084034
## [44] train-error:0.084034
## [45] train-error:0.081232
## [46] train-error:0.078431
## [47] train-error:0.078431
## [48] train-error:0.075630
## [49] train-error:0.081232
## [50] train-error:0.081232
## [51] train-error:0.081232
## [52] train-error:0.081232
## [53] train-error:0.084034
## [54] train-error:0.081232
## [55] train-error:0.084034
## [56] train-error:0.081232
## [57] train-error:0.081232
## [58] train-error:0.075630
## [59] train-error:0.078431
## [60] train-error:0.075630
## [61] train-error:0.075630
## [62] train-error:0.075630
## [63] train-error:0.075630
## [64] train-error:0.075630
## [65] train-error:0.075630
## [66] train-error:0.078431
## [67] train-error:0.075630
## [68] train-error:0.075630
## [69] train-error:0.078431
## [70] train-error:0.078431
## [71] train-error:0.078431
## [72] train-error:0.081232
## [73] train-error:0.084034
## [74] train-error:0.075630
## [75] train-error:0.078431
## [76] train-error:0.078431
## [77] train-error:0.078431
## [78] train-error:0.072829
## [79] train-error:0.072829
## [80] train-error:0.072829
## [81] train-error:0.072829
## [82] train-error:0.072829
## [83] train-error:0.070028
## [84] train-error:0.070028
## [85] train-error:0.072829
## [86] train-error:0.072829
## [87] train-error:0.070028
## [88] train-error:0.072829
## [89] train-error:0.072829
## [90] train-error:0.072829
## [91] train-error:0.072829
## [92] train-error:0.072829
## [93] train-error:0.072829
## [94] train-error:0.072829
## [95] train-error:0.070028
## [96] train-error:0.070028
## [97] train-error:0.075630
## [98] train-error:0.070028
## [99] train-error:0.070028
## [100]    train-error:0.064426
## [101]    train-error:0.067227
## [102]    train-error:0.067227
## [103]    train-error:0.064426
## [104]    train-error:0.067227
## [105]    train-error:0.064426
## [106]    train-error:0.070028
## [107]    train-error:0.070028
## [108]    train-error:0.067227
## [109]    train-error:0.064426
## [110]    train-error:0.061625
## [111]    train-error:0.061625
## [112]    train-error:0.067227
## [113]    train-error:0.070028
## [114]    train-error:0.067227
## [115]    train-error:0.067227
## [116]    train-error:0.067227
## [117]    train-error:0.067227
## [118]    train-error:0.067227
## [119]    train-error:0.067227
## [120]    train-error:0.067227
## [121]    train-error:0.067227
## [122]    train-error:0.067227
## [123]    train-error:0.067227
## [124]    train-error:0.067227
## [125]    train-error:0.067227
## [126]    train-error:0.067227
## [127]    train-error:0.067227
## [128]    train-error:0.067227
## [129]    train-error:0.067227
## [130]    train-error:0.067227
## [131]    train-error:0.067227
## [132]    train-error:0.067227
## [133]    train-error:0.064426
## [134]    train-error:0.064426
## [135]    train-error:0.064426
## [136]    train-error:0.064426
## [137]    train-error:0.061625
## [138]    train-error:0.064426
## [139]    train-error:0.061625
## [140]    train-error:0.061625
## [141]    train-error:0.061625
## [142]    train-error:0.061625
## [143]    train-error:0.058824
## [144]    train-error:0.061625
## [145]    train-error:0.058824
## [146]    train-error:0.058824
## [147]    train-error:0.058824
## [148]    train-error:0.053221
## [149]    train-error:0.058824
## [150]    train-error:0.056022
## [151]    train-error:0.058824
## [152]    train-error:0.053221
## [153]    train-error:0.053221
## [154]    train-error:0.056022
## [155]    train-error:0.050420
## [156]    train-error:0.050420
## [157]    train-error:0.050420
## [158]    train-error:0.053221
## [159]    train-error:0.058824
## [160]    train-error:0.056022
## [161]    train-error:0.053221
## [162]    train-error:0.053221
## [163]    train-error:0.050420
## [164]    train-error:0.047619
## [165]    train-error:0.050420
## [166]    train-error:0.047619
## [167]    train-error:0.050420
## [168]    train-error:0.044818
## [169]    train-error:0.050420
## [170]    train-error:0.044818
## [171]    train-error:0.044818
## [172]    train-error:0.050420
## [173]    train-error:0.047619
## [174]    train-error:0.044818
## [175]    train-error:0.047619
## [176]    train-error:0.047619
## [177]    train-error:0.047619
## [178]    train-error:0.047619
## [179]    train-error:0.047619
## [180]    train-error:0.044818
## [181]    train-error:0.042017
## [182]    train-error:0.050420
## [183]    train-error:0.047619
## [184]    train-error:0.050420
## [185]    train-error:0.050420
## [186]    train-error:0.050420
## [187]    train-error:0.044818
## [188]    train-error:0.044818
## [189]    train-error:0.044818
## [190]    train-error:0.044818
## [191]    train-error:0.039216
## [192]    train-error:0.042017
## [193]    train-error:0.047619
## [194]    train-error:0.044818
## [195]    train-error:0.044818
## [196]    train-error:0.047619
## [197]    train-error:0.050420
## [198]    train-error:0.050420
## [199]    train-error:0.047619
## [200]    train-error:0.053221
## [201]    train-error:0.050420
## [202]    train-error:0.050420
## [203]    train-error:0.044818
## [204]    train-error:0.044818
## [205]    train-error:0.044818
## [206]    train-error:0.044818
## [207]    train-error:0.047619
## [208]    train-error:0.044818
## [209]    train-error:0.044818
## [210]    train-error:0.047619
## [211]    train-error:0.044818
## [212]    train-error:0.042017
## [213]    train-error:0.047619
## [214]    train-error:0.042017
## [215]    train-error:0.042017
## [216]    train-error:0.042017
## [217]    train-error:0.042017
## [218]    train-error:0.036415
## [219]    train-error:0.039216
## [220]    train-error:0.036415
## [221]    train-error:0.036415
## [222]    train-error:0.039216
## [223]    train-error:0.039216
## [224]    train-error:0.036415
## [225]    train-error:0.039216
## [226]    train-error:0.039216
## [227]    train-error:0.044818
## [228]    train-error:0.039216
## [229]    train-error:0.039216
## [230]    train-error:0.044818
## [231]    train-error:0.042017
## [232]    train-error:0.044818
## [233]    train-error:0.044818
## [234]    train-error:0.039216
## [235]    train-error:0.039216
## [236]    train-error:0.039216
## [237]    train-error:0.033613
## [238]    train-error:0.039216
## [239]    train-error:0.030812
## [240]    train-error:0.030812
## [241]    train-error:0.033613
## [242]    train-error:0.033613
## [243]    train-error:0.033613
## [244]    train-error:0.033613
## [245]    train-error:0.030812
## [246]    train-error:0.033613
## [247]    train-error:0.033613
## [248]    train-error:0.030812
## [249]    train-error:0.033613
## [250]    train-error:0.033613
## [251]    train-error:0.033613
## [252]    train-error:0.033613
## [253]    train-error:0.030812
## [254]    train-error:0.036415
## [255]    train-error:0.030812
## [256]    train-error:0.030812
## [257]    train-error:0.030812
## [258]    train-error:0.030812
## [259]    train-error:0.030812
## [260]    train-error:0.030812
## [261]    train-error:0.028011
## [262]    train-error:0.028011
## [263]    train-error:0.028011
## [264]    train-error:0.028011
## [265]    train-error:0.030812
## [266]    train-error:0.030812
## [267]    train-error:0.030812
## [268]    train-error:0.030812
## [269]    train-error:0.030812
## [270]    train-error:0.030812
## [271]    train-error:0.030812
## [272]    train-error:0.030812
## [273]    train-error:0.030812
## [274]    train-error:0.033613
## [275]    train-error:0.033613
## [276]    train-error:0.033613
## [277]    train-error:0.036415
## [278]    train-error:0.030812
## [0]  train-error:0.204482
## [1]  train-error:0.176471
## [2]  train-error:0.179272
## [3]  train-error:0.168067
## [4]  train-error:0.154062
## [5]  train-error:0.151261
## [6]  train-error:0.140056
## [7]  train-error:0.145658
## [8]  train-error:0.134454
## [9]  train-error:0.131653
## [10] train-error:0.126050
## [11] train-error:0.123249
## [12] train-error:0.131653
## [13] train-error:0.120448
## [14] train-error:0.112045
## [15] train-error:0.117647
## [16] train-error:0.120448
## [17] train-error:0.117647
## [18] train-error:0.117647
## [19] train-error:0.117647
## [20] train-error:0.123249
## [21] train-error:0.128852
## [22] train-error:0.120448
## [23] train-error:0.128852
## [24] train-error:0.123249
## [25] train-error:0.126050
## [26] train-error:0.120448
## [27] train-error:0.123249
## [28] train-error:0.120448
## [29] train-error:0.117647
## [30] train-error:0.112045
## [31] train-error:0.109244
## [32] train-error:0.112045
## [33] train-error:0.112045
## [34] train-error:0.114846
## [35] train-error:0.106443
## [36] train-error:0.109244
## [37] train-error:0.103641
## [38] train-error:0.103641
## [39] train-error:0.100840
## [40] train-error:0.103641
## [41] train-error:0.103641
## [42] train-error:0.098039
## [43] train-error:0.100840
## [44] train-error:0.092437
## [45] train-error:0.095238
## [46] train-error:0.092437
## [47] train-error:0.092437
## [48] train-error:0.100840
## [49] train-error:0.098039
## [50] train-error:0.092437
## [51] train-error:0.098039
## [52] train-error:0.100840
## [53] train-error:0.098039
## [54] train-error:0.103641
## [55] train-error:0.106443
## [56] train-error:0.103641
## [57] train-error:0.103641
## [58] train-error:0.095238
## [59] train-error:0.095238
## [60] train-error:0.092437
## [61] train-error:0.095238
## [62] train-error:0.092437
## [63] train-error:0.095238
## [64] train-error:0.095238
## [65] train-error:0.092437
## [66] train-error:0.089636
## [67] train-error:0.084034
## [68] train-error:0.081232
## [69] train-error:0.089636
## [70] train-error:0.078431
## [71] train-error:0.084034
## [72] train-error:0.081232
## [73] train-error:0.078431
## [74] train-error:0.078431
## [75] train-error:0.081232
## [76] train-error:0.078431
## [77] train-error:0.075630
## [78] train-error:0.075630
## [79] train-error:0.070028
## [80] train-error:0.072829
## [81] train-error:0.072829
## [82] train-error:0.072829
## [83] train-error:0.072829
## [84] train-error:0.072829
## [85] train-error:0.072829
## [86] train-error:0.070028
## [87] train-error:0.072829
## [88] train-error:0.070028
## [89] train-error:0.070028
## [90] train-error:0.075630
## [91] train-error:0.075630
## [92] train-error:0.072829
## [93] train-error:0.070028
## [94] train-error:0.070028
## [95] train-error:0.064426
## [96] train-error:0.067227
## [97] train-error:0.067227
## [98] train-error:0.064426
## [99] train-error:0.064426
## [100]    train-error:0.064426
## [101]    train-error:0.064426
## [102]    train-error:0.064426
## [103]    train-error:0.070028
## [104]    train-error:0.067227
## [105]    train-error:0.067227
## [106]    train-error:0.067227
## [107]    train-error:0.067227
## [108]    train-error:0.067227
## [109]    train-error:0.072829
## [110]    train-error:0.072829
## [111]    train-error:0.070028
## [112]    train-error:0.064426
## [113]    train-error:0.067227
## [114]    train-error:0.070028
## [115]    train-error:0.061625
## [116]    train-error:0.058824
## [117]    train-error:0.061625
## [118]    train-error:0.058824
## [119]    train-error:0.067227
## [120]    train-error:0.067227
## [121]    train-error:0.064426
## [122]    train-error:0.070028
## [123]    train-error:0.070028
## [124]    train-error:0.061625
## [125]    train-error:0.067227
## [126]    train-error:0.070028
## [127]    train-error:0.070028
## [128]    train-error:0.067227
## [129]    train-error:0.064426
## [130]    train-error:0.064426
## [131]    train-error:0.067227
## [132]    train-error:0.064426
## [133]    train-error:0.058824
## [134]    train-error:0.058824
## [135]    train-error:0.061625
## [136]    train-error:0.058824
## [137]    train-error:0.061625
## [138]    train-error:0.056022
## [139]    train-error:0.056022
## [140]    train-error:0.056022
## [141]    train-error:0.053221
## [142]    train-error:0.050420
## [143]    train-error:0.047619
## [144]    train-error:0.056022
## [145]    train-error:0.050420
## [146]    train-error:0.053221
## [147]    train-error:0.056022
## [148]    train-error:0.056022
## [149]    train-error:0.056022
## [150]    train-error:0.053221
## [151]    train-error:0.050420
## [152]    train-error:0.050420
## [153]    train-error:0.053221
## [154]    train-error:0.053221
## [155]    train-error:0.053221
## [156]    train-error:0.056022
## [157]    train-error:0.050420
## [158]    train-error:0.056022
## [159]    train-error:0.056022
## [160]    train-error:0.056022
## [161]    train-error:0.053221
## [162]    train-error:0.058824
## [163]    train-error:0.058824
## [164]    train-error:0.053221
## [165]    train-error:0.050420
## [166]    train-error:0.044818
## [167]    train-error:0.050420
## [168]    train-error:0.053221
## [169]    train-error:0.050420
## [170]    train-error:0.053221
## [171]    train-error:0.056022
## [172]    train-error:0.053221
## [173]    train-error:0.050420
## [174]    train-error:0.050420
## [175]    train-error:0.053221
## [176]    train-error:0.053221
## [177]    train-error:0.056022
## [178]    train-error:0.058824
## [179]    train-error:0.050420
## [180]    train-error:0.047619
## [181]    train-error:0.044818
## [182]    train-error:0.050420
## [183]    train-error:0.053221
## [184]    train-error:0.053221
## [185]    train-error:0.047619
## [186]    train-error:0.050420
## [187]    train-error:0.050420
## [188]    train-error:0.053221
## [189]    train-error:0.050420
## [190]    train-error:0.050420
## [191]    train-error:0.050420
## [192]    train-error:0.053221
## [193]    train-error:0.053221
## [194]    train-error:0.053221
## [195]    train-error:0.053221
## [196]    train-error:0.053221
## [197]    train-error:0.053221
## [198]    train-error:0.053221
## [199]    train-error:0.053221
## [200]    train-error:0.056022
## [201]    train-error:0.053221
## [202]    train-error:0.053221
## [203]    train-error:0.050420
## [204]    train-error:0.050420
## [205]    train-error:0.047619
## [206]    train-error:0.050420
## [207]    train-error:0.050420
## [208]    train-error:0.047619
## [209]    train-error:0.047619
## [210]    train-error:0.047619
## [211]    train-error:0.047619
## [212]    train-error:0.047619
## [213]    train-error:0.050420
## [214]    train-error:0.047619
## [215]    train-error:0.047619
## [216]    train-error:0.047619
## [217]    train-error:0.047619
## [218]    train-error:0.044818
## [219]    train-error:0.042017
## [220]    train-error:0.044818
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.044818
## [224]    train-error:0.042017
## [225]    train-error:0.039216
## [226]    train-error:0.039216
## [227]    train-error:0.047619
## [228]    train-error:0.047619
## [229]    train-error:0.047619
## [230]    train-error:0.047619
## [231]    train-error:0.044818
## [232]    train-error:0.047619
## [233]    train-error:0.044818
## [234]    train-error:0.042017
## [235]    train-error:0.042017
## [236]    train-error:0.044818
## [237]    train-error:0.036415
## [238]    train-error:0.042017
## [239]    train-error:0.042017
## [240]    train-error:0.039216
## [241]    train-error:0.042017
## [242]    train-error:0.044818
## [243]    train-error:0.042017
## [244]    train-error:0.042017
## [245]    train-error:0.042017
## [246]    train-error:0.044818
## [247]    train-error:0.042017
## [248]    train-error:0.042017
## [249]    train-error:0.039216
## [250]    train-error:0.042017
## [251]    train-error:0.042017
## [252]    train-error:0.036415
## [253]    train-error:0.039216
## [254]    train-error:0.033613
## [255]    train-error:0.033613
## [256]    train-error:0.039216
## [257]    train-error:0.036415
## [258]    train-error:0.036415
## [259]    train-error:0.039216
## [260]    train-error:0.039216
## [261]    train-error:0.039216
## [262]    train-error:0.036415
## [263]    train-error:0.039216
## [264]    train-error:0.036415
## [265]    train-error:0.036415
## [266]    train-error:0.036415
## [267]    train-error:0.039216
## [268]    train-error:0.036415
## [269]    train-error:0.033613
## [270]    train-error:0.036415
## [271]    train-error:0.036415
## [272]    train-error:0.030812
## [273]    train-error:0.033613
## [274]    train-error:0.030812
## [275]    train-error:0.030812
## [276]    train-error:0.039216
## [277]    train-error:0.033613
## [278]    train-error:0.033613
## [0]  train-error:0.343575
## [1]  train-error:0.212290
## [2]  train-error:0.223464
## [3]  train-error:0.226257
## [4]  train-error:0.245810
## [5]  train-error:0.223464
## [6]  train-error:0.215084
## [7]  train-error:0.198324
## [8]  train-error:0.189944
## [9]  train-error:0.195531
## [10] train-error:0.198324
## [11] train-error:0.181564
## [12] train-error:0.187151
## [13] train-error:0.184358
## [14] train-error:0.184358
## [15] train-error:0.189944
## [16] train-error:0.184358
## [17] train-error:0.189944
## [18] train-error:0.184358
## [19] train-error:0.178771
## [20] train-error:0.175978
## [21] train-error:0.175978
## [22] train-error:0.184358
## [23] train-error:0.167598
## [24] train-error:0.187151
## [25] train-error:0.198324
## [26] train-error:0.187151
## [27] train-error:0.175978
## [28] train-error:0.156425
## [29] train-error:0.159218
## [30] train-error:0.187151
## [31] train-error:0.187151
## [32] train-error:0.178771
## [33] train-error:0.167598
## [34] train-error:0.189944
## [35] train-error:0.184358
## [36] train-error:0.173184
## [37] train-error:0.175978
## [38] train-error:0.178771
## [39] train-error:0.167598
## [40] train-error:0.173184
## [41] train-error:0.170391
## [42] train-error:0.178771
## [43] train-error:0.175978
## [44] train-error:0.178771
## [45] train-error:0.178771
## [46] train-error:0.189944
## [47] train-error:0.175978
## [48] train-error:0.175978
## [49] train-error:0.173184
## [50] train-error:0.164804
## [51] train-error:0.162011
## [52] train-error:0.167598
## [53] train-error:0.173184
## [54] train-error:0.181564
## [55] train-error:0.181564
## [56] train-error:0.181564
## [57] train-error:0.170391
## [58] train-error:0.175978
## [59] train-error:0.178771
## [60] train-error:0.170391
## [61] train-error:0.173184
## [62] train-error:0.164804
## [63] train-error:0.170391
## [64] train-error:0.175978
## [65] train-error:0.184358
## [66] train-error:0.192737
## [67] train-error:0.195531
## [68] train-error:0.187151
## [69] train-error:0.189944
## [70] train-error:0.187151
## [71] train-error:0.192737
## [72] train-error:0.184358
## [73] train-error:0.178771
## [74] train-error:0.184358
## [75] train-error:0.181564
## [76] train-error:0.181564
## [77] train-error:0.178771
## [78] train-error:0.178771
## [79] train-error:0.170391
## [80] train-error:0.175978
## [81] train-error:0.189944
## [82] train-error:0.178771
## [83] train-error:0.175978
## [84] train-error:0.175978
## [85] train-error:0.184358
## [86] train-error:0.178771
## [87] train-error:0.178771
## [88] train-error:0.178771
## [89] train-error:0.162011
## [90] train-error:0.167598
## [91] train-error:0.173184
## [92] train-error:0.175978
## [93] train-error:0.167598
## [94] train-error:0.153631
## [95] train-error:0.173184
## [96] train-error:0.173184
## [97] train-error:0.173184
## [98] train-error:0.173184
## [99] train-error:0.192737
## [100]    train-error:0.184358
## [101]    train-error:0.195531
## [102]    train-error:0.178771
## [103]    train-error:0.162011
## [104]    train-error:0.175978
## [105]    train-error:0.184358
## [106]    train-error:0.184358
## [107]    train-error:0.181564
## [108]    train-error:0.181564
## [109]    train-error:0.175978
## [110]    train-error:0.167598
## [111]    train-error:0.175978
## [112]    train-error:0.164804
## [113]    train-error:0.164804
## [114]    train-error:0.173184
## [115]    train-error:0.159218
## [116]    train-error:0.164804
## [117]    train-error:0.164804
## [118]    train-error:0.164804
## [119]    train-error:0.153631
## [120]    train-error:0.162011
## [121]    train-error:0.170391
## [122]    train-error:0.175978
## [123]    train-error:0.175978
## [124]    train-error:0.167598
## [125]    train-error:0.167598
## [126]    train-error:0.167598
## [127]    train-error:0.167598
## [128]    train-error:0.170391
## [129]    train-error:0.167598
## [130]    train-error:0.162011
## [131]    train-error:0.170391
## [132]    train-error:0.162011
## [133]    train-error:0.167598
## [134]    train-error:0.159218
## [135]    train-error:0.167598
## [136]    train-error:0.167598
## [137]    train-error:0.167598
## [138]    train-error:0.159218
## [139]    train-error:0.156425
## [140]    train-error:0.150838
## [141]    train-error:0.150838
## [142]    train-error:0.153631
## [143]    train-error:0.150838
## [144]    train-error:0.150838
## [145]    train-error:0.148045
## [146]    train-error:0.162011
## [147]    train-error:0.159218
## [148]    train-error:0.162011
## [149]    train-error:0.162011
## [150]    train-error:0.164804
## [151]    train-error:0.156425
## [152]    train-error:0.159218
## [153]    train-error:0.150838
## [154]    train-error:0.162011
## [155]    train-error:0.145251
## [156]    train-error:0.139665
## [157]    train-error:0.145251
## [158]    train-error:0.156425
## [159]    train-error:0.159218
## [160]    train-error:0.173184
## [161]    train-error:0.164804
## [162]    train-error:0.156425
## [163]    train-error:0.162011
## [164]    train-error:0.170391
## [165]    train-error:0.162011
## [166]    train-error:0.142458
## [167]    train-error:0.150838
## [168]    train-error:0.145251
## [169]    train-error:0.150838
## [170]    train-error:0.148045
## [171]    train-error:0.153631
## [172]    train-error:0.153631
## [173]    train-error:0.170391
## [174]    train-error:0.170391
## [175]    train-error:0.175978
## [176]    train-error:0.167598
## [177]    train-error:0.164804
## [178]    train-error:0.167598
## [179]    train-error:0.170391
## [180]    train-error:0.148045
## [181]    train-error:0.153631
## [182]    train-error:0.148045
## [183]    train-error:0.142458
## [184]    train-error:0.148045
## [185]    train-error:0.145251
## [186]    train-error:0.145251
## [187]    train-error:0.145251
## [188]    train-error:0.139665
## [189]    train-error:0.148045
## [190]    train-error:0.153631
## [191]    train-error:0.162011
## [192]    train-error:0.159218
## [193]    train-error:0.173184
## [194]    train-error:0.170391
## [195]    train-error:0.162011
## [196]    train-error:0.159218
## [197]    train-error:0.156425
## [198]    train-error:0.139665
## [199]    train-error:0.145251
## [200]    train-error:0.148045
## [201]    train-error:0.150838
## [202]    train-error:0.150838
## [203]    train-error:0.150838
## [204]    train-error:0.148045
## [205]    train-error:0.153631
## [206]    train-error:0.150838
## [207]    train-error:0.150838
## [208]    train-error:0.156425
## [209]    train-error:0.156425
## [210]    train-error:0.145251
## [211]    train-error:0.145251
## [212]    train-error:0.145251
## [213]    train-error:0.145251
## [214]    train-error:0.142458
## [215]    train-error:0.148045
## [216]    train-error:0.153631
## [217]    train-error:0.153631
## [218]    train-error:0.153631
## [219]    train-error:0.153631
## [220]    train-error:0.153631
## [221]    train-error:0.150838
## [222]    train-error:0.153631
## [223]    train-error:0.150838
## [224]    train-error:0.153631
## [225]    train-error:0.156425
## [226]    train-error:0.153631
## [227]    train-error:0.156425
## [228]    train-error:0.159218
## [229]    train-error:0.153631
## [230]    train-error:0.153631
## [231]    train-error:0.150838
## [232]    train-error:0.150838
## [233]    train-error:0.150838
## [234]    train-error:0.153631
## [235]    train-error:0.148045
## [236]    train-error:0.150838
## [237]    train-error:0.156425
## [238]    train-error:0.150838
## [239]    train-error:0.150838
## [240]    train-error:0.150838
## [241]    train-error:0.145251
## [242]    train-error:0.148045
## [243]    train-error:0.159218
## [244]    train-error:0.145251
## [245]    train-error:0.150838
## [246]    train-error:0.142458
## [247]    train-error:0.145251
## [248]    train-error:0.142458
## [249]    train-error:0.150838
## [250]    train-error:0.139665
## [251]    train-error:0.145251
## [252]    train-error:0.148045
## [253]    train-error:0.148045
## [254]    train-error:0.139665
## [255]    train-error:0.148045
## [256]    train-error:0.148045
## [257]    train-error:0.148045
## [258]    train-error:0.145251
## [259]    train-error:0.148045
## [260]    train-error:0.148045
## [261]    train-error:0.150838
## [262]    train-error:0.150838
## [263]    train-error:0.150838
## [264]    train-error:0.148045
## [265]    train-error:0.145251
## [266]    train-error:0.148045
## [267]    train-error:0.148045
## [268]    train-error:0.145251
## [269]    train-error:0.150838
## [270]    train-error:0.150838
## [271]    train-error:0.145251
## [272]    train-error:0.148045
## [273]    train-error:0.142458
## [274]    train-error:0.142458
## [275]    train-error:0.139665
## [276]    train-error:0.139665
## [277]    train-error:0.131285
## [278]    train-error:0.136872
## [279]    train-error:0.142458
## [280]    train-error:0.134078
## [281]    train-error:0.145251
## [282]    train-error:0.156425
## [283]    train-error:0.156425
## [284]    train-error:0.150838
## [285]    train-error:0.150838
## [286]    train-error:0.145251
## [287]    train-error:0.150838
## [288]    train-error:0.145251
## [289]    train-error:0.148045
## [290]    train-error:0.145251
## [291]    train-error:0.139665
## [292]    train-error:0.156425
## [293]    train-error:0.153631
## [294]    train-error:0.148045
## [295]    train-error:0.142458
## [296]    train-error:0.136872
## [297]    train-error:0.142458
## [298]    train-error:0.136872
## [299]    train-error:0.134078
## [300]    train-error:0.131285
## [301]    train-error:0.136872
## [302]    train-error:0.134078
## [303]    train-error:0.131285
## [304]    train-error:0.131285
## [305]    train-error:0.134078
## [306]    train-error:0.142458
## [307]    train-error:0.131285
## [308]    train-error:0.136872
## [309]    train-error:0.128492
## [310]    train-error:0.125698
## [311]    train-error:0.128492
## [312]    train-error:0.134078
## [313]    train-error:0.136872
## [314]    train-error:0.136872
## [315]    train-error:0.134078
## [316]    train-error:0.139665
## [317]    train-error:0.128492
## [318]    train-error:0.134078
## [319]    train-error:0.136872
## [320]    train-error:0.139665
## [321]    train-error:0.142458
## [322]    train-error:0.139665
## [323]    train-error:0.145251
## [324]    train-error:0.139665
## [325]    train-error:0.142458
## [326]    train-error:0.145251
## [327]    train-error:0.139665
## [328]    train-error:0.131285
## [329]    train-error:0.139665
## [330]    train-error:0.134078
## [331]    train-error:0.134078
## [332]    train-error:0.131285
## [333]    train-error:0.139665
## [334]    train-error:0.139665
## [335]    train-error:0.142458
## [336]    train-error:0.125698
## [337]    train-error:0.136872
## [338]    train-error:0.134078
## [339]    train-error:0.134078
## [340]    train-error:0.139665
## [341]    train-error:0.134078
## [342]    train-error:0.128492
## [343]    train-error:0.148045
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.193277
## [5]  train-error:0.190476
## [6]  train-error:0.159664
## [7]  train-error:0.184874
## [8]  train-error:0.176471
## [9]  train-error:0.182073
## [10] train-error:0.176471
## [11] train-error:0.173669
## [12] train-error:0.218487
## [13] train-error:0.212885
## [14] train-error:0.193277
## [15] train-error:0.179272
## [16] train-error:0.193277
## [17] train-error:0.168067
## [18] train-error:0.168067
## [19] train-error:0.165266
## [20] train-error:0.179272
## [21] train-error:0.176471
## [22] train-error:0.176471
## [23] train-error:0.179272
## [24] train-error:0.168067
## [25] train-error:0.173669
## [26] train-error:0.182073
## [27] train-error:0.176471
## [28] train-error:0.159664
## [29] train-error:0.176471
## [30] train-error:0.165266
## [31] train-error:0.168067
## [32] train-error:0.165266
## [33] train-error:0.168067
## [34] train-error:0.184874
## [35] train-error:0.165266
## [36] train-error:0.173669
## [37] train-error:0.179272
## [38] train-error:0.182073
## [39] train-error:0.162465
## [40] train-error:0.162465
## [41] train-error:0.156863
## [42] train-error:0.148459
## [43] train-error:0.145658
## [44] train-error:0.162465
## [45] train-error:0.142857
## [46] train-error:0.148459
## [47] train-error:0.145658
## [48] train-error:0.151261
## [49] train-error:0.159664
## [50] train-error:0.156863
## [51] train-error:0.142857
## [52] train-error:0.148459
## [53] train-error:0.162465
## [54] train-error:0.148459
## [55] train-error:0.154062
## [56] train-error:0.168067
## [57] train-error:0.170868
## [58] train-error:0.176471
## [59] train-error:0.168067
## [60] train-error:0.168067
## [61] train-error:0.168067
## [62] train-error:0.165266
## [63] train-error:0.168067
## [64] train-error:0.154062
## [65] train-error:0.162465
## [66] train-error:0.154062
## [67] train-error:0.156863
## [68] train-error:0.159664
## [69] train-error:0.156863
## [70] train-error:0.151261
## [71] train-error:0.156863
## [72] train-error:0.148459
## [73] train-error:0.154062
## [74] train-error:0.148459
## [75] train-error:0.154062
## [76] train-error:0.148459
## [77] train-error:0.148459
## [78] train-error:0.151261
## [79] train-error:0.154062
## [80] train-error:0.148459
## [81] train-error:0.154062
## [82] train-error:0.137255
## [83] train-error:0.142857
## [84] train-error:0.142857
## [85] train-error:0.140056
## [86] train-error:0.142857
## [87] train-error:0.134454
## [88] train-error:0.142857
## [89] train-error:0.137255
## [90] train-error:0.137255
## [91] train-error:0.148459
## [92] train-error:0.154062
## [93] train-error:0.151261
## [94] train-error:0.151261
## [95] train-error:0.148459
## [96] train-error:0.162465
## [97] train-error:0.148459
## [98] train-error:0.154062
## [99] train-error:0.145658
## [100]    train-error:0.154062
## [101]    train-error:0.148459
## [102]    train-error:0.148459
## [103]    train-error:0.159664
## [104]    train-error:0.156863
## [105]    train-error:0.148459
## [106]    train-error:0.154062
## [107]    train-error:0.145658
## [108]    train-error:0.145658
## [109]    train-error:0.140056
## [110]    train-error:0.142857
## [111]    train-error:0.148459
## [112]    train-error:0.148459
## [113]    train-error:0.154062
## [114]    train-error:0.145658
## [115]    train-error:0.165266
## [116]    train-error:0.140056
## [117]    train-error:0.128852
## [118]    train-error:0.131653
## [119]    train-error:0.140056
## [120]    train-error:0.148459
## [121]    train-error:0.159664
## [122]    train-error:0.148459
## [123]    train-error:0.140056
## [124]    train-error:0.145658
## [125]    train-error:0.148459
## [126]    train-error:0.140056
## [127]    train-error:0.140056
## [128]    train-error:0.123249
## [129]    train-error:0.128852
## [130]    train-error:0.126050
## [131]    train-error:0.134454
## [132]    train-error:0.131653
## [133]    train-error:0.123249
## [134]    train-error:0.123249
## [135]    train-error:0.126050
## [136]    train-error:0.128852
## [137]    train-error:0.137255
## [138]    train-error:0.134454
## [139]    train-error:0.140056
## [140]    train-error:0.148459
## [141]    train-error:0.145658
## [142]    train-error:0.156863
## [143]    train-error:0.137255
## [144]    train-error:0.154062
## [145]    train-error:0.137255
## [146]    train-error:0.148459
## [147]    train-error:0.140056
## [148]    train-error:0.128852
## [149]    train-error:0.131653
## [150]    train-error:0.128852
## [151]    train-error:0.151261
## [152]    train-error:0.140056
## [153]    train-error:0.142857
## [154]    train-error:0.140056
## [155]    train-error:0.128852
## [156]    train-error:0.126050
## [157]    train-error:0.131653
## [158]    train-error:0.123249
## [159]    train-error:0.137255
## [160]    train-error:0.126050
## [161]    train-error:0.131653
## [162]    train-error:0.126050
## [163]    train-error:0.145658
## [164]    train-error:0.134454
## [165]    train-error:0.134454
## [166]    train-error:0.134454
## [167]    train-error:0.145658
## [168]    train-error:0.145658
## [169]    train-error:0.134454
## [170]    train-error:0.131653
## [171]    train-error:0.128852
## [172]    train-error:0.128852
## [173]    train-error:0.134454
## [174]    train-error:0.131653
## [175]    train-error:0.137255
## [176]    train-error:0.142857
## [177]    train-error:0.140056
## [178]    train-error:0.131653
## [179]    train-error:0.137255
## [180]    train-error:0.128852
## [181]    train-error:0.128852
## [182]    train-error:0.128852
## [183]    train-error:0.140056
## [184]    train-error:0.142857
## [185]    train-error:0.134454
## [186]    train-error:0.148459
## [187]    train-error:0.154062
## [188]    train-error:0.148459
## [189]    train-error:0.145658
## [190]    train-error:0.154062
## [191]    train-error:0.154062
## [192]    train-error:0.148459
## [193]    train-error:0.137255
## [194]    train-error:0.134454
## [195]    train-error:0.134454
## [196]    train-error:0.137255
## [197]    train-error:0.137255
## [198]    train-error:0.126050
## [199]    train-error:0.137255
## [200]    train-error:0.123249
## [201]    train-error:0.120448
## [202]    train-error:0.123249
## [203]    train-error:0.137255
## [204]    train-error:0.134454
## [205]    train-error:0.131653
## [206]    train-error:0.126050
## [207]    train-error:0.134454
## [208]    train-error:0.126050
## [209]    train-error:0.128852
## [210]    train-error:0.128852
## [211]    train-error:0.117647
## [212]    train-error:0.114846
## [213]    train-error:0.114846
## [214]    train-error:0.120448
## [215]    train-error:0.114846
## [216]    train-error:0.117647
## [217]    train-error:0.120448
## [218]    train-error:0.128852
## [219]    train-error:0.117647
## [220]    train-error:0.134454
## [221]    train-error:0.128852
## [222]    train-error:0.126050
## [223]    train-error:0.123249
## [224]    train-error:0.120448
## [225]    train-error:0.131653
## [226]    train-error:0.120448
## [227]    train-error:0.128852
## [228]    train-error:0.123249
## [229]    train-error:0.126050
## [230]    train-error:0.123249
## [231]    train-error:0.120448
## [232]    train-error:0.131653
## [233]    train-error:0.131653
## [234]    train-error:0.128852
## [235]    train-error:0.126050
## [236]    train-error:0.145658
## [237]    train-error:0.123249
## [238]    train-error:0.137255
## [239]    train-error:0.140056
## [240]    train-error:0.140056
## [241]    train-error:0.142857
## [242]    train-error:0.142857
## [243]    train-error:0.145658
## [244]    train-error:0.142857
## [245]    train-error:0.123249
## [246]    train-error:0.120448
## [247]    train-error:0.123249
## [248]    train-error:0.128852
## [249]    train-error:0.140056
## [250]    train-error:0.131653
## [251]    train-error:0.134454
## [252]    train-error:0.128852
## [253]    train-error:0.134454
## [254]    train-error:0.137255
## [255]    train-error:0.145658
## [256]    train-error:0.140056
## [257]    train-error:0.137255
## [258]    train-error:0.142857
## [259]    train-error:0.148459
## [260]    train-error:0.131653
## [261]    train-error:0.126050
## [262]    train-error:0.137255
## [263]    train-error:0.128852
## [264]    train-error:0.128852
## [265]    train-error:0.128852
## [266]    train-error:0.128852
## [267]    train-error:0.126050
## [268]    train-error:0.131653
## [269]    train-error:0.123249
## [270]    train-error:0.123249
## [271]    train-error:0.131653
## [272]    train-error:0.134454
## [273]    train-error:0.134454
## [274]    train-error:0.128852
## [275]    train-error:0.137255
## [276]    train-error:0.142857
## [277]    train-error:0.137255
## [278]    train-error:0.142857
## [279]    train-error:0.134454
## [280]    train-error:0.145658
## [281]    train-error:0.137255
## [282]    train-error:0.137255
## [283]    train-error:0.137255
## [284]    train-error:0.123249
## [285]    train-error:0.131653
## [286]    train-error:0.117647
## [287]    train-error:0.117647
## [288]    train-error:0.117647
## [289]    train-error:0.120448
## [290]    train-error:0.123249
## [291]    train-error:0.131653
## [292]    train-error:0.128852
## [293]    train-error:0.126050
## [294]    train-error:0.126050
## [295]    train-error:0.117647
## [296]    train-error:0.126050
## [297]    train-error:0.131653
## [298]    train-error:0.131653
## [299]    train-error:0.126050
## [300]    train-error:0.126050
## [301]    train-error:0.120448
## [302]    train-error:0.123249
## [303]    train-error:0.123249
## [304]    train-error:0.123249
## [305]    train-error:0.120448
## [306]    train-error:0.126050
## [307]    train-error:0.123249
## [308]    train-error:0.109244
## [309]    train-error:0.117647
## [310]    train-error:0.114846
## [311]    train-error:0.117647
## [312]    train-error:0.117647
## [313]    train-error:0.117647
## [314]    train-error:0.112045
## [315]    train-error:0.117647
## [316]    train-error:0.114846
## [317]    train-error:0.114846
## [318]    train-error:0.114846
## [319]    train-error:0.114846
## [320]    train-error:0.112045
## [321]    train-error:0.120448
## [322]    train-error:0.120448
## [323]    train-error:0.123249
## [324]    train-error:0.120448
## [325]    train-error:0.123249
## [326]    train-error:0.117647
## [327]    train-error:0.117647
## [328]    train-error:0.114846
## [329]    train-error:0.109244
## [330]    train-error:0.109244
## [331]    train-error:0.114846
## [332]    train-error:0.114846
## [333]    train-error:0.114846
## [334]    train-error:0.109244
## [335]    train-error:0.112045
## [336]    train-error:0.112045
## [337]    train-error:0.112045
## [338]    train-error:0.109244
## [339]    train-error:0.109244
## [340]    train-error:0.106443
## [341]    train-error:0.112045
## [342]    train-error:0.106443
## [343]    train-error:0.112045
## [0]  train-error:0.383754
## [1]  train-error:0.403361
## [2]  train-error:0.254902
## [3]  train-error:0.210084
## [4]  train-error:0.204482
## [5]  train-error:0.207283
## [6]  train-error:0.198880
## [7]  train-error:0.201681
## [8]  train-error:0.201681
## [9]  train-error:0.184874
## [10] train-error:0.201681
## [11] train-error:0.176471
## [12] train-error:0.176471
## [13] train-error:0.190476
## [14] train-error:0.182073
## [15] train-error:0.196078
## [16] train-error:0.201681
## [17] train-error:0.190476
## [18] train-error:0.198880
## [19] train-error:0.190476
## [20] train-error:0.190476
## [21] train-error:0.187675
## [22] train-error:0.196078
## [23] train-error:0.207283
## [24] train-error:0.184874
## [25] train-error:0.187675
## [26] train-error:0.198880
## [27] train-error:0.193277
## [28] train-error:0.198880
## [29] train-error:0.198880
## [30] train-error:0.179272
## [31] train-error:0.190476
## [32] train-error:0.201681
## [33] train-error:0.204482
## [34] train-error:0.221289
## [35] train-error:0.204482
## [36] train-error:0.210084
## [37] train-error:0.196078
## [38] train-error:0.207283
## [39] train-error:0.198880
## [40] train-error:0.198880
## [41] train-error:0.196078
## [42] train-error:0.176471
## [43] train-error:0.193277
## [44] train-error:0.187675
## [45] train-error:0.198880
## [46] train-error:0.190476
## [47] train-error:0.201681
## [48] train-error:0.193277
## [49] train-error:0.179272
## [50] train-error:0.184874
## [51] train-error:0.176471
## [52] train-error:0.184874
## [53] train-error:0.196078
## [54] train-error:0.187675
## [55] train-error:0.165266
## [56] train-error:0.176471
## [57] train-error:0.162465
## [58] train-error:0.184874
## [59] train-error:0.187675
## [60] train-error:0.179272
## [61] train-error:0.176471
## [62] train-error:0.173669
## [63] train-error:0.165266
## [64] train-error:0.184874
## [65] train-error:0.182073
## [66] train-error:0.179272
## [67] train-error:0.176471
## [68] train-error:0.176471
## [69] train-error:0.182073
## [70] train-error:0.162465
## [71] train-error:0.173669
## [72] train-error:0.168067
## [73] train-error:0.176471
## [74] train-error:0.168067
## [75] train-error:0.170868
## [76] train-error:0.170868
## [77] train-error:0.159664
## [78] train-error:0.156863
## [79] train-error:0.165266
## [80] train-error:0.162465
## [81] train-error:0.156863
## [82] train-error:0.162465
## [83] train-error:0.154062
## [84] train-error:0.170868
## [85] train-error:0.168067
## [86] train-error:0.154062
## [87] train-error:0.159664
## [88] train-error:0.168067
## [89] train-error:0.159664
## [90] train-error:0.159664
## [91] train-error:0.156863
## [92] train-error:0.159664
## [93] train-error:0.151261
## [94] train-error:0.151261
## [95] train-error:0.165266
## [96] train-error:0.156863
## [97] train-error:0.151261
## [98] train-error:0.156863
## [99] train-error:0.159664
## [100]    train-error:0.142857
## [101]    train-error:0.151261
## [102]    train-error:0.156863
## [103]    train-error:0.156863
## [104]    train-error:0.162465
## [105]    train-error:0.162465
## [106]    train-error:0.156863
## [107]    train-error:0.168067
## [108]    train-error:0.176471
## [109]    train-error:0.170868
## [110]    train-error:0.165266
## [111]    train-error:0.170868
## [112]    train-error:0.159664
## [113]    train-error:0.162465
## [114]    train-error:0.162465
## [115]    train-error:0.156863
## [116]    train-error:0.162465
## [117]    train-error:0.162465
## [118]    train-error:0.159664
## [119]    train-error:0.168067
## [120]    train-error:0.154062
## [121]    train-error:0.140056
## [122]    train-error:0.156863
## [123]    train-error:0.154062
## [124]    train-error:0.148459
## [125]    train-error:0.156863
## [126]    train-error:0.140056
## [127]    train-error:0.134454
## [128]    train-error:0.140056
## [129]    train-error:0.159664
## [130]    train-error:0.151261
## [131]    train-error:0.154062
## [132]    train-error:0.154062
## [133]    train-error:0.156863
## [134]    train-error:0.151261
## [135]    train-error:0.156863
## [136]    train-error:0.154062
## [137]    train-error:0.154062
## [138]    train-error:0.148459
## [139]    train-error:0.145658
## [140]    train-error:0.142857
## [141]    train-error:0.145658
## [142]    train-error:0.137255
## [143]    train-error:0.145658
## [144]    train-error:0.142857
## [145]    train-error:0.154062
## [146]    train-error:0.148459
## [147]    train-error:0.156863
## [148]    train-error:0.154062
## [149]    train-error:0.165266
## [150]    train-error:0.165266
## [151]    train-error:0.159664
## [152]    train-error:0.162465
## [153]    train-error:0.156863
## [154]    train-error:0.156863
## [155]    train-error:0.165266
## [156]    train-error:0.162465
## [157]    train-error:0.168067
## [158]    train-error:0.168067
## [159]    train-error:0.156863
## [160]    train-error:0.162465
## [161]    train-error:0.151261
## [162]    train-error:0.154062
## [163]    train-error:0.159664
## [164]    train-error:0.156863
## [165]    train-error:0.151261
## [166]    train-error:0.151261
## [167]    train-error:0.154062
## [168]    train-error:0.159664
## [169]    train-error:0.159664
## [170]    train-error:0.159664
## [171]    train-error:0.145658
## [172]    train-error:0.159664
## [173]    train-error:0.154062
## [174]    train-error:0.151261
## [175]    train-error:0.151261
## [176]    train-error:0.142857
## [177]    train-error:0.156863
## [178]    train-error:0.151261
## [179]    train-error:0.162465
## [180]    train-error:0.168067
## [181]    train-error:0.154062
## [182]    train-error:0.162465
## [183]    train-error:0.142857
## [184]    train-error:0.142857
## [185]    train-error:0.159664
## [186]    train-error:0.159664
## [187]    train-error:0.145658
## [188]    train-error:0.159664
## [189]    train-error:0.165266
## [190]    train-error:0.156863
## [191]    train-error:0.148459
## [192]    train-error:0.162465
## [193]    train-error:0.159664
## [194]    train-error:0.165266
## [195]    train-error:0.162465
## [196]    train-error:0.170868
## [197]    train-error:0.182073
## [198]    train-error:0.165266
## [199]    train-error:0.165266
## [200]    train-error:0.170868
## [201]    train-error:0.159664
## [202]    train-error:0.151261
## [203]    train-error:0.156863
## [204]    train-error:0.154062
## [205]    train-error:0.151261
## [206]    train-error:0.156863
## [207]    train-error:0.142857
## [208]    train-error:0.154062
## [209]    train-error:0.148459
## [210]    train-error:0.142857
## [211]    train-error:0.137255
## [212]    train-error:0.140056
## [213]    train-error:0.151261
## [214]    train-error:0.148459
## [215]    train-error:0.137255
## [216]    train-error:0.131653
## [217]    train-error:0.137255
## [218]    train-error:0.140056
## [219]    train-error:0.134454
## [220]    train-error:0.145658
## [221]    train-error:0.137255
## [222]    train-error:0.134454
## [223]    train-error:0.151261
## [224]    train-error:0.142857
## [225]    train-error:0.148459
## [226]    train-error:0.148459
## [227]    train-error:0.145658
## [228]    train-error:0.137255
## [229]    train-error:0.140056
## [230]    train-error:0.134454
## [231]    train-error:0.156863
## [232]    train-error:0.154062
## [233]    train-error:0.145658
## [234]    train-error:0.140056
## [235]    train-error:0.137255
## [236]    train-error:0.156863
## [237]    train-error:0.148459
## [238]    train-error:0.154062
## [239]    train-error:0.142857
## [240]    train-error:0.148459
## [241]    train-error:0.156863
## [242]    train-error:0.159664
## [243]    train-error:0.162465
## [244]    train-error:0.151261
## [245]    train-error:0.154062
## [246]    train-error:0.159664
## [247]    train-error:0.159664
## [248]    train-error:0.156863
## [249]    train-error:0.154062
## [250]    train-error:0.154062
## [251]    train-error:0.145658
## [252]    train-error:0.142857
## [253]    train-error:0.145658
## [254]    train-error:0.140056
## [255]    train-error:0.137255
## [256]    train-error:0.145658
## [257]    train-error:0.140056
## [258]    train-error:0.140056
## [259]    train-error:0.145658
## [260]    train-error:0.142857
## [261]    train-error:0.142857
## [262]    train-error:0.148459
## [263]    train-error:0.145658
## [264]    train-error:0.148459
## [265]    train-error:0.148459
## [266]    train-error:0.145658
## [267]    train-error:0.148459
## [268]    train-error:0.145658
## [269]    train-error:0.142857
## [270]    train-error:0.154062
## [271]    train-error:0.154062
## [272]    train-error:0.145658
## [273]    train-error:0.142857
## [274]    train-error:0.148459
## [275]    train-error:0.154062
## [276]    train-error:0.148459
## [277]    train-error:0.151261
## [278]    train-error:0.154062
## [279]    train-error:0.142857
## [280]    train-error:0.145658
## [281]    train-error:0.151261
## [282]    train-error:0.148459
## [283]    train-error:0.137255
## [284]    train-error:0.126050
## [285]    train-error:0.131653
## [286]    train-error:0.142857
## [287]    train-error:0.128852
## [288]    train-error:0.145658
## [289]    train-error:0.140056
## [290]    train-error:0.145658
## [291]    train-error:0.145658
## [292]    train-error:0.134454
## [293]    train-error:0.137255
## [294]    train-error:0.137255
## [295]    train-error:0.137255
## [296]    train-error:0.140056
## [297]    train-error:0.140056
## [298]    train-error:0.142857
## [299]    train-error:0.140056
## [300]    train-error:0.145658
## [301]    train-error:0.151261
## [302]    train-error:0.145658
## [303]    train-error:0.137255
## [304]    train-error:0.131653
## [305]    train-error:0.126050
## [306]    train-error:0.145658
## [307]    train-error:0.148459
## [308]    train-error:0.134454
## [309]    train-error:0.128852
## [310]    train-error:0.128852
## [311]    train-error:0.117647
## [312]    train-error:0.131653
## [313]    train-error:0.128852
## [314]    train-error:0.120448
## [315]    train-error:0.123249
## [316]    train-error:0.137255
## [317]    train-error:0.131653
## [318]    train-error:0.126050
## [319]    train-error:0.131653
## [320]    train-error:0.131653
## [321]    train-error:0.131653
## [322]    train-error:0.134454
## [323]    train-error:0.140056
## [324]    train-error:0.134454
## [325]    train-error:0.131653
## [326]    train-error:0.134454
## [327]    train-error:0.140056
## [328]    train-error:0.131653
## [329]    train-error:0.140056
## [330]    train-error:0.142857
## [331]    train-error:0.142857
## [332]    train-error:0.148459
## [333]    train-error:0.148459
## [334]    train-error:0.145658
## [335]    train-error:0.137255
## [336]    train-error:0.137255
## [337]    train-error:0.134454
## [338]    train-error:0.137255
## [339]    train-error:0.140056
## [340]    train-error:0.140056
## [341]    train-error:0.134454
## [342]    train-error:0.134454
## [343]    train-error:0.131653
## [0]  train-error:0.184358
## [1]  train-error:0.162011
## [2]  train-error:0.167598
## [3]  train-error:0.150838
## [4]  train-error:0.153631
## [5]  train-error:0.150838
## [6]  train-error:0.148045
## [7]  train-error:0.145251
## [8]  train-error:0.139665
## [9]  train-error:0.145251
## [10] train-error:0.142458
## [11] train-error:0.142458
## [12] train-error:0.142458
## [13] train-error:0.142458
## [14] train-error:0.148045
## [15] train-error:0.142458
## [16] train-error:0.142458
## [17] train-error:0.136872
## [18] train-error:0.134078
## [19] train-error:0.134078
## [20] train-error:0.134078
## [21] train-error:0.131285
## [22] train-error:0.131285
## [23] train-error:0.131285
## [24] train-error:0.131285
## [25] train-error:0.131285
## [26] train-error:0.136872
## [27] train-error:0.134078
## [28] train-error:0.134078
## [29] train-error:0.134078
## [30] train-error:0.134078
## [31] train-error:0.134078
## [32] train-error:0.134078
## [33] train-error:0.134078
## [34] train-error:0.131285
## [35] train-error:0.134078
## [36] train-error:0.131285
## [37] train-error:0.134078
## [38] train-error:0.134078
## [39] train-error:0.134078
## [40] train-error:0.131285
## [41] train-error:0.131285
## [42] train-error:0.128492
## [43] train-error:0.128492
## [44] train-error:0.131285
## [45] train-error:0.128492
## [46] train-error:0.131285
## [47] train-error:0.125698
## [48] train-error:0.128492
## [49] train-error:0.131285
## [50] train-error:0.131285
## [51] train-error:0.131285
## [52] train-error:0.128492
## [53] train-error:0.131285
## [54] train-error:0.128492
## [55] train-error:0.128492
## [56] train-error:0.125698
## [57] train-error:0.125698
## [58] train-error:0.125698
## [59] train-error:0.125698
## [60] train-error:0.122905
## [61] train-error:0.122905
## [62] train-error:0.122905
## [63] train-error:0.122905
## [64] train-error:0.125698
## [65] train-error:0.122905
## [66] train-error:0.122905
## [67] train-error:0.120112
## [68] train-error:0.120112
## [69] train-error:0.120112
## [70] train-error:0.117318
## [71] train-error:0.117318
## [72] train-error:0.111732
## [73] train-error:0.114525
## [74] train-error:0.114525
## [75] train-error:0.114525
## [76] train-error:0.114525
## [77] train-error:0.111732
## [78] train-error:0.111732
## [79] train-error:0.111732
## [80] train-error:0.111732
## [81] train-error:0.111732
## [82] train-error:0.111732
## [83] train-error:0.111732
## [84] train-error:0.111732
## [85] train-error:0.114525
## [86] train-error:0.114525
## [87] train-error:0.111732
## [88] train-error:0.111732
## [89] train-error:0.111732
## [90] train-error:0.111732
## [91] train-error:0.111732
## [92] train-error:0.114525
## [93] train-error:0.108939
## [94] train-error:0.108939
## [95] train-error:0.108939
## [96] train-error:0.108939
## [97] train-error:0.108939
## [98] train-error:0.103352
## [99] train-error:0.106145
## [100]    train-error:0.106145
## [101]    train-error:0.108939
## [102]    train-error:0.106145
## [103]    train-error:0.108939
## [104]    train-error:0.106145
## [105]    train-error:0.103352
## [106]    train-error:0.103352
## [107]    train-error:0.103352
## [108]    train-error:0.097765
## [109]    train-error:0.097765
## [110]    train-error:0.097765
## [111]    train-error:0.097765
## [112]    train-error:0.097765
## [113]    train-error:0.097765
## [114]    train-error:0.097765
## [115]    train-error:0.094972
## [116]    train-error:0.097765
## [117]    train-error:0.094972
## [118]    train-error:0.094972
## [119]    train-error:0.094972
## [120]    train-error:0.092179
## [121]    train-error:0.092179
## [122]    train-error:0.092179
## [123]    train-error:0.092179
## [124]    train-error:0.092179
## [125]    train-error:0.092179
## [126]    train-error:0.092179
## [127]    train-error:0.092179
## [128]    train-error:0.092179
## [129]    train-error:0.086592
## [130]    train-error:0.086592
## [131]    train-error:0.086592
## [132]    train-error:0.092179
## [133]    train-error:0.081006
## [134]    train-error:0.081006
## [135]    train-error:0.083799
## [136]    train-error:0.083799
## [137]    train-error:0.081006
## [138]    train-error:0.081006
## [139]    train-error:0.081006
## [140]    train-error:0.081006
## [141]    train-error:0.081006
## [142]    train-error:0.083799
## [143]    train-error:0.078212
## [144]    train-error:0.081006
## [145]    train-error:0.078212
## [146]    train-error:0.083799
## [147]    train-error:0.081006
## [148]    train-error:0.081006
## [149]    train-error:0.078212
## [150]    train-error:0.081006
## [151]    train-error:0.078212
## [152]    train-error:0.078212
## [153]    train-error:0.075419
## [154]    train-error:0.072626
## [155]    train-error:0.072626
## [156]    train-error:0.075419
## [157]    train-error:0.075419
## [158]    train-error:0.078212
## [159]    train-error:0.078212
## [160]    train-error:0.075419
## [161]    train-error:0.072626
## [162]    train-error:0.072626
## [163]    train-error:0.075419
## [164]    train-error:0.072626
## [165]    train-error:0.072626
## [166]    train-error:0.072626
## [167]    train-error:0.072626
## [168]    train-error:0.072626
## [169]    train-error:0.072626
## [170]    train-error:0.072626
## [171]    train-error:0.069832
## [172]    train-error:0.069832
## [173]    train-error:0.069832
## [174]    train-error:0.069832
## [175]    train-error:0.069832
## [176]    train-error:0.067039
## [177]    train-error:0.067039
## [178]    train-error:0.067039
## [179]    train-error:0.067039
## [180]    train-error:0.067039
## [181]    train-error:0.069832
## [182]    train-error:0.069832
## [183]    train-error:0.067039
## [184]    train-error:0.069832
## [185]    train-error:0.067039
## [186]    train-error:0.064246
## [187]    train-error:0.064246
## [188]    train-error:0.064246
## [189]    train-error:0.064246
## [190]    train-error:0.064246
## [191]    train-error:0.064246
## [192]    train-error:0.064246
## [193]    train-error:0.064246
## [194]    train-error:0.064246
## [195]    train-error:0.064246
## [196]    train-error:0.064246
## [197]    train-error:0.061453
## [198]    train-error:0.061453
## [199]    train-error:0.061453
## [200]    train-error:0.061453
## [201]    train-error:0.061453
## [202]    train-error:0.061453
## [203]    train-error:0.061453
## [204]    train-error:0.061453
## [205]    train-error:0.061453
## [206]    train-error:0.061453
## [207]    train-error:0.061453
## [208]    train-error:0.061453
## [209]    train-error:0.061453
## [210]    train-error:0.061453
## [211]    train-error:0.061453
## [212]    train-error:0.061453
## [213]    train-error:0.061453
## [214]    train-error:0.061453
## [215]    train-error:0.061453
## [216]    train-error:0.058659
## [217]    train-error:0.061453
## [218]    train-error:0.061453
## [219]    train-error:0.061453
## [220]    train-error:0.061453
## [221]    train-error:0.061453
## [222]    train-error:0.058659
## [223]    train-error:0.061453
## [224]    train-error:0.058659
## [225]    train-error:0.061453
## [226]    train-error:0.061453
## [227]    train-error:0.061453
## [228]    train-error:0.053073
## [229]    train-error:0.055866
## [230]    train-error:0.055866
## [231]    train-error:0.055866
## [232]    train-error:0.053073
## [233]    train-error:0.053073
## [234]    train-error:0.053073
## [235]    train-error:0.053073
## [236]    train-error:0.053073
## [237]    train-error:0.053073
## [238]    train-error:0.053073
## [239]    train-error:0.050279
## [240]    train-error:0.050279
## [241]    train-error:0.050279
## [242]    train-error:0.050279
## [243]    train-error:0.050279
## [244]    train-error:0.050279
## [245]    train-error:0.050279
## [246]    train-error:0.050279
## [247]    train-error:0.047486
## [248]    train-error:0.047486
## [249]    train-error:0.050279
## [250]    train-error:0.047486
## [251]    train-error:0.050279
## [252]    train-error:0.047486
## [253]    train-error:0.053073
## [254]    train-error:0.044693
## [255]    train-error:0.053073
## [256]    train-error:0.053073
## [257]    train-error:0.053073
## [258]    train-error:0.053073
## [259]    train-error:0.050279
## [260]    train-error:0.050279
## [261]    train-error:0.047486
## [262]    train-error:0.050279
## [263]    train-error:0.047486
## [264]    train-error:0.047486
## [265]    train-error:0.047486
## [266]    train-error:0.050279
## [267]    train-error:0.050279
## [268]    train-error:0.047486
## [269]    train-error:0.050279
## [270]    train-error:0.050279
## [271]    train-error:0.050279
## [272]    train-error:0.050279
## [273]    train-error:0.050279
## [274]    train-error:0.050279
## [275]    train-error:0.050279
## [276]    train-error:0.050279
## [277]    train-error:0.050279
## [278]    train-error:0.050279
## [279]    train-error:0.050279
## [280]    train-error:0.050279
## [281]    train-error:0.050279
## [282]    train-error:0.050279
## [283]    train-error:0.050279
## [284]    train-error:0.050279
## [285]    train-error:0.050279
## [286]    train-error:0.047486
## [287]    train-error:0.047486
## [288]    train-error:0.047486
## [289]    train-error:0.044693
## [290]    train-error:0.044693
## [291]    train-error:0.044693
## [292]    train-error:0.044693
## [293]    train-error:0.044693
## [294]    train-error:0.044693
## [295]    train-error:0.044693
## [296]    train-error:0.044693
## [297]    train-error:0.044693
## [298]    train-error:0.041899
## [299]    train-error:0.041899
## [300]    train-error:0.041899
## [301]    train-error:0.041899
## [302]    train-error:0.044693
## [303]    train-error:0.044693
## [304]    train-error:0.044693
## [305]    train-error:0.041899
## [306]    train-error:0.041899
## [307]    train-error:0.041899
## [308]    train-error:0.041899
## [309]    train-error:0.041899
## [310]    train-error:0.039106
## [311]    train-error:0.039106
## [312]    train-error:0.041899
## [313]    train-error:0.039106
## [314]    train-error:0.041899
## [315]    train-error:0.041899
## [316]    train-error:0.041899
## [317]    train-error:0.041899
## [318]    train-error:0.041899
## [319]    train-error:0.041899
## [320]    train-error:0.041899
## [321]    train-error:0.041899
## [322]    train-error:0.041899
## [323]    train-error:0.041899
## [324]    train-error:0.041899
## [325]    train-error:0.041899
## [326]    train-error:0.041899
## [327]    train-error:0.039106
## [328]    train-error:0.039106
## [329]    train-error:0.039106
## [330]    train-error:0.036313
## [331]    train-error:0.036313
## [332]    train-error:0.036313
## [333]    train-error:0.036313
## [334]    train-error:0.036313
## [335]    train-error:0.036313
## [336]    train-error:0.039106
## [337]    train-error:0.036313
## [338]    train-error:0.039106
## [339]    train-error:0.036313
## [340]    train-error:0.039106
## [341]    train-error:0.036313
## [342]    train-error:0.036313
## [343]    train-error:0.036313
## [344]    train-error:0.036313
## [345]    train-error:0.033520
## [346]    train-error:0.033520
## [347]    train-error:0.030726
## [348]    train-error:0.030726
## [349]    train-error:0.030726
## [350]    train-error:0.033520
## [351]    train-error:0.033520
## [352]    train-error:0.033520
## [353]    train-error:0.033520
## [354]    train-error:0.033520
## [355]    train-error:0.033520
## [356]    train-error:0.033520
## [357]    train-error:0.033520
## [358]    train-error:0.033520
## [359]    train-error:0.027933
## [360]    train-error:0.030726
## [361]    train-error:0.030726
## [362]    train-error:0.030726
## [363]    train-error:0.030726
## [364]    train-error:0.027933
## [365]    train-error:0.027933
## [366]    train-error:0.027933
## [367]    train-error:0.027933
## [368]    train-error:0.027933
## [369]    train-error:0.027933
## [370]    train-error:0.027933
## [371]    train-error:0.027933
## [372]    train-error:0.027933
## [373]    train-error:0.027933
## [374]    train-error:0.027933
## [375]    train-error:0.027933
## [376]    train-error:0.027933
## [377]    train-error:0.027933
## [378]    train-error:0.027933
## [379]    train-error:0.027933
## [380]    train-error:0.027933
## [381]    train-error:0.027933
## [382]    train-error:0.027933
## [383]    train-error:0.027933
## [384]    train-error:0.027933
## [385]    train-error:0.027933
## [386]    train-error:0.025140
## [387]    train-error:0.025140
## [388]    train-error:0.027933
## [389]    train-error:0.027933
## [390]    train-error:0.027933
## [391]    train-error:0.027933
## [392]    train-error:0.027933
## [393]    train-error:0.027933
## [394]    train-error:0.027933
## [395]    train-error:0.027933
## [396]    train-error:0.027933
## [397]    train-error:0.027933
## [398]    train-error:0.027933
## [399]    train-error:0.027933
## [400]    train-error:0.027933
## [401]    train-error:0.025140
## [402]    train-error:0.022346
## [403]    train-error:0.022346
## [404]    train-error:0.022346
## [405]    train-error:0.022346
## [406]    train-error:0.022346
## [407]    train-error:0.022346
## [408]    train-error:0.022346
## [409]    train-error:0.022346
## [410]    train-error:0.022346
## [411]    train-error:0.022346
## [412]    train-error:0.022346
## [413]    train-error:0.022346
## [414]    train-error:0.022346
## [415]    train-error:0.022346
## [416]    train-error:0.022346
## [417]    train-error:0.022346
## [418]    train-error:0.022346
## [419]    train-error:0.022346
## [420]    train-error:0.022346
## [421]    train-error:0.022346
## [422]    train-error:0.022346
## [423]    train-error:0.019553
## [424]    train-error:0.019553
## [425]    train-error:0.019553
## [426]    train-error:0.019553
## [427]    train-error:0.019553
## [0]  train-error:0.226891
## [1]  train-error:0.131653
## [2]  train-error:0.114846
## [3]  train-error:0.128852
## [4]  train-error:0.112045
## [5]  train-error:0.100840
## [6]  train-error:0.109244
## [7]  train-error:0.098039
## [8]  train-error:0.100840
## [9]  train-error:0.100840
## [10] train-error:0.098039
## [11] train-error:0.100840
## [12] train-error:0.100840
## [13] train-error:0.098039
## [14] train-error:0.100840
## [15] train-error:0.089636
## [16] train-error:0.089636
## [17] train-error:0.095238
## [18] train-error:0.095238
## [19] train-error:0.095238
## [20] train-error:0.098039
## [21] train-error:0.098039
## [22] train-error:0.098039
## [23] train-error:0.098039
## [24] train-error:0.100840
## [25] train-error:0.098039
## [26] train-error:0.098039
## [27] train-error:0.100840
## [28] train-error:0.095238
## [29] train-error:0.095238
## [30] train-error:0.095238
## [31] train-error:0.092437
## [32] train-error:0.089636
## [33] train-error:0.089636
## [34] train-error:0.089636
## [35] train-error:0.089636
## [36] train-error:0.092437
## [37] train-error:0.092437
## [38] train-error:0.092437
## [39] train-error:0.092437
## [40] train-error:0.092437
## [41] train-error:0.092437
## [42] train-error:0.089636
## [43] train-error:0.089636
## [44] train-error:0.092437
## [45] train-error:0.092437
## [46] train-error:0.089636
## [47] train-error:0.092437
## [48] train-error:0.089636
## [49] train-error:0.086835
## [50] train-error:0.086835
## [51] train-error:0.086835
## [52] train-error:0.089636
## [53] train-error:0.089636
## [54] train-error:0.092437
## [55] train-error:0.089636
## [56] train-error:0.095238
## [57] train-error:0.092437
## [58] train-error:0.092437
## [59] train-error:0.092437
## [60] train-error:0.089636
## [61] train-error:0.089636
## [62] train-error:0.089636
## [63] train-error:0.089636
## [64] train-error:0.089636
## [65] train-error:0.089636
## [66] train-error:0.095238
## [67] train-error:0.095238
## [68] train-error:0.098039
## [69] train-error:0.098039
## [70] train-error:0.098039
## [71] train-error:0.095238
## [72] train-error:0.092437
## [73] train-error:0.095238
## [74] train-error:0.089636
## [75] train-error:0.092437
## [76] train-error:0.092437
## [77] train-error:0.092437
## [78] train-error:0.092437
## [79] train-error:0.092437
## [80] train-error:0.092437
## [81] train-error:0.092437
## [82] train-error:0.092437
## [83] train-error:0.089636
## [84] train-error:0.092437
## [85] train-error:0.086835
## [86] train-error:0.092437
## [87] train-error:0.089636
## [88] train-error:0.089636
## [89] train-error:0.089636
## [90] train-error:0.086835
## [91] train-error:0.084034
## [92] train-error:0.084034
## [93] train-error:0.081232
## [94] train-error:0.081232
## [95] train-error:0.078431
## [96] train-error:0.078431
## [97] train-error:0.075630
## [98] train-error:0.075630
## [99] train-error:0.075630
## [100]    train-error:0.075630
## [101]    train-error:0.072829
## [102]    train-error:0.075630
## [103]    train-error:0.070028
## [104]    train-error:0.072829
## [105]    train-error:0.070028
## [106]    train-error:0.072829
## [107]    train-error:0.070028
## [108]    train-error:0.070028
## [109]    train-error:0.070028
## [110]    train-error:0.067227
## [111]    train-error:0.064426
## [112]    train-error:0.064426
## [113]    train-error:0.064426
## [114]    train-error:0.064426
## [115]    train-error:0.067227
## [116]    train-error:0.067227
## [117]    train-error:0.067227
## [118]    train-error:0.067227
## [119]    train-error:0.067227
## [120]    train-error:0.067227
## [121]    train-error:0.067227
## [122]    train-error:0.067227
## [123]    train-error:0.064426
## [124]    train-error:0.064426
## [125]    train-error:0.067227
## [126]    train-error:0.067227
## [127]    train-error:0.067227
## [128]    train-error:0.070028
## [129]    train-error:0.067227
## [130]    train-error:0.067227
## [131]    train-error:0.064426
## [132]    train-error:0.064426
## [133]    train-error:0.061625
## [134]    train-error:0.061625
## [135]    train-error:0.061625
## [136]    train-error:0.061625
## [137]    train-error:0.061625
## [138]    train-error:0.061625
## [139]    train-error:0.061625
## [140]    train-error:0.061625
## [141]    train-error:0.061625
## [142]    train-error:0.061625
## [143]    train-error:0.061625
## [144]    train-error:0.061625
## [145]    train-error:0.061625
## [146]    train-error:0.061625
## [147]    train-error:0.061625
## [148]    train-error:0.061625
## [149]    train-error:0.061625
## [150]    train-error:0.061625
## [151]    train-error:0.061625
## [152]    train-error:0.061625
## [153]    train-error:0.064426
## [154]    train-error:0.061625
## [155]    train-error:0.061625
## [156]    train-error:0.061625
## [157]    train-error:0.061625
## [158]    train-error:0.061625
## [159]    train-error:0.061625
## [160]    train-error:0.064426
## [161]    train-error:0.064426
## [162]    train-error:0.061625
## [163]    train-error:0.061625
## [164]    train-error:0.064426
## [165]    train-error:0.064426
## [166]    train-error:0.061625
## [167]    train-error:0.061625
## [168]    train-error:0.061625
## [169]    train-error:0.061625
## [170]    train-error:0.061625
## [171]    train-error:0.061625
## [172]    train-error:0.061625
## [173]    train-error:0.061625
## [174]    train-error:0.061625
## [175]    train-error:0.061625
## [176]    train-error:0.061625
## [177]    train-error:0.058824
## [178]    train-error:0.058824
## [179]    train-error:0.058824
## [180]    train-error:0.058824
## [181]    train-error:0.058824
## [182]    train-error:0.058824
## [183]    train-error:0.058824
## [184]    train-error:0.058824
## [185]    train-error:0.058824
## [186]    train-error:0.058824
## [187]    train-error:0.058824
## [188]    train-error:0.058824
## [189]    train-error:0.058824
## [190]    train-error:0.058824
## [191]    train-error:0.058824
## [192]    train-error:0.058824
## [193]    train-error:0.058824
## [194]    train-error:0.058824
## [195]    train-error:0.058824
## [196]    train-error:0.058824
## [197]    train-error:0.056022
## [198]    train-error:0.056022
## [199]    train-error:0.056022
## [200]    train-error:0.056022
## [201]    train-error:0.056022
## [202]    train-error:0.056022
## [203]    train-error:0.056022
## [204]    train-error:0.056022
## [205]    train-error:0.056022
## [206]    train-error:0.056022
## [207]    train-error:0.056022
## [208]    train-error:0.056022
## [209]    train-error:0.056022
## [210]    train-error:0.056022
## [211]    train-error:0.056022
## [212]    train-error:0.056022
## [213]    train-error:0.056022
## [214]    train-error:0.056022
## [215]    train-error:0.056022
## [216]    train-error:0.056022
## [217]    train-error:0.053221
## [218]    train-error:0.053221
## [219]    train-error:0.053221
## [220]    train-error:0.053221
## [221]    train-error:0.053221
## [222]    train-error:0.053221
## [223]    train-error:0.053221
## [224]    train-error:0.053221
## [225]    train-error:0.053221
## [226]    train-error:0.053221
## [227]    train-error:0.053221
## [228]    train-error:0.053221
## [229]    train-error:0.053221
## [230]    train-error:0.056022
## [231]    train-error:0.053221
## [232]    train-error:0.053221
## [233]    train-error:0.053221
## [234]    train-error:0.053221
## [235]    train-error:0.053221
## [236]    train-error:0.053221
## [237]    train-error:0.053221
## [238]    train-error:0.053221
## [239]    train-error:0.053221
## [240]    train-error:0.053221
## [241]    train-error:0.053221
## [242]    train-error:0.050420
## [243]    train-error:0.050420
## [244]    train-error:0.050420
## [245]    train-error:0.050420
## [246]    train-error:0.050420
## [247]    train-error:0.050420
## [248]    train-error:0.050420
## [249]    train-error:0.050420
## [250]    train-error:0.047619
## [251]    train-error:0.050420
## [252]    train-error:0.050420
## [253]    train-error:0.047619
## [254]    train-error:0.047619
## [255]    train-error:0.050420
## [256]    train-error:0.047619
## [257]    train-error:0.047619
## [258]    train-error:0.047619
## [259]    train-error:0.047619
## [260]    train-error:0.047619
## [261]    train-error:0.047619
## [262]    train-error:0.044818
## [263]    train-error:0.044818
## [264]    train-error:0.044818
## [265]    train-error:0.044818
## [266]    train-error:0.044818
## [267]    train-error:0.044818
## [268]    train-error:0.044818
## [269]    train-error:0.044818
## [270]    train-error:0.044818
## [271]    train-error:0.044818
## [272]    train-error:0.044818
## [273]    train-error:0.044818
## [274]    train-error:0.044818
## [275]    train-error:0.044818
## [276]    train-error:0.044818
## [277]    train-error:0.044818
## [278]    train-error:0.044818
## [279]    train-error:0.044818
## [280]    train-error:0.044818
## [281]    train-error:0.044818
## [282]    train-error:0.044818
## [283]    train-error:0.044818
## [284]    train-error:0.044818
## [285]    train-error:0.044818
## [286]    train-error:0.044818
## [287]    train-error:0.044818
## [288]    train-error:0.044818
## [289]    train-error:0.044818
## [290]    train-error:0.044818
## [291]    train-error:0.044818
## [292]    train-error:0.044818
## [293]    train-error:0.044818
## [294]    train-error:0.044818
## [295]    train-error:0.044818
## [296]    train-error:0.044818
## [297]    train-error:0.044818
## [298]    train-error:0.044818
## [299]    train-error:0.047619
## [300]    train-error:0.044818
## [301]    train-error:0.044818
## [302]    train-error:0.044818
## [303]    train-error:0.044818
## [304]    train-error:0.044818
## [305]    train-error:0.044818
## [306]    train-error:0.044818
## [307]    train-error:0.044818
## [308]    train-error:0.044818
## [309]    train-error:0.044818
## [310]    train-error:0.044818
## [311]    train-error:0.047619
## [312]    train-error:0.047619
## [313]    train-error:0.047619
## [314]    train-error:0.047619
## [315]    train-error:0.047619
## [316]    train-error:0.047619
## [317]    train-error:0.047619
## [318]    train-error:0.047619
## [319]    train-error:0.047619
## [320]    train-error:0.047619
## [321]    train-error:0.047619
## [322]    train-error:0.047619
## [323]    train-error:0.047619
## [324]    train-error:0.047619
## [325]    train-error:0.047619
## [326]    train-error:0.047619
## [327]    train-error:0.047619
## [328]    train-error:0.047619
## [329]    train-error:0.047619
## [330]    train-error:0.047619
## [331]    train-error:0.047619
## [332]    train-error:0.047619
## [333]    train-error:0.047619
## [334]    train-error:0.047619
## [335]    train-error:0.044818
## [336]    train-error:0.044818
## [337]    train-error:0.044818
## [338]    train-error:0.044818
## [339]    train-error:0.044818
## [340]    train-error:0.044818
## [341]    train-error:0.044818
## [342]    train-error:0.044818
## [343]    train-error:0.042017
## [344]    train-error:0.044818
## [345]    train-error:0.044818
## [346]    train-error:0.042017
## [347]    train-error:0.042017
## [348]    train-error:0.044818
## [349]    train-error:0.042017
## [350]    train-error:0.042017
## [351]    train-error:0.042017
## [352]    train-error:0.042017
## [353]    train-error:0.042017
## [354]    train-error:0.044818
## [355]    train-error:0.044818
## [356]    train-error:0.044818
## [357]    train-error:0.044818
## [358]    train-error:0.044818
## [359]    train-error:0.044818
## [360]    train-error:0.044818
## [361]    train-error:0.042017
## [362]    train-error:0.042017
## [363]    train-error:0.042017
## [364]    train-error:0.042017
## [365]    train-error:0.042017
## [366]    train-error:0.044818
## [367]    train-error:0.044818
## [368]    train-error:0.044818
## [369]    train-error:0.044818
## [370]    train-error:0.044818
## [371]    train-error:0.044818
## [372]    train-error:0.044818
## [373]    train-error:0.044818
## [374]    train-error:0.044818
## [375]    train-error:0.042017
## [376]    train-error:0.039216
## [377]    train-error:0.039216
## [378]    train-error:0.039216
## [379]    train-error:0.039216
## [380]    train-error:0.036415
## [381]    train-error:0.036415
## [382]    train-error:0.036415
## [383]    train-error:0.039216
## [384]    train-error:0.036415
## [385]    train-error:0.036415
## [386]    train-error:0.036415
## [387]    train-error:0.036415
## [388]    train-error:0.036415
## [389]    train-error:0.036415
## [390]    train-error:0.036415
## [391]    train-error:0.036415
## [392]    train-error:0.036415
## [393]    train-error:0.036415
## [394]    train-error:0.036415
## [395]    train-error:0.036415
## [396]    train-error:0.036415
## [397]    train-error:0.036415
## [398]    train-error:0.036415
## [399]    train-error:0.036415
## [400]    train-error:0.036415
## [401]    train-error:0.036415
## [402]    train-error:0.036415
## [403]    train-error:0.036415
## [404]    train-error:0.036415
## [405]    train-error:0.036415
## [406]    train-error:0.036415
## [407]    train-error:0.036415
## [408]    train-error:0.036415
## [409]    train-error:0.036415
## [410]    train-error:0.036415
## [411]    train-error:0.036415
## [412]    train-error:0.036415
## [413]    train-error:0.036415
## [414]    train-error:0.036415
## [415]    train-error:0.036415
## [416]    train-error:0.036415
## [417]    train-error:0.036415
## [418]    train-error:0.036415
## [419]    train-error:0.036415
## [420]    train-error:0.036415
## [421]    train-error:0.036415
## [422]    train-error:0.036415
## [423]    train-error:0.036415
## [424]    train-error:0.036415
## [425]    train-error:0.036415
## [426]    train-error:0.033613
## [427]    train-error:0.036415
## [0]  train-error:0.151261
## [1]  train-error:0.145658
## [2]  train-error:0.140056
## [3]  train-error:0.126050
## [4]  train-error:0.123249
## [5]  train-error:0.131653
## [6]  train-error:0.134454
## [7]  train-error:0.137255
## [8]  train-error:0.120448
## [9]  train-error:0.109244
## [10] train-error:0.109244
## [11] train-error:0.103641
## [12] train-error:0.103641
## [13] train-error:0.103641
## [14] train-error:0.100840
## [15] train-error:0.106443
## [16] train-error:0.112045
## [17] train-error:0.109244
## [18] train-error:0.106443
## [19] train-error:0.109244
## [20] train-error:0.098039
## [21] train-error:0.095238
## [22] train-error:0.103641
## [23] train-error:0.103641
## [24] train-error:0.098039
## [25] train-error:0.100840
## [26] train-error:0.098039
## [27] train-error:0.100840
## [28] train-error:0.098039
## [29] train-error:0.098039
## [30] train-error:0.092437
## [31] train-error:0.100840
## [32] train-error:0.098039
## [33] train-error:0.095238
## [34] train-error:0.095238
## [35] train-error:0.089636
## [36] train-error:0.095238
## [37] train-error:0.089636
## [38] train-error:0.086835
## [39] train-error:0.092437
## [40] train-error:0.092437
## [41] train-error:0.095238
## [42] train-error:0.095238
## [43] train-error:0.089636
## [44] train-error:0.092437
## [45] train-error:0.092437
## [46] train-error:0.089636
## [47] train-error:0.089636
## [48] train-error:0.092437
## [49] train-error:0.098039
## [50] train-error:0.098039
## [51] train-error:0.092437
## [52] train-error:0.095238
## [53] train-error:0.092437
## [54] train-error:0.089636
## [55] train-error:0.086835
## [56] train-error:0.086835
## [57] train-error:0.081232
## [58] train-error:0.081232
## [59] train-error:0.081232
## [60] train-error:0.081232
## [61] train-error:0.084034
## [62] train-error:0.084034
## [63] train-error:0.086835
## [64] train-error:0.086835
## [65] train-error:0.086835
## [66] train-error:0.081232
## [67] train-error:0.081232
## [68] train-error:0.081232
## [69] train-error:0.081232
## [70] train-error:0.081232
## [71] train-error:0.084034
## [72] train-error:0.078431
## [73] train-error:0.081232
## [74] train-error:0.081232
## [75] train-error:0.081232
## [76] train-error:0.078431
## [77] train-error:0.078431
## [78] train-error:0.078431
## [79] train-error:0.078431
## [80] train-error:0.078431
## [81] train-error:0.081232
## [82] train-error:0.081232
## [83] train-error:0.084034
## [84] train-error:0.078431
## [85] train-error:0.081232
## [86] train-error:0.081232
## [87] train-error:0.078431
## [88] train-error:0.078431
## [89] train-error:0.081232
## [90] train-error:0.084034
## [91] train-error:0.084034
## [92] train-error:0.084034
## [93] train-error:0.084034
## [94] train-error:0.084034
## [95] train-error:0.084034
## [96] train-error:0.086835
## [97] train-error:0.086835
## [98] train-error:0.086835
## [99] train-error:0.086835
## [100]    train-error:0.086835
## [101]    train-error:0.086835
## [102]    train-error:0.086835
## [103]    train-error:0.086835
## [104]    train-error:0.084034
## [105]    train-error:0.084034
## [106]    train-error:0.084034
## [107]    train-error:0.084034
## [108]    train-error:0.084034
## [109]    train-error:0.081232
## [110]    train-error:0.084034
## [111]    train-error:0.084034
## [112]    train-error:0.084034
## [113]    train-error:0.084034
## [114]    train-error:0.084034
## [115]    train-error:0.084034
## [116]    train-error:0.084034
## [117]    train-error:0.084034
## [118]    train-error:0.084034
## [119]    train-error:0.084034
## [120]    train-error:0.081232
## [121]    train-error:0.081232
## [122]    train-error:0.081232
## [123]    train-error:0.078431
## [124]    train-error:0.081232
## [125]    train-error:0.081232
## [126]    train-error:0.081232
## [127]    train-error:0.081232
## [128]    train-error:0.081232
## [129]    train-error:0.078431
## [130]    train-error:0.078431
## [131]    train-error:0.078431
## [132]    train-error:0.081232
## [133]    train-error:0.078431
## [134]    train-error:0.081232
## [135]    train-error:0.078431
## [136]    train-error:0.078431
## [137]    train-error:0.078431
## [138]    train-error:0.078431
## [139]    train-error:0.078431
## [140]    train-error:0.081232
## [141]    train-error:0.081232
## [142]    train-error:0.081232
## [143]    train-error:0.081232
## [144]    train-error:0.081232
## [145]    train-error:0.081232
## [146]    train-error:0.078431
## [147]    train-error:0.078431
## [148]    train-error:0.078431
## [149]    train-error:0.078431
## [150]    train-error:0.078431
## [151]    train-error:0.075630
## [152]    train-error:0.075630
## [153]    train-error:0.075630
## [154]    train-error:0.075630
## [155]    train-error:0.075630
## [156]    train-error:0.075630
## [157]    train-error:0.075630
## [158]    train-error:0.075630
## [159]    train-error:0.075630
## [160]    train-error:0.072829
## [161]    train-error:0.072829
## [162]    train-error:0.072829
## [163]    train-error:0.072829
## [164]    train-error:0.072829
## [165]    train-error:0.072829
## [166]    train-error:0.072829
## [167]    train-error:0.072829
## [168]    train-error:0.072829
## [169]    train-error:0.072829
## [170]    train-error:0.070028
## [171]    train-error:0.072829
## [172]    train-error:0.072829
## [173]    train-error:0.072829
## [174]    train-error:0.072829
## [175]    train-error:0.072829
## [176]    train-error:0.072829
## [177]    train-error:0.070028
## [178]    train-error:0.067227
## [179]    train-error:0.067227
## [180]    train-error:0.067227
## [181]    train-error:0.070028
## [182]    train-error:0.070028
## [183]    train-error:0.067227
## [184]    train-error:0.067227
## [185]    train-error:0.064426
## [186]    train-error:0.064426
## [187]    train-error:0.064426
## [188]    train-error:0.064426
## [189]    train-error:0.061625
## [190]    train-error:0.061625
## [191]    train-error:0.061625
## [192]    train-error:0.061625
## [193]    train-error:0.061625
## [194]    train-error:0.061625
## [195]    train-error:0.061625
## [196]    train-error:0.061625
## [197]    train-error:0.061625
## [198]    train-error:0.061625
## [199]    train-error:0.061625
## [200]    train-error:0.061625
## [201]    train-error:0.061625
## [202]    train-error:0.061625
## [203]    train-error:0.061625
## [204]    train-error:0.061625
## [205]    train-error:0.061625
## [206]    train-error:0.061625
## [207]    train-error:0.061625
## [208]    train-error:0.061625
## [209]    train-error:0.061625
## [210]    train-error:0.061625
## [211]    train-error:0.061625
## [212]    train-error:0.061625
## [213]    train-error:0.061625
## [214]    train-error:0.061625
## [215]    train-error:0.061625
## [216]    train-error:0.061625
## [217]    train-error:0.061625
## [218]    train-error:0.061625
## [219]    train-error:0.061625
## [220]    train-error:0.061625
## [221]    train-error:0.061625
## [222]    train-error:0.058824
## [223]    train-error:0.061625
## [224]    train-error:0.058824
## [225]    train-error:0.058824
## [226]    train-error:0.058824
## [227]    train-error:0.058824
## [228]    train-error:0.058824
## [229]    train-error:0.058824
## [230]    train-error:0.058824
## [231]    train-error:0.058824
## [232]    train-error:0.058824
## [233]    train-error:0.058824
## [234]    train-error:0.058824
## [235]    train-error:0.058824
## [236]    train-error:0.058824
## [237]    train-error:0.058824
## [238]    train-error:0.056022
## [239]    train-error:0.056022
## [240]    train-error:0.056022
## [241]    train-error:0.053221
## [242]    train-error:0.053221
## [243]    train-error:0.053221
## [244]    train-error:0.053221
## [245]    train-error:0.053221
## [246]    train-error:0.053221
## [247]    train-error:0.053221
## [248]    train-error:0.050420
## [249]    train-error:0.050420
## [250]    train-error:0.050420
## [251]    train-error:0.053221
## [252]    train-error:0.053221
## [253]    train-error:0.053221
## [254]    train-error:0.053221
## [255]    train-error:0.050420
## [256]    train-error:0.050420
## [257]    train-error:0.053221
## [258]    train-error:0.050420
## [259]    train-error:0.053221
## [260]    train-error:0.050420
## [261]    train-error:0.050420
## [262]    train-error:0.053221
## [263]    train-error:0.050420
## [264]    train-error:0.050420
## [265]    train-error:0.050420
## [266]    train-error:0.050420
## [267]    train-error:0.053221
## [268]    train-error:0.053221
## [269]    train-error:0.053221
## [270]    train-error:0.053221
## [271]    train-error:0.053221
## [272]    train-error:0.053221
## [273]    train-error:0.053221
## [274]    train-error:0.053221
## [275]    train-error:0.053221
## [276]    train-error:0.047619
## [277]    train-error:0.047619
## [278]    train-error:0.047619
## [279]    train-error:0.047619
## [280]    train-error:0.047619
## [281]    train-error:0.047619
## [282]    train-error:0.047619
## [283]    train-error:0.047619
## [284]    train-error:0.047619
## [285]    train-error:0.047619
## [286]    train-error:0.047619
## [287]    train-error:0.047619
## [288]    train-error:0.047619
## [289]    train-error:0.047619
## [290]    train-error:0.047619
## [291]    train-error:0.047619
## [292]    train-error:0.047619
## [293]    train-error:0.047619
## [294]    train-error:0.047619
## [295]    train-error:0.047619
## [296]    train-error:0.047619
## [297]    train-error:0.047619
## [298]    train-error:0.047619
## [299]    train-error:0.044818
## [300]    train-error:0.047619
## [301]    train-error:0.047619
## [302]    train-error:0.044818
## [303]    train-error:0.047619
## [304]    train-error:0.044818
## [305]    train-error:0.044818
## [306]    train-error:0.044818
## [307]    train-error:0.044818
## [308]    train-error:0.044818
## [309]    train-error:0.044818
## [310]    train-error:0.044818
## [311]    train-error:0.044818
## [312]    train-error:0.044818
## [313]    train-error:0.044818
## [314]    train-error:0.044818
## [315]    train-error:0.044818
## [316]    train-error:0.044818
## [317]    train-error:0.044818
## [318]    train-error:0.044818
## [319]    train-error:0.044818
## [320]    train-error:0.044818
## [321]    train-error:0.044818
## [322]    train-error:0.044818
## [323]    train-error:0.044818
## [324]    train-error:0.044818
## [325]    train-error:0.044818
## [326]    train-error:0.044818
## [327]    train-error:0.044818
## [328]    train-error:0.044818
## [329]    train-error:0.044818
## [330]    train-error:0.044818
## [331]    train-error:0.044818
## [332]    train-error:0.044818
## [333]    train-error:0.044818
## [334]    train-error:0.044818
## [335]    train-error:0.044818
## [336]    train-error:0.044818
## [337]    train-error:0.044818
## [338]    train-error:0.047619
## [339]    train-error:0.044818
## [340]    train-error:0.044818
## [341]    train-error:0.047619
## [342]    train-error:0.047619
## [343]    train-error:0.044818
## [344]    train-error:0.044818
## [345]    train-error:0.044818
## [346]    train-error:0.044818
## [347]    train-error:0.044818
## [348]    train-error:0.044818
## [349]    train-error:0.044818
## [350]    train-error:0.044818
## [351]    train-error:0.044818
## [352]    train-error:0.044818
## [353]    train-error:0.044818
## [354]    train-error:0.044818
## [355]    train-error:0.044818
## [356]    train-error:0.044818
## [357]    train-error:0.044818
## [358]    train-error:0.044818
## [359]    train-error:0.044818
## [360]    train-error:0.044818
## [361]    train-error:0.044818
## [362]    train-error:0.042017
## [363]    train-error:0.042017
## [364]    train-error:0.042017
## [365]    train-error:0.042017
## [366]    train-error:0.042017
## [367]    train-error:0.042017
## [368]    train-error:0.042017
## [369]    train-error:0.042017
## [370]    train-error:0.042017
## [371]    train-error:0.042017
## [372]    train-error:0.042017
## [373]    train-error:0.042017
## [374]    train-error:0.042017
## [375]    train-error:0.042017
## [376]    train-error:0.042017
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.042017
## [380]    train-error:0.042017
## [381]    train-error:0.042017
## [382]    train-error:0.042017
## [383]    train-error:0.039216
## [384]    train-error:0.042017
## [385]    train-error:0.042017
## [386]    train-error:0.042017
## [387]    train-error:0.042017
## [388]    train-error:0.042017
## [389]    train-error:0.039216
## [390]    train-error:0.042017
## [391]    train-error:0.039216
## [392]    train-error:0.039216
## [393]    train-error:0.039216
## [394]    train-error:0.039216
## [395]    train-error:0.039216
## [396]    train-error:0.039216
## [397]    train-error:0.039216
## [398]    train-error:0.039216
## [399]    train-error:0.039216
## [400]    train-error:0.039216
## [401]    train-error:0.039216
## [402]    train-error:0.039216
## [403]    train-error:0.039216
## [404]    train-error:0.036415
## [405]    train-error:0.036415
## [406]    train-error:0.036415
## [407]    train-error:0.036415
## [408]    train-error:0.036415
## [409]    train-error:0.036415
## [410]    train-error:0.036415
## [411]    train-error:0.036415
## [412]    train-error:0.036415
## [413]    train-error:0.036415
## [414]    train-error:0.036415
## [415]    train-error:0.036415
## [416]    train-error:0.036415
## [417]    train-error:0.039216
## [418]    train-error:0.039216
## [419]    train-error:0.039216
## [420]    train-error:0.036415
## [421]    train-error:0.036415
## [422]    train-error:0.036415
## [423]    train-error:0.036415
## [424]    train-error:0.036415
## [425]    train-error:0.036415
## [426]    train-error:0.039216
## [427]    train-error:0.036415
## [0]  train-error:0.192737
## [1]  train-error:0.198324
## [2]  train-error:0.159218
## [3]  train-error:0.153631
## [4]  train-error:0.150838
## [5]  train-error:0.153631
## [6]  train-error:0.142458
## [7]  train-error:0.142458
## [8]  train-error:0.145251
## [9]  train-error:0.142458
## [10] train-error:0.136872
## [11] train-error:0.145251
## [12] train-error:0.134078
## [13] train-error:0.150838
## [14] train-error:0.150838
## [15] train-error:0.142458
## [16] train-error:0.148045
## [17] train-error:0.142458
## [18] train-error:0.148045
## [19] train-error:0.136872
## [20] train-error:0.136872
## [21] train-error:0.131285
## [22] train-error:0.128492
## [23] train-error:0.125698
## [24] train-error:0.128492
## [25] train-error:0.117318
## [26] train-error:0.120112
## [27] train-error:0.136872
## [28] train-error:0.139665
## [29] train-error:0.142458
## [30] train-error:0.139665
## [31] train-error:0.131285
## [32] train-error:0.114525
## [33] train-error:0.111732
## [34] train-error:0.111732
## [35] train-error:0.114525
## [36] train-error:0.117318
## [37] train-error:0.114525
## [38] train-error:0.122905
## [39] train-error:0.125698
## [40] train-error:0.122905
## [41] train-error:0.128492
## [42] train-error:0.125698
## [43] train-error:0.128492
## [44] train-error:0.128492
## [45] train-error:0.117318
## [46] train-error:0.114525
## [47] train-error:0.128492
## [48] train-error:0.125698
## [49] train-error:0.117318
## [50] train-error:0.122905
## [51] train-error:0.103352
## [52] train-error:0.114525
## [53] train-error:0.106145
## [54] train-error:0.117318
## [55] train-error:0.114525
## [56] train-error:0.100559
## [57] train-error:0.114525
## [58] train-error:0.114525
## [59] train-error:0.097765
## [60] train-error:0.106145
## [61] train-error:0.111732
## [62] train-error:0.103352
## [63] train-error:0.097765
## [64] train-error:0.100559
## [65] train-error:0.103352
## [66] train-error:0.106145
## [67] train-error:0.089385
## [68] train-error:0.100559
## [69] train-error:0.089385
## [70] train-error:0.089385
## [71] train-error:0.097765
## [72] train-error:0.097765
## [73] train-error:0.097765
## [74] train-error:0.094972
## [75] train-error:0.092179
## [76] train-error:0.100559
## [77] train-error:0.108939
## [78] train-error:0.108939
## [79] train-error:0.106145
## [80] train-error:0.089385
## [81] train-error:0.100559
## [82] train-error:0.097765
## [83] train-error:0.092179
## [84] train-error:0.106145
## [85] train-error:0.108939
## [86] train-error:0.089385
## [87] train-error:0.094972
## [88] train-error:0.094972
## [89] train-error:0.092179
## [90] train-error:0.108939
## [91] train-error:0.103352
## [92] train-error:0.094972
## [93] train-error:0.103352
## [94] train-error:0.100559
## [95] train-error:0.114525
## [96] train-error:0.097765
## [97] train-error:0.092179
## [98] train-error:0.100559
## [99] train-error:0.100559
## [100]    train-error:0.094972
## [101]    train-error:0.097765
## [102]    train-error:0.103352
## [103]    train-error:0.103352
## [104]    train-error:0.106145
## [105]    train-error:0.089385
## [106]    train-error:0.086592
## [107]    train-error:0.092179
## [108]    train-error:0.083799
## [109]    train-error:0.083799
## [110]    train-error:0.081006
## [111]    train-error:0.086592
## [112]    train-error:0.083799
## [113]    train-error:0.086592
## [114]    train-error:0.083799
## [115]    train-error:0.092179
## [116]    train-error:0.081006
## [117]    train-error:0.083799
## [118]    train-error:0.092179
## [119]    train-error:0.094972
## [120]    train-error:0.086592
## [121]    train-error:0.072626
## [122]    train-error:0.081006
## [123]    train-error:0.078212
## [124]    train-error:0.078212
## [125]    train-error:0.078212
## [126]    train-error:0.078212
## [127]    train-error:0.078212
## [128]    train-error:0.083799
## [129]    train-error:0.092179
## [130]    train-error:0.075419
## [131]    train-error:0.081006
## [132]    train-error:0.081006
## [133]    train-error:0.075419
## [134]    train-error:0.086592
## [135]    train-error:0.081006
## [136]    train-error:0.078212
## [137]    train-error:0.075419
## [138]    train-error:0.075419
## [139]    train-error:0.078212
## [140]    train-error:0.075419
## [141]    train-error:0.078212
## [142]    train-error:0.083799
## [143]    train-error:0.072626
## [144]    train-error:0.078212
## [145]    train-error:0.075419
## [146]    train-error:0.067039
## [147]    train-error:0.069832
## [148]    train-error:0.067039
## [149]    train-error:0.069832
## [150]    train-error:0.072626
## [151]    train-error:0.072626
## [152]    train-error:0.072626
## [153]    train-error:0.072626
## [154]    train-error:0.078212
## [155]    train-error:0.081006
## [156]    train-error:0.078212
## [157]    train-error:0.075419
## [158]    train-error:0.069832
## [159]    train-error:0.067039
## [160]    train-error:0.069832
## [161]    train-error:0.072626
## [162]    train-error:0.069832
## [163]    train-error:0.069832
## [164]    train-error:0.075419
## [165]    train-error:0.075419
## [166]    train-error:0.072626
## [167]    train-error:0.069832
## [168]    train-error:0.069832
## [169]    train-error:0.072626
## [170]    train-error:0.069832
## [171]    train-error:0.064246
## [172]    train-error:0.067039
## [173]    train-error:0.058659
## [174]    train-error:0.055866
## [175]    train-error:0.058659
## [176]    train-error:0.061453
## [177]    train-error:0.055866
## [178]    train-error:0.058659
## [179]    train-error:0.067039
## [180]    train-error:0.058659
## [181]    train-error:0.067039
## [182]    train-error:0.072626
## [183]    train-error:0.067039
## [184]    train-error:0.064246
## [185]    train-error:0.067039
## [186]    train-error:0.064246
## [187]    train-error:0.064246
## [188]    train-error:0.061453
## [189]    train-error:0.069832
## [190]    train-error:0.058659
## [191]    train-error:0.069832
## [192]    train-error:0.064246
## [193]    train-error:0.072626
## [194]    train-error:0.072626
## [195]    train-error:0.064246
## [196]    train-error:0.072626
## [197]    train-error:0.061453
## [198]    train-error:0.067039
## [199]    train-error:0.064246
## [200]    train-error:0.058659
## [201]    train-error:0.061453
## [202]    train-error:0.064246
## [203]    train-error:0.067039
## [204]    train-error:0.058659
## [205]    train-error:0.058659
## [206]    train-error:0.058659
## [207]    train-error:0.067039
## [208]    train-error:0.067039
## [209]    train-error:0.069832
## [210]    train-error:0.069832
## [211]    train-error:0.069832
## [212]    train-error:0.064246
## [213]    train-error:0.067039
## [214]    train-error:0.061453
## [215]    train-error:0.064246
## [216]    train-error:0.053073
## [217]    train-error:0.067039
## [218]    train-error:0.067039
## [219]    train-error:0.061453
## [220]    train-error:0.064246
## [221]    train-error:0.064246
## [222]    train-error:0.058659
## [223]    train-error:0.058659
## [224]    train-error:0.061453
## [225]    train-error:0.058659
## [226]    train-error:0.067039
## [227]    train-error:0.055866
## [228]    train-error:0.067039
## [229]    train-error:0.061453
## [230]    train-error:0.053073
## [231]    train-error:0.061453
## [232]    train-error:0.058659
## [233]    train-error:0.058659
## [234]    train-error:0.058659
## [235]    train-error:0.055866
## [236]    train-error:0.055866
## [237]    train-error:0.055866
## [238]    train-error:0.058659
## [239]    train-error:0.050279
## [240]    train-error:0.055866
## [241]    train-error:0.053073
## [242]    train-error:0.050279
## [243]    train-error:0.058659
## [244]    train-error:0.055866
## [245]    train-error:0.064246
## [246]    train-error:0.055866
## [247]    train-error:0.061453
## [248]    train-error:0.050279
## [249]    train-error:0.055866
## [250]    train-error:0.055866
## [251]    train-error:0.055866
## [252]    train-error:0.053073
## [253]    train-error:0.047486
## [254]    train-error:0.044693
## [255]    train-error:0.047486
## [256]    train-error:0.044693
## [257]    train-error:0.053073
## [258]    train-error:0.050279
## [259]    train-error:0.047486
## [260]    train-error:0.050279
## [261]    train-error:0.053073
## [262]    train-error:0.055866
## [263]    train-error:0.047486
## [264]    train-error:0.050279
## [265]    train-error:0.041899
## [266]    train-error:0.047486
## [267]    train-error:0.036313
## [268]    train-error:0.036313
## [269]    train-error:0.041899
## [270]    train-error:0.044693
## [271]    train-error:0.044693
## [272]    train-error:0.041899
## [273]    train-error:0.047486
## [274]    train-error:0.047486
## [275]    train-error:0.050279
## [276]    train-error:0.050279
## [277]    train-error:0.047486
## [278]    train-error:0.044693
## [279]    train-error:0.039106
## [280]    train-error:0.044693
## [281]    train-error:0.044693
## [282]    train-error:0.047486
## [283]    train-error:0.039106
## [284]    train-error:0.041899
## [285]    train-error:0.047486
## [286]    train-error:0.039106
## [287]    train-error:0.047486
## [288]    train-error:0.041899
## [289]    train-error:0.050279
## [290]    train-error:0.047486
## [291]    train-error:0.047486
## [292]    train-error:0.050279
## [293]    train-error:0.041899
## [294]    train-error:0.047486
## [295]    train-error:0.055866
## [296]    train-error:0.050279
## [297]    train-error:0.044693
## [298]    train-error:0.041899
## [299]    train-error:0.044693
## [300]    train-error:0.047486
## [301]    train-error:0.047486
## [302]    train-error:0.050279
## [303]    train-error:0.041899
## [304]    train-error:0.047486
## [305]    train-error:0.050279
## [306]    train-error:0.053073
## [307]    train-error:0.053073
## [308]    train-error:0.041899
## [309]    train-error:0.047486
## [310]    train-error:0.053073
## [311]    train-error:0.061453
## [312]    train-error:0.058659
## [313]    train-error:0.058659
## [314]    train-error:0.061453
## [315]    train-error:0.058659
## [316]    train-error:0.044693
## [317]    train-error:0.047486
## [318]    train-error:0.041899
## [319]    train-error:0.039106
## [320]    train-error:0.039106
## [321]    train-error:0.036313
## [322]    train-error:0.036313
## [323]    train-error:0.050279
## [324]    train-error:0.036313
## [325]    train-error:0.036313
## [326]    train-error:0.047486
## [327]    train-error:0.041899
## [328]    train-error:0.039106
## [329]    train-error:0.044693
## [330]    train-error:0.041899
## [331]    train-error:0.041899
## [332]    train-error:0.041899
## [333]    train-error:0.047486
## [334]    train-error:0.044693
## [335]    train-error:0.047486
## [336]    train-error:0.053073
## [337]    train-error:0.047486
## [338]    train-error:0.055866
## [339]    train-error:0.047486
## [340]    train-error:0.053073
## [341]    train-error:0.039106
## [342]    train-error:0.050279
## [343]    train-error:0.050279
## [344]    train-error:0.055866
## [345]    train-error:0.044693
## [346]    train-error:0.039106
## [347]    train-error:0.047486
## [348]    train-error:0.047486
## [349]    train-error:0.041899
## [350]    train-error:0.041899
## [351]    train-error:0.053073
## [352]    train-error:0.047486
## [353]    train-error:0.047486
## [354]    train-error:0.041899
## [355]    train-error:0.044693
## [356]    train-error:0.047486
## [357]    train-error:0.047486
## [358]    train-error:0.044693
## [359]    train-error:0.041899
## [360]    train-error:0.047486
## [361]    train-error:0.041899
## [362]    train-error:0.044693
## [363]    train-error:0.044693
## [364]    train-error:0.050279
## [365]    train-error:0.044693
## [366]    train-error:0.047486
## [367]    train-error:0.044693
## [368]    train-error:0.050279
## [369]    train-error:0.044693
## [370]    train-error:0.039106
## [371]    train-error:0.044693
## [372]    train-error:0.041899
## [373]    train-error:0.039106
## [374]    train-error:0.047486
## [375]    train-error:0.053073
## [376]    train-error:0.047486
## [377]    train-error:0.047486
## [378]    train-error:0.039106
## [379]    train-error:0.041899
## [380]    train-error:0.036313
## [381]    train-error:0.030726
## [382]    train-error:0.033520
## [383]    train-error:0.033520
## [384]    train-error:0.033520
## [385]    train-error:0.036313
## [386]    train-error:0.039106
## [387]    train-error:0.041899
## [388]    train-error:0.041899
## [389]    train-error:0.039106
## [390]    train-error:0.039106
## [391]    train-error:0.039106
## [392]    train-error:0.044693
## [393]    train-error:0.039106
## [394]    train-error:0.039106
## [395]    train-error:0.044693
## [396]    train-error:0.027933
## [397]    train-error:0.030726
## [398]    train-error:0.030726
## [399]    train-error:0.036313
## [400]    train-error:0.039106
## [401]    train-error:0.033520
## [402]    train-error:0.041899
## [403]    train-error:0.039106
## [404]    train-error:0.025140
## [405]    train-error:0.039106
## [406]    train-error:0.030726
## [407]    train-error:0.041899
## [408]    train-error:0.033520
## [409]    train-error:0.041899
## [410]    train-error:0.039106
## [411]    train-error:0.033520
## [412]    train-error:0.039106
## [413]    train-error:0.033520
## [414]    train-error:0.036313
## [415]    train-error:0.039106
## [416]    train-error:0.030726
## [417]    train-error:0.036313
## [418]    train-error:0.030726
## [419]    train-error:0.033520
## [420]    train-error:0.033520
## [421]    train-error:0.033520
## [422]    train-error:0.036313
## [423]    train-error:0.033520
## [424]    train-error:0.033520
## [425]    train-error:0.039106
## [426]    train-error:0.033520
## [427]    train-error:0.036313
## [428]    train-error:0.041899
## [429]    train-error:0.041899
## [430]    train-error:0.041899
## [431]    train-error:0.041899
## [432]    train-error:0.044693
## [433]    train-error:0.039106
## [434]    train-error:0.039106
## [435]    train-error:0.039106
## [436]    train-error:0.039106
## [437]    train-error:0.036313
## [438]    train-error:0.033520
## [439]    train-error:0.041899
## [440]    train-error:0.036313
## [441]    train-error:0.033520
## [442]    train-error:0.036313
## [443]    train-error:0.044693
## [444]    train-error:0.044693
## [445]    train-error:0.041899
## [446]    train-error:0.033520
## [447]    train-error:0.039106
## [448]    train-error:0.041899
## [449]    train-error:0.039106
## [450]    train-error:0.033520
## [451]    train-error:0.033520
## [452]    train-error:0.036313
## [453]    train-error:0.039106
## [454]    train-error:0.041899
## [455]    train-error:0.033520
## [456]    train-error:0.027933
## [457]    train-error:0.033520
## [458]    train-error:0.033520
## [459]    train-error:0.027933
## [460]    train-error:0.030726
## [461]    train-error:0.025140
## [462]    train-error:0.025140
## [463]    train-error:0.027933
## [464]    train-error:0.027933
## [465]    train-error:0.030726
## [466]    train-error:0.030726
## [467]    train-error:0.036313
## [468]    train-error:0.033520
## [469]    train-error:0.033520
## [470]    train-error:0.033520
## [471]    train-error:0.033520
## [472]    train-error:0.030726
## [473]    train-error:0.030726
## [474]    train-error:0.030726
## [475]    train-error:0.030726
## [476]    train-error:0.030726
## [477]    train-error:0.030726
## [478]    train-error:0.025140
## [479]    train-error:0.027933
## [480]    train-error:0.027933
## [481]    train-error:0.025140
## [482]    train-error:0.030726
## [483]    train-error:0.033520
## [484]    train-error:0.036313
## [485]    train-error:0.027933
## [486]    train-error:0.030726
## [487]    train-error:0.027933
## [488]    train-error:0.030726
## [489]    train-error:0.027933
## [490]    train-error:0.036313
## [491]    train-error:0.030726
## [492]    train-error:0.030726
## [493]    train-error:0.030726
## [494]    train-error:0.036313
## [495]    train-error:0.036313
## [496]    train-error:0.030726
## [497]    train-error:0.027933
## [498]    train-error:0.033520
## [499]    train-error:0.039106
## [500]    train-error:0.033520
## [501]    train-error:0.030726
## [502]    train-error:0.039106
## [503]    train-error:0.036313
## [504]    train-error:0.030726
## [505]    train-error:0.036313
## [506]    train-error:0.027933
## [507]    train-error:0.030726
## [508]    train-error:0.039106
## [509]    train-error:0.033520
## [510]    train-error:0.030726
## [511]    train-error:0.033520
## [512]    train-error:0.033520
## [513]    train-error:0.033520
## [514]    train-error:0.036313
## [515]    train-error:0.036313
## [516]    train-error:0.039106
## [517]    train-error:0.041899
## [518]    train-error:0.036313
## [519]    train-error:0.033520
## [520]    train-error:0.036313
## [521]    train-error:0.030726
## [522]    train-error:0.030726
## [523]    train-error:0.027933
## [524]    train-error:0.027933
## [525]    train-error:0.030726
## [526]    train-error:0.030726
## [527]    train-error:0.033520
## [528]    train-error:0.036313
## [529]    train-error:0.030726
## [530]    train-error:0.033520
## [531]    train-error:0.033520
## [532]    train-error:0.036313
## [533]    train-error:0.033520
## [534]    train-error:0.033520
## [535]    train-error:0.033520
## [536]    train-error:0.030726
## [537]    train-error:0.030726
## [538]    train-error:0.027933
## [539]    train-error:0.033520
## [540]    train-error:0.036313
## [541]    train-error:0.033520
## [542]    train-error:0.033520
## [543]    train-error:0.033520
## [544]    train-error:0.030726
## [545]    train-error:0.036313
## [546]    train-error:0.033520
## [547]    train-error:0.033520
## [548]    train-error:0.036313
## [549]    train-error:0.036313
## [550]    train-error:0.033520
## [551]    train-error:0.036313
## [552]    train-error:0.036313
## [553]    train-error:0.030726
## [554]    train-error:0.027933
## [555]    train-error:0.030726
## [556]    train-error:0.030726
## [557]    train-error:0.027933
## [558]    train-error:0.025140
## [559]    train-error:0.025140
## [560]    train-error:0.022346
## [561]    train-error:0.027933
## [562]    train-error:0.036313
## [563]    train-error:0.033520
## [564]    train-error:0.030726
## [565]    train-error:0.025140
## [566]    train-error:0.022346
## [567]    train-error:0.025140
## [568]    train-error:0.033520
## [569]    train-error:0.033520
## [570]    train-error:0.027933
## [571]    train-error:0.030726
## [572]    train-error:0.030726
## [573]    train-error:0.036313
## [574]    train-error:0.033520
## [575]    train-error:0.030726
## [576]    train-error:0.036313
## [577]    train-error:0.025140
## [578]    train-error:0.027933
## [0]  train-error:0.187675
## [1]  train-error:0.173669
## [2]  train-error:0.156863
## [3]  train-error:0.145658
## [4]  train-error:0.151261
## [5]  train-error:0.137255
## [6]  train-error:0.128852
## [7]  train-error:0.151261
## [8]  train-error:0.128852
## [9]  train-error:0.126050
## [10] train-error:0.140056
## [11] train-error:0.126050
## [12] train-error:0.114846
## [13] train-error:0.117647
## [14] train-error:0.120448
## [15] train-error:0.134454
## [16] train-error:0.137255
## [17] train-error:0.114846
## [18] train-error:0.120448
## [19] train-error:0.126050
## [20] train-error:0.117647
## [21] train-error:0.131653
## [22] train-error:0.128852
## [23] train-error:0.117647
## [24] train-error:0.114846
## [25] train-error:0.117647
## [26] train-error:0.114846
## [27] train-error:0.106443
## [28] train-error:0.114846
## [29] train-error:0.117647
## [30] train-error:0.114846
## [31] train-error:0.106443
## [32] train-error:0.112045
## [33] train-error:0.112045
## [34] train-error:0.100840
## [35] train-error:0.100840
## [36] train-error:0.098039
## [37] train-error:0.098039
## [38] train-error:0.109244
## [39] train-error:0.095238
## [40] train-error:0.098039
## [41] train-error:0.098039
## [42] train-error:0.089636
## [43] train-error:0.086835
## [44] train-error:0.100840
## [45] train-error:0.098039
## [46] train-error:0.109244
## [47] train-error:0.106443
## [48] train-error:0.112045
## [49] train-error:0.106443
## [50] train-error:0.109244
## [51] train-error:0.098039
## [52] train-error:0.092437
## [53] train-error:0.100840
## [54] train-error:0.098039
## [55] train-error:0.092437
## [56] train-error:0.092437
## [57] train-error:0.084034
## [58] train-error:0.089636
## [59] train-error:0.081232
## [60] train-error:0.084034
## [61] train-error:0.084034
## [62] train-error:0.089636
## [63] train-error:0.092437
## [64] train-error:0.081232
## [65] train-error:0.084034
## [66] train-error:0.075630
## [67] train-error:0.089636
## [68] train-error:0.089636
## [69] train-error:0.081232
## [70] train-error:0.089636
## [71] train-error:0.075630
## [72] train-error:0.081232
## [73] train-error:0.078431
## [74] train-error:0.092437
## [75] train-error:0.089636
## [76] train-error:0.075630
## [77] train-error:0.072829
## [78] train-error:0.078431
## [79] train-error:0.081232
## [80] train-error:0.072829
## [81] train-error:0.072829
## [82] train-error:0.072829
## [83] train-error:0.075630
## [84] train-error:0.075630
## [85] train-error:0.075630
## [86] train-error:0.075630
## [87] train-error:0.075630
## [88] train-error:0.075630
## [89] train-error:0.072829
## [90] train-error:0.070028
## [91] train-error:0.072829
## [92] train-error:0.067227
## [93] train-error:0.067227
## [94] train-error:0.075630
## [95] train-error:0.072829
## [96] train-error:0.072829
## [97] train-error:0.067227
## [98] train-error:0.064426
## [99] train-error:0.058824
## [100]    train-error:0.061625
## [101]    train-error:0.058824
## [102]    train-error:0.067227
## [103]    train-error:0.064426
## [104]    train-error:0.067227
## [105]    train-error:0.058824
## [106]    train-error:0.061625
## [107]    train-error:0.072829
## [108]    train-error:0.067227
## [109]    train-error:0.067227
## [110]    train-error:0.064426
## [111]    train-error:0.056022
## [112]    train-error:0.061625
## [113]    train-error:0.058824
## [114]    train-error:0.053221
## [115]    train-error:0.058824
## [116]    train-error:0.067227
## [117]    train-error:0.061625
## [118]    train-error:0.050420
## [119]    train-error:0.064426
## [120]    train-error:0.061625
## [121]    train-error:0.061625
## [122]    train-error:0.067227
## [123]    train-error:0.067227
## [124]    train-error:0.067227
## [125]    train-error:0.064426
## [126]    train-error:0.061625
## [127]    train-error:0.056022
## [128]    train-error:0.061625
## [129]    train-error:0.061625
## [130]    train-error:0.053221
## [131]    train-error:0.050420
## [132]    train-error:0.050420
## [133]    train-error:0.050420
## [134]    train-error:0.056022
## [135]    train-error:0.050420
## [136]    train-error:0.058824
## [137]    train-error:0.061625
## [138]    train-error:0.067227
## [139]    train-error:0.056022
## [140]    train-error:0.058824
## [141]    train-error:0.056022
## [142]    train-error:0.061625
## [143]    train-error:0.061625
## [144]    train-error:0.056022
## [145]    train-error:0.056022
## [146]    train-error:0.053221
## [147]    train-error:0.050420
## [148]    train-error:0.061625
## [149]    train-error:0.053221
## [150]    train-error:0.058824
## [151]    train-error:0.058824
## [152]    train-error:0.058824
## [153]    train-error:0.061625
## [154]    train-error:0.061625
## [155]    train-error:0.061625
## [156]    train-error:0.061625
## [157]    train-error:0.067227
## [158]    train-error:0.056022
## [159]    train-error:0.053221
## [160]    train-error:0.050420
## [161]    train-error:0.047619
## [162]    train-error:0.056022
## [163]    train-error:0.056022
## [164]    train-error:0.061625
## [165]    train-error:0.058824
## [166]    train-error:0.047619
## [167]    train-error:0.053221
## [168]    train-error:0.047619
## [169]    train-error:0.047619
## [170]    train-error:0.056022
## [171]    train-error:0.053221
## [172]    train-error:0.050420
## [173]    train-error:0.047619
## [174]    train-error:0.056022
## [175]    train-error:0.053221
## [176]    train-error:0.047619
## [177]    train-error:0.044818
## [178]    train-error:0.042017
## [179]    train-error:0.050420
## [180]    train-error:0.044818
## [181]    train-error:0.042017
## [182]    train-error:0.047619
## [183]    train-error:0.044818
## [184]    train-error:0.044818
## [185]    train-error:0.047619
## [186]    train-error:0.044818
## [187]    train-error:0.053221
## [188]    train-error:0.047619
## [189]    train-error:0.050420
## [190]    train-error:0.050420
## [191]    train-error:0.047619
## [192]    train-error:0.053221
## [193]    train-error:0.047619
## [194]    train-error:0.053221
## [195]    train-error:0.050420
## [196]    train-error:0.042017
## [197]    train-error:0.053221
## [198]    train-error:0.047619
## [199]    train-error:0.042017
## [200]    train-error:0.042017
## [201]    train-error:0.044818
## [202]    train-error:0.053221
## [203]    train-error:0.047619
## [204]    train-error:0.056022
## [205]    train-error:0.053221
## [206]    train-error:0.050420
## [207]    train-error:0.050420
## [208]    train-error:0.047619
## [209]    train-error:0.044818
## [210]    train-error:0.047619
## [211]    train-error:0.039216
## [212]    train-error:0.042017
## [213]    train-error:0.033613
## [214]    train-error:0.042017
## [215]    train-error:0.047619
## [216]    train-error:0.042017
## [217]    train-error:0.053221
## [218]    train-error:0.039216
## [219]    train-error:0.042017
## [220]    train-error:0.044818
## [221]    train-error:0.042017
## [222]    train-error:0.047619
## [223]    train-error:0.044818
## [224]    train-error:0.042017
## [225]    train-error:0.036415
## [226]    train-error:0.036415
## [227]    train-error:0.036415
## [228]    train-error:0.036415
## [229]    train-error:0.042017
## [230]    train-error:0.033613
## [231]    train-error:0.042017
## [232]    train-error:0.042017
## [233]    train-error:0.044818
## [234]    train-error:0.039216
## [235]    train-error:0.042017
## [236]    train-error:0.044818
## [237]    train-error:0.042017
## [238]    train-error:0.042017
## [239]    train-error:0.036415
## [240]    train-error:0.042017
## [241]    train-error:0.044818
## [242]    train-error:0.033613
## [243]    train-error:0.033613
## [244]    train-error:0.033613
## [245]    train-error:0.036415
## [246]    train-error:0.033613
## [247]    train-error:0.039216
## [248]    train-error:0.039216
## [249]    train-error:0.042017
## [250]    train-error:0.039216
## [251]    train-error:0.039216
## [252]    train-error:0.047619
## [253]    train-error:0.039216
## [254]    train-error:0.042017
## [255]    train-error:0.036415
## [256]    train-error:0.039216
## [257]    train-error:0.033613
## [258]    train-error:0.039216
## [259]    train-error:0.039216
## [260]    train-error:0.033613
## [261]    train-error:0.033613
## [262]    train-error:0.036415
## [263]    train-error:0.044818
## [264]    train-error:0.042017
## [265]    train-error:0.039216
## [266]    train-error:0.039216
## [267]    train-error:0.042017
## [268]    train-error:0.042017
## [269]    train-error:0.033613
## [270]    train-error:0.044818
## [271]    train-error:0.036415
## [272]    train-error:0.036415
## [273]    train-error:0.044818
## [274]    train-error:0.042017
## [275]    train-error:0.033613
## [276]    train-error:0.036415
## [277]    train-error:0.030812
## [278]    train-error:0.039216
## [279]    train-error:0.044818
## [280]    train-error:0.044818
## [281]    train-error:0.039216
## [282]    train-error:0.039216
## [283]    train-error:0.039216
## [284]    train-error:0.039216
## [285]    train-error:0.036415
## [286]    train-error:0.042017
## [287]    train-error:0.042017
## [288]    train-error:0.039216
## [289]    train-error:0.042017
## [290]    train-error:0.039216
## [291]    train-error:0.039216
## [292]    train-error:0.036415
## [293]    train-error:0.036415
## [294]    train-error:0.033613
## [295]    train-error:0.039216
## [296]    train-error:0.036415
## [297]    train-error:0.033613
## [298]    train-error:0.036415
## [299]    train-error:0.042017
## [300]    train-error:0.042017
## [301]    train-error:0.036415
## [302]    train-error:0.033613
## [303]    train-error:0.028011
## [304]    train-error:0.036415
## [305]    train-error:0.039216
## [306]    train-error:0.036415
## [307]    train-error:0.042017
## [308]    train-error:0.036415
## [309]    train-error:0.039216
## [310]    train-error:0.039216
## [311]    train-error:0.033613
## [312]    train-error:0.030812
## [313]    train-error:0.036415
## [314]    train-error:0.039216
## [315]    train-error:0.044818
## [316]    train-error:0.044818
## [317]    train-error:0.044818
## [318]    train-error:0.042017
## [319]    train-error:0.036415
## [320]    train-error:0.036415
## [321]    train-error:0.033613
## [322]    train-error:0.036415
## [323]    train-error:0.039216
## [324]    train-error:0.039216
## [325]    train-error:0.039216
## [326]    train-error:0.039216
## [327]    train-error:0.039216
## [328]    train-error:0.039216
## [329]    train-error:0.033613
## [330]    train-error:0.039216
## [331]    train-error:0.039216
## [332]    train-error:0.039216
## [333]    train-error:0.039216
## [334]    train-error:0.036415
## [335]    train-error:0.039216
## [336]    train-error:0.033613
## [337]    train-error:0.033613
## [338]    train-error:0.036415
## [339]    train-error:0.033613
## [340]    train-error:0.033613
## [341]    train-error:0.036415
## [342]    train-error:0.033613
## [343]    train-error:0.036415
## [344]    train-error:0.039216
## [345]    train-error:0.033613
## [346]    train-error:0.039216
## [347]    train-error:0.039216
## [348]    train-error:0.042017
## [349]    train-error:0.042017
## [350]    train-error:0.039216
## [351]    train-error:0.039216
## [352]    train-error:0.036415
## [353]    train-error:0.036415
## [354]    train-error:0.036415
## [355]    train-error:0.033613
## [356]    train-error:0.028011
## [357]    train-error:0.030812
## [358]    train-error:0.030812
## [359]    train-error:0.030812
## [360]    train-error:0.033613
## [361]    train-error:0.033613
## [362]    train-error:0.036415
## [363]    train-error:0.036415
## [364]    train-error:0.036415
## [365]    train-error:0.033613
## [366]    train-error:0.033613
## [367]    train-error:0.039216
## [368]    train-error:0.036415
## [369]    train-error:0.030812
## [370]    train-error:0.025210
## [371]    train-error:0.028011
## [372]    train-error:0.036415
## [373]    train-error:0.033613
## [374]    train-error:0.028011
## [375]    train-error:0.028011
## [376]    train-error:0.030812
## [377]    train-error:0.036415
## [378]    train-error:0.033613
## [379]    train-error:0.033613
## [380]    train-error:0.030812
## [381]    train-error:0.028011
## [382]    train-error:0.028011
## [383]    train-error:0.028011
## [384]    train-error:0.028011
## [385]    train-error:0.028011
## [386]    train-error:0.030812
## [387]    train-error:0.036415
## [388]    train-error:0.036415
## [389]    train-error:0.033613
## [390]    train-error:0.033613
## [391]    train-error:0.030812
## [392]    train-error:0.033613
## [393]    train-error:0.033613
## [394]    train-error:0.033613
## [395]    train-error:0.030812
## [396]    train-error:0.036415
## [397]    train-error:0.039216
## [398]    train-error:0.036415
## [399]    train-error:0.039216
## [400]    train-error:0.039216
## [401]    train-error:0.039216
## [402]    train-error:0.036415
## [403]    train-error:0.033613
## [404]    train-error:0.033613
## [405]    train-error:0.033613
## [406]    train-error:0.030812
## [407]    train-error:0.030812
## [408]    train-error:0.033613
## [409]    train-error:0.030812
## [410]    train-error:0.030812
## [411]    train-error:0.030812
## [412]    train-error:0.030812
## [413]    train-error:0.036415
## [414]    train-error:0.036415
## [415]    train-error:0.036415
## [416]    train-error:0.036415
## [417]    train-error:0.033613
## [418]    train-error:0.030812
## [419]    train-error:0.028011
## [420]    train-error:0.030812
## [421]    train-error:0.033613
## [422]    train-error:0.033613
## [423]    train-error:0.030812
## [424]    train-error:0.033613
## [425]    train-error:0.030812
## [426]    train-error:0.033613
## [427]    train-error:0.033613
## [428]    train-error:0.033613
## [429]    train-error:0.039216
## [430]    train-error:0.030812
## [431]    train-error:0.025210
## [432]    train-error:0.033613
## [433]    train-error:0.030812
## [434]    train-error:0.036415
## [435]    train-error:0.030812
## [436]    train-error:0.036415
## [437]    train-error:0.033613
## [438]    train-error:0.033613
## [439]    train-error:0.039216
## [440]    train-error:0.033613
## [441]    train-error:0.033613
## [442]    train-error:0.030812
## [443]    train-error:0.030812
## [444]    train-error:0.036415
## [445]    train-error:0.028011
## [446]    train-error:0.033613
## [447]    train-error:0.030812
## [448]    train-error:0.030812
## [449]    train-error:0.028011
## [450]    train-error:0.028011
## [451]    train-error:0.025210
## [452]    train-error:0.030812
## [453]    train-error:0.033613
## [454]    train-error:0.033613
## [455]    train-error:0.030812
## [456]    train-error:0.030812
## [457]    train-error:0.028011
## [458]    train-error:0.030812
## [459]    train-error:0.036415
## [460]    train-error:0.030812
## [461]    train-error:0.030812
## [462]    train-error:0.030812
## [463]    train-error:0.030812
## [464]    train-error:0.033613
## [465]    train-error:0.028011
## [466]    train-error:0.042017
## [467]    train-error:0.039216
## [468]    train-error:0.036415
## [469]    train-error:0.036415
## [470]    train-error:0.030812
## [471]    train-error:0.033613
## [472]    train-error:0.033613
## [473]    train-error:0.030812
## [474]    train-error:0.036415
## [475]    train-error:0.039216
## [476]    train-error:0.036415
## [477]    train-error:0.030812
## [478]    train-error:0.039216
## [479]    train-error:0.030812
## [480]    train-error:0.033613
## [481]    train-error:0.028011
## [482]    train-error:0.025210
## [483]    train-error:0.025210
## [484]    train-error:0.025210
## [485]    train-error:0.025210
## [486]    train-error:0.028011
## [487]    train-error:0.028011
## [488]    train-error:0.030812
## [489]    train-error:0.025210
## [490]    train-error:0.022409
## [491]    train-error:0.022409
## [492]    train-error:0.022409
## [493]    train-error:0.022409
## [494]    train-error:0.025210
## [495]    train-error:0.022409
## [496]    train-error:0.028011
## [497]    train-error:0.028011
## [498]    train-error:0.030812
## [499]    train-error:0.025210
## [500]    train-error:0.025210
## [501]    train-error:0.025210
## [502]    train-error:0.028011
## [503]    train-error:0.030812
## [504]    train-error:0.030812
## [505]    train-error:0.030812
## [506]    train-error:0.033613
## [507]    train-error:0.033613
## [508]    train-error:0.030812
## [509]    train-error:0.033613
## [510]    train-error:0.025210
## [511]    train-error:0.025210
## [512]    train-error:0.022409
## [513]    train-error:0.022409
## [514]    train-error:0.022409
## [515]    train-error:0.022409
## [516]    train-error:0.025210
## [517]    train-error:0.028011
## [518]    train-error:0.022409
## [519]    train-error:0.028011
## [520]    train-error:0.030812
## [521]    train-error:0.028011
## [522]    train-error:0.022409
## [523]    train-error:0.022409
## [524]    train-error:0.025210
## [525]    train-error:0.025210
## [526]    train-error:0.030812
## [527]    train-error:0.033613
## [528]    train-error:0.030812
## [529]    train-error:0.028011
## [530]    train-error:0.025210
## [531]    train-error:0.025210
## [532]    train-error:0.028011
## [533]    train-error:0.028011
## [534]    train-error:0.025210
## [535]    train-error:0.025210
## [536]    train-error:0.033613
## [537]    train-error:0.030812
## [538]    train-error:0.030812
## [539]    train-error:0.030812
## [540]    train-error:0.030812
## [541]    train-error:0.028011
## [542]    train-error:0.033613
## [543]    train-error:0.033613
## [544]    train-error:0.028011
## [545]    train-error:0.028011
## [546]    train-error:0.028011
## [547]    train-error:0.030812
## [548]    train-error:0.028011
## [549]    train-error:0.028011
## [550]    train-error:0.025210
## [551]    train-error:0.025210
## [552]    train-error:0.028011
## [553]    train-error:0.030812
## [554]    train-error:0.025210
## [555]    train-error:0.030812
## [556]    train-error:0.028011
## [557]    train-error:0.028011
## [558]    train-error:0.028011
## [559]    train-error:0.030812
## [560]    train-error:0.030812
## [561]    train-error:0.030812
## [562]    train-error:0.028011
## [563]    train-error:0.030812
## [564]    train-error:0.028011
## [565]    train-error:0.030812
## [566]    train-error:0.028011
## [567]    train-error:0.030812
## [568]    train-error:0.022409
## [569]    train-error:0.033613
## [570]    train-error:0.030812
## [571]    train-error:0.033613
## [572]    train-error:0.033613
## [573]    train-error:0.022409
## [574]    train-error:0.025210
## [575]    train-error:0.028011
## [576]    train-error:0.022409
## [577]    train-error:0.022409
## [578]    train-error:0.022409
## [0]  train-error:0.212885
## [1]  train-error:0.170868
## [2]  train-error:0.154062
## [3]  train-error:0.148459
## [4]  train-error:0.151261
## [5]  train-error:0.159664
## [6]  train-error:0.137255
## [7]  train-error:0.145658
## [8]  train-error:0.134454
## [9]  train-error:0.128852
## [10] train-error:0.137255
## [11] train-error:0.134454
## [12] train-error:0.109244
## [13] train-error:0.100840
## [14] train-error:0.117647
## [15] train-error:0.106443
## [16] train-error:0.114846
## [17] train-error:0.114846
## [18] train-error:0.126050
## [19] train-error:0.114846
## [20] train-error:0.112045
## [21] train-error:0.114846
## [22] train-error:0.128852
## [23] train-error:0.123249
## [24] train-error:0.114846
## [25] train-error:0.109244
## [26] train-error:0.098039
## [27] train-error:0.098039
## [28] train-error:0.103641
## [29] train-error:0.095238
## [30] train-error:0.103641
## [31] train-error:0.100840
## [32] train-error:0.098039
## [33] train-error:0.106443
## [34] train-error:0.106443
## [35] train-error:0.100840
## [36] train-error:0.106443
## [37] train-error:0.095238
## [38] train-error:0.098039
## [39] train-error:0.095238
## [40] train-error:0.081232
## [41] train-error:0.084034
## [42] train-error:0.084034
## [43] train-error:0.089636
## [44] train-error:0.084034
## [45] train-error:0.089636
## [46] train-error:0.086835
## [47] train-error:0.103641
## [48] train-error:0.103641
## [49] train-error:0.098039
## [50] train-error:0.084034
## [51] train-error:0.092437
## [52] train-error:0.092437
## [53] train-error:0.086835
## [54] train-error:0.098039
## [55] train-error:0.086835
## [56] train-error:0.092437
## [57] train-error:0.086835
## [58] train-error:0.081232
## [59] train-error:0.095238
## [60] train-error:0.089636
## [61] train-error:0.086835
## [62] train-error:0.086835
## [63] train-error:0.086835
## [64] train-error:0.084034
## [65] train-error:0.075630
## [66] train-error:0.081232
## [67] train-error:0.081232
## [68] train-error:0.075630
## [69] train-error:0.078431
## [70] train-error:0.078431
## [71] train-error:0.092437
## [72] train-error:0.084034
## [73] train-error:0.086835
## [74] train-error:0.089636
## [75] train-error:0.084034
## [76] train-error:0.081232
## [77] train-error:0.078431
## [78] train-error:0.086835
## [79] train-error:0.092437
## [80] train-error:0.086835
## [81] train-error:0.072829
## [82] train-error:0.086835
## [83] train-error:0.078431
## [84] train-error:0.075630
## [85] train-error:0.089636
## [86] train-error:0.089636
## [87] train-error:0.098039
## [88] train-error:0.081232
## [89] train-error:0.089636
## [90] train-error:0.092437
## [91] train-error:0.084034
## [92] train-error:0.072829
## [93] train-error:0.081232
## [94] train-error:0.072829
## [95] train-error:0.067227
## [96] train-error:0.072829
## [97] train-error:0.078431
## [98] train-error:0.086835
## [99] train-error:0.081232
## [100]    train-error:0.084034
## [101]    train-error:0.064426
## [102]    train-error:0.072829
## [103]    train-error:0.067227
## [104]    train-error:0.064426
## [105]    train-error:0.075630
## [106]    train-error:0.067227
## [107]    train-error:0.078431
## [108]    train-error:0.072829
## [109]    train-error:0.067227
## [110]    train-error:0.070028
## [111]    train-error:0.067227
## [112]    train-error:0.056022
## [113]    train-error:0.053221
## [114]    train-error:0.070028
## [115]    train-error:0.064426
## [116]    train-error:0.058824
## [117]    train-error:0.058824
## [118]    train-error:0.056022
## [119]    train-error:0.064426
## [120]    train-error:0.064426
## [121]    train-error:0.061625
## [122]    train-error:0.070028
## [123]    train-error:0.061625
## [124]    train-error:0.053221
## [125]    train-error:0.064426
## [126]    train-error:0.050420
## [127]    train-error:0.053221
## [128]    train-error:0.056022
## [129]    train-error:0.056022
## [130]    train-error:0.064426
## [131]    train-error:0.050420
## [132]    train-error:0.053221
## [133]    train-error:0.058824
## [134]    train-error:0.056022
## [135]    train-error:0.064426
## [136]    train-error:0.050420
## [137]    train-error:0.061625
## [138]    train-error:0.053221
## [139]    train-error:0.058824
## [140]    train-error:0.061625
## [141]    train-error:0.058824
## [142]    train-error:0.058824
## [143]    train-error:0.056022
## [144]    train-error:0.053221
## [145]    train-error:0.064426
## [146]    train-error:0.056022
## [147]    train-error:0.053221
## [148]    train-error:0.056022
## [149]    train-error:0.050420
## [150]    train-error:0.044818
## [151]    train-error:0.050420
## [152]    train-error:0.047619
## [153]    train-error:0.044818
## [154]    train-error:0.050420
## [155]    train-error:0.050420
## [156]    train-error:0.050420
## [157]    train-error:0.050420
## [158]    train-error:0.050420
## [159]    train-error:0.053221
## [160]    train-error:0.050420
## [161]    train-error:0.053221
## [162]    train-error:0.047619
## [163]    train-error:0.044818
## [164]    train-error:0.053221
## [165]    train-error:0.044818
## [166]    train-error:0.047619
## [167]    train-error:0.047619
## [168]    train-error:0.042017
## [169]    train-error:0.042017
## [170]    train-error:0.053221
## [171]    train-error:0.047619
## [172]    train-error:0.053221
## [173]    train-error:0.050420
## [174]    train-error:0.058824
## [175]    train-error:0.056022
## [176]    train-error:0.042017
## [177]    train-error:0.053221
## [178]    train-error:0.061625
## [179]    train-error:0.058824
## [180]    train-error:0.064426
## [181]    train-error:0.050420
## [182]    train-error:0.050420
## [183]    train-error:0.050420
## [184]    train-error:0.050420
## [185]    train-error:0.047619
## [186]    train-error:0.050420
## [187]    train-error:0.047619
## [188]    train-error:0.050420
## [189]    train-error:0.044818
## [190]    train-error:0.039216
## [191]    train-error:0.042017
## [192]    train-error:0.039216
## [193]    train-error:0.044818
## [194]    train-error:0.047619
## [195]    train-error:0.053221
## [196]    train-error:0.050420
## [197]    train-error:0.042017
## [198]    train-error:0.044818
## [199]    train-error:0.047619
## [200]    train-error:0.047619
## [201]    train-error:0.042017
## [202]    train-error:0.047619
## [203]    train-error:0.053221
## [204]    train-error:0.053221
## [205]    train-error:0.053221
## [206]    train-error:0.047619
## [207]    train-error:0.039216
## [208]    train-error:0.044818
## [209]    train-error:0.047619
## [210]    train-error:0.042017
## [211]    train-error:0.044818
## [212]    train-error:0.047619
## [213]    train-error:0.047619
## [214]    train-error:0.039216
## [215]    train-error:0.047619
## [216]    train-error:0.042017
## [217]    train-error:0.042017
## [218]    train-error:0.039216
## [219]    train-error:0.047619
## [220]    train-error:0.042017
## [221]    train-error:0.044818
## [222]    train-error:0.044818
## [223]    train-error:0.044818
## [224]    train-error:0.044818
## [225]    train-error:0.044818
## [226]    train-error:0.039216
## [227]    train-error:0.042017
## [228]    train-error:0.044818
## [229]    train-error:0.039216
## [230]    train-error:0.039216
## [231]    train-error:0.036415
## [232]    train-error:0.039216
## [233]    train-error:0.042017
## [234]    train-error:0.047619
## [235]    train-error:0.044818
## [236]    train-error:0.047619
## [237]    train-error:0.044818
## [238]    train-error:0.044818
## [239]    train-error:0.044818
## [240]    train-error:0.044818
## [241]    train-error:0.050420
## [242]    train-error:0.044818
## [243]    train-error:0.039216
## [244]    train-error:0.042017
## [245]    train-error:0.036415
## [246]    train-error:0.042017
## [247]    train-error:0.044818
## [248]    train-error:0.047619
## [249]    train-error:0.047619
## [250]    train-error:0.042017
## [251]    train-error:0.039216
## [252]    train-error:0.039216
## [253]    train-error:0.044818
## [254]    train-error:0.044818
## [255]    train-error:0.042017
## [256]    train-error:0.042017
## [257]    train-error:0.044818
## [258]    train-error:0.042017
## [259]    train-error:0.042017
## [260]    train-error:0.039216
## [261]    train-error:0.044818
## [262]    train-error:0.044818
## [263]    train-error:0.047619
## [264]    train-error:0.044818
## [265]    train-error:0.044818
## [266]    train-error:0.047619
## [267]    train-error:0.047619
## [268]    train-error:0.042017
## [269]    train-error:0.047619
## [270]    train-error:0.044818
## [271]    train-error:0.036415
## [272]    train-error:0.047619
## [273]    train-error:0.044818
## [274]    train-error:0.044818
## [275]    train-error:0.044818
## [276]    train-error:0.050420
## [277]    train-error:0.033613
## [278]    train-error:0.042017
## [279]    train-error:0.033613
## [280]    train-error:0.036415
## [281]    train-error:0.039216
## [282]    train-error:0.039216
## [283]    train-error:0.033613
## [284]    train-error:0.036415
## [285]    train-error:0.033613
## [286]    train-error:0.033613
## [287]    train-error:0.033613
## [288]    train-error:0.033613
## [289]    train-error:0.036415
## [290]    train-error:0.039216
## [291]    train-error:0.033613
## [292]    train-error:0.036415
## [293]    train-error:0.036415
## [294]    train-error:0.039216
## [295]    train-error:0.044818
## [296]    train-error:0.042017
## [297]    train-error:0.039216
## [298]    train-error:0.036415
## [299]    train-error:0.044818
## [300]    train-error:0.036415
## [301]    train-error:0.033613
## [302]    train-error:0.036415
## [303]    train-error:0.036415
## [304]    train-error:0.036415
## [305]    train-error:0.030812
## [306]    train-error:0.028011
## [307]    train-error:0.033613
## [308]    train-error:0.036415
## [309]    train-error:0.036415
## [310]    train-error:0.042017
## [311]    train-error:0.036415
## [312]    train-error:0.036415
## [313]    train-error:0.042017
## [314]    train-error:0.039216
## [315]    train-error:0.039216
## [316]    train-error:0.036415
## [317]    train-error:0.036415
## [318]    train-error:0.036415
## [319]    train-error:0.042017
## [320]    train-error:0.036415
## [321]    train-error:0.033613
## [322]    train-error:0.039216
## [323]    train-error:0.036415
## [324]    train-error:0.039216
## [325]    train-error:0.030812
## [326]    train-error:0.030812
## [327]    train-error:0.042017
## [328]    train-error:0.039216
## [329]    train-error:0.033613
## [330]    train-error:0.044818
## [331]    train-error:0.033613
## [332]    train-error:0.042017
## [333]    train-error:0.042017
## [334]    train-error:0.036415
## [335]    train-error:0.044818
## [336]    train-error:0.036415
## [337]    train-error:0.036415
## [338]    train-error:0.030812
## [339]    train-error:0.044818
## [340]    train-error:0.036415
## [341]    train-error:0.039216
## [342]    train-error:0.033613
## [343]    train-error:0.039216
## [344]    train-error:0.039216
## [345]    train-error:0.036415
## [346]    train-error:0.036415
## [347]    train-error:0.039216
## [348]    train-error:0.039216
## [349]    train-error:0.039216
## [350]    train-error:0.036415
## [351]    train-error:0.033613
## [352]    train-error:0.033613
## [353]    train-error:0.036415
## [354]    train-error:0.033613
## [355]    train-error:0.030812
## [356]    train-error:0.036415
## [357]    train-error:0.033613
## [358]    train-error:0.039216
## [359]    train-error:0.039216
## [360]    train-error:0.039216
## [361]    train-error:0.036415
## [362]    train-error:0.042017
## [363]    train-error:0.036415
## [364]    train-error:0.036415
## [365]    train-error:0.036415
## [366]    train-error:0.033613
## [367]    train-error:0.039216
## [368]    train-error:0.036415
## [369]    train-error:0.039216
## [370]    train-error:0.039216
## [371]    train-error:0.039216
## [372]    train-error:0.044818
## [373]    train-error:0.039216
## [374]    train-error:0.039216
## [375]    train-error:0.042017
## [376]    train-error:0.039216
## [377]    train-error:0.036415
## [378]    train-error:0.042017
## [379]    train-error:0.042017
## [380]    train-error:0.039216
## [381]    train-error:0.039216
## [382]    train-error:0.044818
## [383]    train-error:0.039216
## [384]    train-error:0.033613
## [385]    train-error:0.033613
## [386]    train-error:0.033613
## [387]    train-error:0.039216
## [388]    train-error:0.042017
## [389]    train-error:0.042017
## [390]    train-error:0.036415
## [391]    train-error:0.039216
## [392]    train-error:0.039216
## [393]    train-error:0.042017
## [394]    train-error:0.042017
## [395]    train-error:0.047619
## [396]    train-error:0.047619
## [397]    train-error:0.044818
## [398]    train-error:0.044818
## [399]    train-error:0.042017
## [400]    train-error:0.042017
## [401]    train-error:0.047619
## [402]    train-error:0.044818
## [403]    train-error:0.042017
## [404]    train-error:0.044818
## [405]    train-error:0.039216
## [406]    train-error:0.042017
## [407]    train-error:0.039216
## [408]    train-error:0.039216
## [409]    train-error:0.036415
## [410]    train-error:0.036415
## [411]    train-error:0.042017
## [412]    train-error:0.042017
## [413]    train-error:0.033613
## [414]    train-error:0.033613
## [415]    train-error:0.036415
## [416]    train-error:0.033613
## [417]    train-error:0.039216
## [418]    train-error:0.042017
## [419]    train-error:0.030812
## [420]    train-error:0.030812
## [421]    train-error:0.033613
## [422]    train-error:0.033613
## [423]    train-error:0.030812
## [424]    train-error:0.036415
## [425]    train-error:0.033613
## [426]    train-error:0.036415
## [427]    train-error:0.036415
## [428]    train-error:0.033613
## [429]    train-error:0.039216
## [430]    train-error:0.039216
## [431]    train-error:0.039216
## [432]    train-error:0.042017
## [433]    train-error:0.042017
## [434]    train-error:0.042017
## [435]    train-error:0.044818
## [436]    train-error:0.044818
## [437]    train-error:0.039216
## [438]    train-error:0.036415
## [439]    train-error:0.030812
## [440]    train-error:0.047619
## [441]    train-error:0.047619
## [442]    train-error:0.044818
## [443]    train-error:0.042017
## [444]    train-error:0.039216
## [445]    train-error:0.042017
## [446]    train-error:0.039216
## [447]    train-error:0.036415
## [448]    train-error:0.036415
## [449]    train-error:0.036415
## [450]    train-error:0.039216
## [451]    train-error:0.036415
## [452]    train-error:0.030812
## [453]    train-error:0.033613
## [454]    train-error:0.030812
## [455]    train-error:0.028011
## [456]    train-error:0.039216
## [457]    train-error:0.039216
## [458]    train-error:0.033613
## [459]    train-error:0.036415
## [460]    train-error:0.033613
## [461]    train-error:0.033613
## [462]    train-error:0.036415
## [463]    train-error:0.036415
## [464]    train-error:0.033613
## [465]    train-error:0.036415
## [466]    train-error:0.036415
## [467]    train-error:0.039216
## [468]    train-error:0.039216
## [469]    train-error:0.033613
## [470]    train-error:0.033613
## [471]    train-error:0.033613
## [472]    train-error:0.033613
## [473]    train-error:0.036415
## [474]    train-error:0.039216
## [475]    train-error:0.036415
## [476]    train-error:0.033613
## [477]    train-error:0.033613
## [478]    train-error:0.033613
## [479]    train-error:0.030812
## [480]    train-error:0.033613
## [481]    train-error:0.033613
## [482]    train-error:0.033613
## [483]    train-error:0.036415
## [484]    train-error:0.033613
## [485]    train-error:0.030812
## [486]    train-error:0.036415
## [487]    train-error:0.036415
## [488]    train-error:0.028011
## [489]    train-error:0.028011
## [490]    train-error:0.033613
## [491]    train-error:0.030812
## [492]    train-error:0.030812
## [493]    train-error:0.036415
## [494]    train-error:0.033613
## [495]    train-error:0.030812
## [496]    train-error:0.030812
## [497]    train-error:0.028011
## [498]    train-error:0.030812
## [499]    train-error:0.033613
## [500]    train-error:0.030812
## [501]    train-error:0.028011
## [502]    train-error:0.028011
## [503]    train-error:0.030812
## [504]    train-error:0.030812
## [505]    train-error:0.033613
## [506]    train-error:0.033613
## [507]    train-error:0.033613
## [508]    train-error:0.033613
## [509]    train-error:0.033613
## [510]    train-error:0.033613
## [511]    train-error:0.028011
## [512]    train-error:0.033613
## [513]    train-error:0.033613
## [514]    train-error:0.030812
## [515]    train-error:0.030812
## [516]    train-error:0.036415
## [517]    train-error:0.030812
## [518]    train-error:0.036415
## [519]    train-error:0.036415
## [520]    train-error:0.030812
## [521]    train-error:0.033613
## [522]    train-error:0.036415
## [523]    train-error:0.036415
## [524]    train-error:0.039216
## [525]    train-error:0.030812
## [526]    train-error:0.033613
## [527]    train-error:0.036415
## [528]    train-error:0.028011
## [529]    train-error:0.036415
## [530]    train-error:0.030812
## [531]    train-error:0.030812
## [532]    train-error:0.030812
## [533]    train-error:0.030812
## [534]    train-error:0.030812
## [535]    train-error:0.030812
## [536]    train-error:0.033613
## [537]    train-error:0.030812
## [538]    train-error:0.030812
## [539]    train-error:0.030812
## [540]    train-error:0.028011
## [541]    train-error:0.028011
## [542]    train-error:0.028011
## [543]    train-error:0.030812
## [544]    train-error:0.030812
## [545]    train-error:0.033613
## [546]    train-error:0.033613
## [547]    train-error:0.030812
## [548]    train-error:0.033613
## [549]    train-error:0.033613
## [550]    train-error:0.036415
## [551]    train-error:0.033613
## [552]    train-error:0.036415
## [553]    train-error:0.036415
## [554]    train-error:0.039216
## [555]    train-error:0.039216
## [556]    train-error:0.039216
## [557]    train-error:0.036415
## [558]    train-error:0.042017
## [559]    train-error:0.033613
## [560]    train-error:0.039216
## [561]    train-error:0.044818
## [562]    train-error:0.044818
## [563]    train-error:0.042017
## [564]    train-error:0.044818
## [565]    train-error:0.042017
## [566]    train-error:0.039216
## [567]    train-error:0.044818
## [568]    train-error:0.039216
## [569]    train-error:0.033613
## [570]    train-error:0.030812
## [571]    train-error:0.033613
## [572]    train-error:0.030812
## [573]    train-error:0.042017
## [574]    train-error:0.033613
## [575]    train-error:0.033613
## [576]    train-error:0.036415
## [577]    train-error:0.028011
## [578]    train-error:0.028011
## [0]  train-error:0.203911
## [1]  train-error:0.189944
## [2]  train-error:0.167598
## [3]  train-error:0.156425
## [4]  train-error:0.156425
## [5]  train-error:0.164804
## [6]  train-error:0.164804
## [7]  train-error:0.164804
## [8]  train-error:0.187151
## [9]  train-error:0.170391
## [10] train-error:0.162011
## [11] train-error:0.159218
## [12] train-error:0.159218
## [13] train-error:0.153631
## [14] train-error:0.145251
## [15] train-error:0.145251
## [16] train-error:0.148045
## [17] train-error:0.148045
## [18] train-error:0.145251
## [19] train-error:0.145251
## [20] train-error:0.148045
## [21] train-error:0.145251
## [22] train-error:0.148045
## [23] train-error:0.145251
## [24] train-error:0.148045
## [25] train-error:0.148045
## [26] train-error:0.145251
## [27] train-error:0.139665
## [28] train-error:0.136872
## [29] train-error:0.134078
## [30] train-error:0.131285
## [31] train-error:0.125698
## [32] train-error:0.128492
## [33] train-error:0.125698
## [34] train-error:0.125698
## [35] train-error:0.128492
## [36] train-error:0.125698
## [37] train-error:0.122905
## [38] train-error:0.125698
## [39] train-error:0.125698
## [40] train-error:0.122905
## [41] train-error:0.120112
## [42] train-error:0.122905
## [43] train-error:0.122905
## [44] train-error:0.125698
## [45] train-error:0.122905
## [46] train-error:0.122905
## [47] train-error:0.122905
## [48] train-error:0.120112
## [49] train-error:0.122905
## [50] train-error:0.122905
## [51] train-error:0.120112
## [52] train-error:0.117318
## [53] train-error:0.114525
## [54] train-error:0.117318
## [55] train-error:0.120112
## [56] train-error:0.117318
## [57] train-error:0.114525
## [58] train-error:0.117318
## [59] train-error:0.111732
## [60] train-error:0.117318
## [61] train-error:0.117318
## [62] train-error:0.114525
## [63] train-error:0.114525
## [64] train-error:0.111732
## [65] train-error:0.108939
## [66] train-error:0.108939
## [67] train-error:0.108939
## [68] train-error:0.106145
## [69] train-error:0.108939
## [70] train-error:0.108939
## [71] train-error:0.108939
## [72] train-error:0.103352
## [73] train-error:0.106145
## [74] train-error:0.108939
## [75] train-error:0.106145
## [76] train-error:0.106145
## [77] train-error:0.106145
## [78] train-error:0.106145
## [79] train-error:0.106145
## [80] train-error:0.103352
## [81] train-error:0.106145
## [82] train-error:0.111732
## [83] train-error:0.106145
## [84] train-error:0.106145
## [85] train-error:0.103352
## [86] train-error:0.100559
## [87] train-error:0.103352
## [88] train-error:0.106145
## [89] train-error:0.103352
## [90] train-error:0.108939
## [91] train-error:0.106145
## [92] train-error:0.106145
## [93] train-error:0.106145
## [94] train-error:0.108939
## [95] train-error:0.108939
## [96] train-error:0.100559
## [97] train-error:0.097765
## [98] train-error:0.100559
## [99] train-error:0.100559
## [100]    train-error:0.100559
## [101]    train-error:0.097765
## [102]    train-error:0.094972
## [103]    train-error:0.094972
## [104]    train-error:0.097765
## [105]    train-error:0.097765
## [106]    train-error:0.094972
## [107]    train-error:0.092179
## [108]    train-error:0.092179
## [109]    train-error:0.092179
## [110]    train-error:0.097765
## [111]    train-error:0.092179
## [112]    train-error:0.094972
## [113]    train-error:0.094972
## [114]    train-error:0.089385
## [115]    train-error:0.089385
## [116]    train-error:0.092179
## [117]    train-error:0.092179
## [118]    train-error:0.092179
## [119]    train-error:0.086592
## [120]    train-error:0.092179
## [121]    train-error:0.089385
## [122]    train-error:0.089385
## [123]    train-error:0.089385
## [124]    train-error:0.089385
## [125]    train-error:0.092179
## [126]    train-error:0.089385
## [127]    train-error:0.089385
## [128]    train-error:0.089385
## [129]    train-error:0.089385
## [130]    train-error:0.089385
## [131]    train-error:0.092179
## [132]    train-error:0.089385
## [133]    train-error:0.086592
## [134]    train-error:0.092179
## [135]    train-error:0.086592
## [136]    train-error:0.083799
## [137]    train-error:0.086592
## [138]    train-error:0.086592
## [139]    train-error:0.086592
## [140]    train-error:0.083799
## [141]    train-error:0.081006
## [142]    train-error:0.083799
## [143]    train-error:0.081006
## [144]    train-error:0.081006
## [145]    train-error:0.081006
## [146]    train-error:0.078212
## [147]    train-error:0.075419
## [148]    train-error:0.081006
## [149]    train-error:0.081006
## [150]    train-error:0.081006
## [151]    train-error:0.081006
## [152]    train-error:0.081006
## [153]    train-error:0.081006
## [154]    train-error:0.075419
## [155]    train-error:0.081006
## [156]    train-error:0.078212
## [157]    train-error:0.078212
## [158]    train-error:0.078212
## [159]    train-error:0.075419
## [160]    train-error:0.078212
## [161]    train-error:0.078212
## [162]    train-error:0.078212
## [163]    train-error:0.078212
## [164]    train-error:0.078212
## [165]    train-error:0.081006
## [166]    train-error:0.081006
## [167]    train-error:0.081006
## [168]    train-error:0.081006
## [169]    train-error:0.078212
## [170]    train-error:0.078212
## [171]    train-error:0.078212
## [172]    train-error:0.075419
## [173]    train-error:0.075419
## [174]    train-error:0.078212
## [175]    train-error:0.067039
## [176]    train-error:0.067039
## [177]    train-error:0.067039
## [178]    train-error:0.067039
## [179]    train-error:0.064246
## [180]    train-error:0.067039
## [181]    train-error:0.064246
## [182]    train-error:0.064246
## [183]    train-error:0.067039
## [184]    train-error:0.069832
## [185]    train-error:0.072626
## [186]    train-error:0.064246
## [187]    train-error:0.067039
## [188]    train-error:0.069832
## [189]    train-error:0.067039
## [190]    train-error:0.067039
## [191]    train-error:0.067039
## [192]    train-error:0.067039
## [193]    train-error:0.067039
## [194]    train-error:0.064246
## [195]    train-error:0.061453
## [196]    train-error:0.064246
## [197]    train-error:0.061453
## [198]    train-error:0.067039
## [199]    train-error:0.064246
## [200]    train-error:0.064246
## [201]    train-error:0.064246
## [202]    train-error:0.064246
## [203]    train-error:0.061453
## [204]    train-error:0.061453
## [205]    train-error:0.061453
## [206]    train-error:0.064246
## [207]    train-error:0.064246
## [208]    train-error:0.064246
## [209]    train-error:0.064246
## [210]    train-error:0.064246
## [211]    train-error:0.067039
## [212]    train-error:0.064246
## [213]    train-error:0.064246
## [214]    train-error:0.064246
## [215]    train-error:0.064246
## [216]    train-error:0.067039
## [217]    train-error:0.064246
## [218]    train-error:0.064246
## [219]    train-error:0.067039
## [220]    train-error:0.067039
## [221]    train-error:0.064246
## [222]    train-error:0.064246
## [223]    train-error:0.061453
## [224]    train-error:0.061453
## [225]    train-error:0.061453
## [226]    train-error:0.061453
## [227]    train-error:0.061453
## [228]    train-error:0.058659
## [229]    train-error:0.061453
## [230]    train-error:0.061453
## [231]    train-error:0.061453
## [232]    train-error:0.058659
## [233]    train-error:0.055866
## [234]    train-error:0.055866
## [235]    train-error:0.055866
## [236]    train-error:0.055866
## [237]    train-error:0.053073
## [238]    train-error:0.055866
## [239]    train-error:0.055866
## [240]    train-error:0.055866
## [241]    train-error:0.055866
## [242]    train-error:0.053073
## [243]    train-error:0.050279
## [244]    train-error:0.050279
## [245]    train-error:0.050279
## [246]    train-error:0.050279
## [247]    train-error:0.050279
## [248]    train-error:0.053073
## [249]    train-error:0.053073
## [250]    train-error:0.053073
## [251]    train-error:0.053073
## [252]    train-error:0.053073
## [253]    train-error:0.053073
## [254]    train-error:0.053073
## [255]    train-error:0.053073
## [256]    train-error:0.055866
## [257]    train-error:0.053073
## [258]    train-error:0.050279
## [259]    train-error:0.053073
## [260]    train-error:0.053073
## [261]    train-error:0.053073
## [262]    train-error:0.053073
## [263]    train-error:0.053073
## [264]    train-error:0.053073
## [265]    train-error:0.050279
## [266]    train-error:0.050279
## [267]    train-error:0.053073
## [268]    train-error:0.053073
## [269]    train-error:0.053073
## [270]    train-error:0.053073
## [271]    train-error:0.053073
## [272]    train-error:0.053073
## [273]    train-error:0.053073
## [274]    train-error:0.053073
## [275]    train-error:0.053073
## [276]    train-error:0.053073
## [277]    train-error:0.053073
## [278]    train-error:0.053073
## [279]    train-error:0.053073
## [280]    train-error:0.053073
## [281]    train-error:0.053073
## [282]    train-error:0.053073
## [283]    train-error:0.053073
## [284]    train-error:0.053073
## [285]    train-error:0.053073
## [286]    train-error:0.053073
## [287]    train-error:0.053073
## [288]    train-error:0.053073
## [289]    train-error:0.053073
## [290]    train-error:0.053073
## [291]    train-error:0.053073
## [292]    train-error:0.053073
## [293]    train-error:0.053073
## [294]    train-error:0.050279
## [295]    train-error:0.050279
## [296]    train-error:0.050279
## [297]    train-error:0.050279
## [298]    train-error:0.050279
## [299]    train-error:0.050279
## [300]    train-error:0.050279
## [301]    train-error:0.050279
## [302]    train-error:0.050279
## [303]    train-error:0.050279
## [304]    train-error:0.050279
## [305]    train-error:0.050279
## [306]    train-error:0.050279
## [307]    train-error:0.047486
## [308]    train-error:0.050279
## [309]    train-error:0.047486
## [310]    train-error:0.044693
## [311]    train-error:0.044693
## [312]    train-error:0.047486
## [313]    train-error:0.047486
## [314]    train-error:0.047486
## [315]    train-error:0.047486
## [316]    train-error:0.050279
## [317]    train-error:0.047486
## [318]    train-error:0.047486
## [319]    train-error:0.047486
## [320]    train-error:0.047486
## [321]    train-error:0.047486
## [322]    train-error:0.050279
## [323]    train-error:0.050279
## [324]    train-error:0.044693
## [325]    train-error:0.047486
## [326]    train-error:0.047486
## [327]    train-error:0.050279
## [328]    train-error:0.047486
## [329]    train-error:0.047486
## [330]    train-error:0.047486
## [331]    train-error:0.050279
## [332]    train-error:0.050279
## [333]    train-error:0.050279
## [334]    train-error:0.050279
## [335]    train-error:0.050279
## [336]    train-error:0.044693
## [337]    train-error:0.044693
## [338]    train-error:0.047486
## [339]    train-error:0.044693
## [340]    train-error:0.044693
## [341]    train-error:0.044693
## [342]    train-error:0.044693
## [343]    train-error:0.044693
## [344]    train-error:0.044693
## [345]    train-error:0.041899
## [346]    train-error:0.044693
## [347]    train-error:0.044693
## [348]    train-error:0.044693
## [349]    train-error:0.044693
## [350]    train-error:0.044693
## [351]    train-error:0.041899
## [352]    train-error:0.041899
## [353]    train-error:0.044693
## [354]    train-error:0.044693
## [355]    train-error:0.044693
## [356]    train-error:0.041899
## [357]    train-error:0.041899
## [358]    train-error:0.039106
## [359]    train-error:0.041899
## [360]    train-error:0.041899
## [361]    train-error:0.044693
## [362]    train-error:0.041899
## [363]    train-error:0.039106
## [364]    train-error:0.041899
## [365]    train-error:0.039106
## [366]    train-error:0.036313
## [367]    train-error:0.039106
## [368]    train-error:0.039106
## [369]    train-error:0.041899
## [370]    train-error:0.039106
## [371]    train-error:0.039106
## [372]    train-error:0.039106
## [373]    train-error:0.039106
## [374]    train-error:0.039106
## [375]    train-error:0.039106
## [376]    train-error:0.039106
## [377]    train-error:0.039106
## [378]    train-error:0.041899
## [379]    train-error:0.039106
## [380]    train-error:0.041899
## [381]    train-error:0.041899
## [382]    train-error:0.041899
## [383]    train-error:0.041899
## [384]    train-error:0.041899
## [385]    train-error:0.041899
## [386]    train-error:0.041899
## [387]    train-error:0.041899
## [388]    train-error:0.044693
## [389]    train-error:0.039106
## [390]    train-error:0.044693
## [391]    train-error:0.041899
## [392]    train-error:0.039106
## [393]    train-error:0.041899
## [394]    train-error:0.041899
## [395]    train-error:0.039106
## [396]    train-error:0.039106
## [397]    train-error:0.039106
## [398]    train-error:0.041899
## [399]    train-error:0.036313
## [400]    train-error:0.036313
## [401]    train-error:0.036313
## [402]    train-error:0.036313
## [403]    train-error:0.036313
## [404]    train-error:0.033520
## [405]    train-error:0.033520
## [406]    train-error:0.036313
## [407]    train-error:0.036313
## [408]    train-error:0.036313
## [409]    train-error:0.036313
## [410]    train-error:0.036313
## [411]    train-error:0.036313
## [412]    train-error:0.033520
## [413]    train-error:0.039106
## [414]    train-error:0.036313
## [415]    train-error:0.036313
## [416]    train-error:0.033520
## [417]    train-error:0.027933
## [418]    train-error:0.030726
## [419]    train-error:0.030726
## [420]    train-error:0.027933
## [421]    train-error:0.027933
## [422]    train-error:0.027933
## [423]    train-error:0.033520
## [424]    train-error:0.030726
## [425]    train-error:0.033520
## [426]    train-error:0.033520
## [427]    train-error:0.030726
## [428]    train-error:0.030726
## [429]    train-error:0.030726
## [430]    train-error:0.027933
## [431]    train-error:0.030726
## [432]    train-error:0.027933
## [433]    train-error:0.030726
## [434]    train-error:0.030726
## [435]    train-error:0.027933
## [436]    train-error:0.027933
## [437]    train-error:0.030726
## [438]    train-error:0.030726
## [439]    train-error:0.030726
## [440]    train-error:0.030726
## [441]    train-error:0.030726
## [442]    train-error:0.027933
## [443]    train-error:0.030726
## [444]    train-error:0.030726
## [445]    train-error:0.036313
## [446]    train-error:0.036313
## [447]    train-error:0.033520
## [448]    train-error:0.030726
## [449]    train-error:0.033520
## [450]    train-error:0.033520
## [451]    train-error:0.033520
## [452]    train-error:0.033520
## [453]    train-error:0.033520
## [454]    train-error:0.033520
## [455]    train-error:0.033520
## [456]    train-error:0.033520
## [457]    train-error:0.033520
## [458]    train-error:0.033520
## [459]    train-error:0.033520
## [460]    train-error:0.033520
## [461]    train-error:0.036313
## [462]    train-error:0.036313
## [463]    train-error:0.033520
## [464]    train-error:0.036313
## [465]    train-error:0.036313
## [466]    train-error:0.030726
## [467]    train-error:0.033520
## [468]    train-error:0.030726
## [469]    train-error:0.030726
## [470]    train-error:0.030726
## [471]    train-error:0.030726
## [472]    train-error:0.030726
## [473]    train-error:0.030726
## [474]    train-error:0.030726
## [475]    train-error:0.027933
## [476]    train-error:0.027933
## [477]    train-error:0.027933
## [478]    train-error:0.027933
## [479]    train-error:0.027933
## [480]    train-error:0.027933
## [481]    train-error:0.030726
## [482]    train-error:0.030726
## [483]    train-error:0.027933
## [484]    train-error:0.030726
## [485]    train-error:0.027933
## [486]    train-error:0.027933
## [487]    train-error:0.027933
## [488]    train-error:0.025140
## [489]    train-error:0.027933
## [490]    train-error:0.025140
## [491]    train-error:0.027933
## [492]    train-error:0.025140
## [493]    train-error:0.025140
## [494]    train-error:0.025140
## [495]    train-error:0.025140
## [496]    train-error:0.027933
## [497]    train-error:0.027933
## [498]    train-error:0.027933
## [499]    train-error:0.025140
## [500]    train-error:0.033520
## [501]    train-error:0.025140
## [502]    train-error:0.027933
## [503]    train-error:0.030726
## [504]    train-error:0.030726
## [505]    train-error:0.027933
## [506]    train-error:0.027933
## [507]    train-error:0.030726
## [508]    train-error:0.030726
## [509]    train-error:0.025140
## [510]    train-error:0.025140
## [511]    train-error:0.025140
## [512]    train-error:0.027933
## [513]    train-error:0.027933
## [514]    train-error:0.027933
## [515]    train-error:0.030726
## [516]    train-error:0.027933
## [517]    train-error:0.027933
## [518]    train-error:0.027933
## [519]    train-error:0.027933
## [520]    train-error:0.025140
## [521]    train-error:0.022346
## [522]    train-error:0.016760
## [523]    train-error:0.022346
## [524]    train-error:0.022346
## [525]    train-error:0.022346
## [526]    train-error:0.022346
## [527]    train-error:0.019553
## [528]    train-error:0.022346
## [529]    train-error:0.019553
## [530]    train-error:0.019553
## [531]    train-error:0.019553
## [532]    train-error:0.019553
## [533]    train-error:0.019553
## [534]    train-error:0.019553
## [535]    train-error:0.019553
## [536]    train-error:0.016760
## [537]    train-error:0.019553
## [538]    train-error:0.019553
## [539]    train-error:0.019553
## [540]    train-error:0.019553
## [541]    train-error:0.019553
## [542]    train-error:0.019553
## [543]    train-error:0.019553
## [544]    train-error:0.019553
## [545]    train-error:0.019553
## [546]    train-error:0.019553
## [547]    train-error:0.022346
## [548]    train-error:0.022346
## [549]    train-error:0.022346
## [550]    train-error:0.025140
## [551]    train-error:0.022346
## [552]    train-error:0.022346
## [553]    train-error:0.022346
## [554]    train-error:0.022346
## [555]    train-error:0.022346
## [556]    train-error:0.022346
## [557]    train-error:0.022346
## [558]    train-error:0.022346
## [559]    train-error:0.025140
## [560]    train-error:0.022346
## [561]    train-error:0.022346
## [562]    train-error:0.022346
## [563]    train-error:0.022346
## [564]    train-error:0.022346
## [565]    train-error:0.022346
## [566]    train-error:0.025140
## [567]    train-error:0.019553
## [568]    train-error:0.019553
## [569]    train-error:0.019553
## [570]    train-error:0.019553
## [571]    train-error:0.019553
## [572]    train-error:0.022346
## [573]    train-error:0.022346
## [574]    train-error:0.025140
## [575]    train-error:0.025140
## [576]    train-error:0.025140
## [577]    train-error:0.025140
## [0]  train-error:0.190476
## [1]  train-error:0.182073
## [2]  train-error:0.170868
## [3]  train-error:0.156863
## [4]  train-error:0.145658
## [5]  train-error:0.145658
## [6]  train-error:0.145658
## [7]  train-error:0.131653
## [8]  train-error:0.134454
## [9]  train-error:0.128852
## [10] train-error:0.128852
## [11] train-error:0.126050
## [12] train-error:0.128852
## [13] train-error:0.134454
## [14] train-error:0.120448
## [15] train-error:0.128852
## [16] train-error:0.114846
## [17] train-error:0.114846
## [18] train-error:0.120448
## [19] train-error:0.109244
## [20] train-error:0.112045
## [21] train-error:0.112045
## [22] train-error:0.112045
## [23] train-error:0.109244
## [24] train-error:0.106443
## [25] train-error:0.100840
## [26] train-error:0.098039
## [27] train-error:0.098039
## [28] train-error:0.095238
## [29] train-error:0.092437
## [30] train-error:0.095238
## [31] train-error:0.084034
## [32] train-error:0.086835
## [33] train-error:0.089636
## [34] train-error:0.089636
## [35] train-error:0.089636
## [36] train-error:0.086835
## [37] train-error:0.086835
## [38] train-error:0.086835
## [39] train-error:0.081232
## [40] train-error:0.081232
## [41] train-error:0.078431
## [42] train-error:0.081232
## [43] train-error:0.078431
## [44] train-error:0.078431
## [45] train-error:0.078431
## [46] train-error:0.075630
## [47] train-error:0.075630
## [48] train-error:0.072829
## [49] train-error:0.072829
## [50] train-error:0.072829
## [51] train-error:0.072829
## [52] train-error:0.078431
## [53] train-error:0.075630
## [54] train-error:0.078431
## [55] train-error:0.078431
## [56] train-error:0.081232
## [57] train-error:0.081232
## [58] train-error:0.081232
## [59] train-error:0.084034
## [60] train-error:0.086835
## [61] train-error:0.081232
## [62] train-error:0.078431
## [63] train-error:0.075630
## [64] train-error:0.075630
## [65] train-error:0.075630
## [66] train-error:0.075630
## [67] train-error:0.078431
## [68] train-error:0.075630
## [69] train-error:0.075630
## [70] train-error:0.075630
## [71] train-error:0.075630
## [72] train-error:0.081232
## [73] train-error:0.078431
## [74] train-error:0.078431
## [75] train-error:0.078431
## [76] train-error:0.078431
## [77] train-error:0.075630
## [78] train-error:0.072829
## [79] train-error:0.070028
## [80] train-error:0.072829
## [81] train-error:0.070028
## [82] train-error:0.072829
## [83] train-error:0.072829
## [84] train-error:0.070028
## [85] train-error:0.070028
## [86] train-error:0.070028
## [87] train-error:0.067227
## [88] train-error:0.070028
## [89] train-error:0.070028
## [90] train-error:0.067227
## [91] train-error:0.067227
## [92] train-error:0.067227
## [93] train-error:0.070028
## [94] train-error:0.064426
## [95] train-error:0.064426
## [96] train-error:0.070028
## [97] train-error:0.067227
## [98] train-error:0.067227
## [99] train-error:0.067227
## [100]    train-error:0.070028
## [101]    train-error:0.070028
## [102]    train-error:0.070028
## [103]    train-error:0.067227
## [104]    train-error:0.072829
## [105]    train-error:0.070028
## [106]    train-error:0.067227
## [107]    train-error:0.070028
## [108]    train-error:0.072829
## [109]    train-error:0.070028
## [110]    train-error:0.070028
## [111]    train-error:0.070028
## [112]    train-error:0.070028
## [113]    train-error:0.064426
## [114]    train-error:0.064426
## [115]    train-error:0.067227
## [116]    train-error:0.064426
## [117]    train-error:0.064426
## [118]    train-error:0.061625
## [119]    train-error:0.061625
## [120]    train-error:0.061625
## [121]    train-error:0.061625
## [122]    train-error:0.064426
## [123]    train-error:0.061625
## [124]    train-error:0.058824
## [125]    train-error:0.061625
## [126]    train-error:0.064426
## [127]    train-error:0.061625
## [128]    train-error:0.061625
## [129]    train-error:0.061625
## [130]    train-error:0.064426
## [131]    train-error:0.064426
## [132]    train-error:0.067227
## [133]    train-error:0.067227
## [134]    train-error:0.070028
## [135]    train-error:0.070028
## [136]    train-error:0.070028
## [137]    train-error:0.058824
## [138]    train-error:0.061625
## [139]    train-error:0.064426
## [140]    train-error:0.061625
## [141]    train-error:0.064426
## [142]    train-error:0.064426
## [143]    train-error:0.067227
## [144]    train-error:0.067227
## [145]    train-error:0.064426
## [146]    train-error:0.064426
## [147]    train-error:0.064426
## [148]    train-error:0.058824
## [149]    train-error:0.058824
## [150]    train-error:0.061625
## [151]    train-error:0.058824
## [152]    train-error:0.058824
## [153]    train-error:0.058824
## [154]    train-error:0.058824
## [155]    train-error:0.058824
## [156]    train-error:0.058824
## [157]    train-error:0.058824
## [158]    train-error:0.058824
## [159]    train-error:0.058824
## [160]    train-error:0.058824
## [161]    train-error:0.058824
## [162]    train-error:0.061625
## [163]    train-error:0.061625
## [164]    train-error:0.061625
## [165]    train-error:0.061625
## [166]    train-error:0.061625
## [167]    train-error:0.064426
## [168]    train-error:0.064426
## [169]    train-error:0.064426
## [170]    train-error:0.064426
## [171]    train-error:0.064426
## [172]    train-error:0.067227
## [173]    train-error:0.064426
## [174]    train-error:0.064426
## [175]    train-error:0.064426
## [176]    train-error:0.064426
## [177]    train-error:0.061625
## [178]    train-error:0.058824
## [179]    train-error:0.058824
## [180]    train-error:0.064426
## [181]    train-error:0.061625
## [182]    train-error:0.058824
## [183]    train-error:0.058824
## [184]    train-error:0.056022
## [185]    train-error:0.056022
## [186]    train-error:0.061625
## [187]    train-error:0.058824
## [188]    train-error:0.061625
## [189]    train-error:0.061625
## [190]    train-error:0.061625
## [191]    train-error:0.053221
## [192]    train-error:0.056022
## [193]    train-error:0.056022
## [194]    train-error:0.058824
## [195]    train-error:0.058824
## [196]    train-error:0.056022
## [197]    train-error:0.058824
## [198]    train-error:0.058824
## [199]    train-error:0.056022
## [200]    train-error:0.056022
## [201]    train-error:0.056022
## [202]    train-error:0.056022
## [203]    train-error:0.061625
## [204]    train-error:0.058824
## [205]    train-error:0.058824
## [206]    train-error:0.056022
## [207]    train-error:0.056022
## [208]    train-error:0.056022
## [209]    train-error:0.053221
## [210]    train-error:0.056022
## [211]    train-error:0.056022
## [212]    train-error:0.056022
## [213]    train-error:0.056022
## [214]    train-error:0.056022
## [215]    train-error:0.056022
## [216]    train-error:0.058824
## [217]    train-error:0.056022
## [218]    train-error:0.056022
## [219]    train-error:0.061625
## [220]    train-error:0.061625
## [221]    train-error:0.064426
## [222]    train-error:0.061625
## [223]    train-error:0.061625
## [224]    train-error:0.061625
## [225]    train-error:0.061625
## [226]    train-error:0.064426
## [227]    train-error:0.064426
## [228]    train-error:0.061625
## [229]    train-error:0.064426
## [230]    train-error:0.061625
## [231]    train-error:0.061625
## [232]    train-error:0.061625
## [233]    train-error:0.058824
## [234]    train-error:0.058824
## [235]    train-error:0.058824
## [236]    train-error:0.058824
## [237]    train-error:0.056022
## [238]    train-error:0.056022
## [239]    train-error:0.056022
## [240]    train-error:0.056022
## [241]    train-error:0.061625
## [242]    train-error:0.061625
## [243]    train-error:0.058824
## [244]    train-error:0.061625
## [245]    train-error:0.058824
## [246]    train-error:0.064426
## [247]    train-error:0.061625
## [248]    train-error:0.056022
## [249]    train-error:0.056022
## [250]    train-error:0.050420
## [251]    train-error:0.053221
## [252]    train-error:0.053221
## [253]    train-error:0.053221
## [254]    train-error:0.050420
## [255]    train-error:0.050420
## [256]    train-error:0.053221
## [257]    train-error:0.050420
## [258]    train-error:0.050420
## [259]    train-error:0.053221
## [260]    train-error:0.053221
## [261]    train-error:0.053221
## [262]    train-error:0.053221
## [263]    train-error:0.053221
## [264]    train-error:0.050420
## [265]    train-error:0.053221
## [266]    train-error:0.050420
## [267]    train-error:0.047619
## [268]    train-error:0.050420
## [269]    train-error:0.050420
## [270]    train-error:0.050420
## [271]    train-error:0.050420
## [272]    train-error:0.050420
## [273]    train-error:0.050420
## [274]    train-error:0.047619
## [275]    train-error:0.044818
## [276]    train-error:0.050420
## [277]    train-error:0.050420
## [278]    train-error:0.050420
## [279]    train-error:0.050420
## [280]    train-error:0.053221
## [281]    train-error:0.047619
## [282]    train-error:0.047619
## [283]    train-error:0.050420
## [284]    train-error:0.047619
## [285]    train-error:0.047619
## [286]    train-error:0.047619
## [287]    train-error:0.047619
## [288]    train-error:0.047619
## [289]    train-error:0.047619
## [290]    train-error:0.047619
## [291]    train-error:0.047619
## [292]    train-error:0.047619
## [293]    train-error:0.047619
## [294]    train-error:0.047619
## [295]    train-error:0.050420
## [296]    train-error:0.050420
## [297]    train-error:0.050420
## [298]    train-error:0.050420
## [299]    train-error:0.050420
## [300]    train-error:0.050420
## [301]    train-error:0.047619
## [302]    train-error:0.047619
## [303]    train-error:0.044818
## [304]    train-error:0.044818
## [305]    train-error:0.050420
## [306]    train-error:0.047619
## [307]    train-error:0.047619
## [308]    train-error:0.047619
## [309]    train-error:0.047619
## [310]    train-error:0.050420
## [311]    train-error:0.044818
## [312]    train-error:0.044818
## [313]    train-error:0.047619
## [314]    train-error:0.042017
## [315]    train-error:0.047619
## [316]    train-error:0.047619
## [317]    train-error:0.044818
## [318]    train-error:0.047619
## [319]    train-error:0.050420
## [320]    train-error:0.050420
## [321]    train-error:0.047619
## [322]    train-error:0.047619
## [323]    train-error:0.050420
## [324]    train-error:0.050420
## [325]    train-error:0.050420
## [326]    train-error:0.047619
## [327]    train-error:0.047619
## [328]    train-error:0.050420
## [329]    train-error:0.047619
## [330]    train-error:0.047619
## [331]    train-error:0.047619
## [332]    train-error:0.050420
## [333]    train-error:0.050420
## [334]    train-error:0.047619
## [335]    train-error:0.047619
## [336]    train-error:0.047619
## [337]    train-error:0.047619
## [338]    train-error:0.047619
## [339]    train-error:0.047619
## [340]    train-error:0.047619
## [341]    train-error:0.047619
## [342]    train-error:0.047619
## [343]    train-error:0.047619
## [344]    train-error:0.047619
## [345]    train-error:0.047619
## [346]    train-error:0.047619
## [347]    train-error:0.047619
## [348]    train-error:0.047619
## [349]    train-error:0.047619
## [350]    train-error:0.047619
## [351]    train-error:0.047619
## [352]    train-error:0.044818
## [353]    train-error:0.044818
## [354]    train-error:0.044818
## [355]    train-error:0.044818
## [356]    train-error:0.047619
## [357]    train-error:0.044818
## [358]    train-error:0.044818
## [359]    train-error:0.044818
## [360]    train-error:0.044818
## [361]    train-error:0.044818
## [362]    train-error:0.044818
## [363]    train-error:0.044818
## [364]    train-error:0.044818
## [365]    train-error:0.044818
## [366]    train-error:0.044818
## [367]    train-error:0.044818
## [368]    train-error:0.044818
## [369]    train-error:0.042017
## [370]    train-error:0.042017
## [371]    train-error:0.042017
## [372]    train-error:0.044818
## [373]    train-error:0.042017
## [374]    train-error:0.042017
## [375]    train-error:0.042017
## [376]    train-error:0.042017
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.042017
## [380]    train-error:0.042017
## [381]    train-error:0.042017
## [382]    train-error:0.042017
## [383]    train-error:0.039216
## [384]    train-error:0.039216
## [385]    train-error:0.042017
## [386]    train-error:0.039216
## [387]    train-error:0.039216
## [388]    train-error:0.039216
## [389]    train-error:0.039216
## [390]    train-error:0.039216
## [391]    train-error:0.042017
## [392]    train-error:0.039216
## [393]    train-error:0.039216
## [394]    train-error:0.039216
## [395]    train-error:0.039216
## [396]    train-error:0.039216
## [397]    train-error:0.042017
## [398]    train-error:0.039216
## [399]    train-error:0.039216
## [400]    train-error:0.036415
## [401]    train-error:0.036415
## [402]    train-error:0.039216
## [403]    train-error:0.036415
## [404]    train-error:0.036415
## [405]    train-error:0.039216
## [406]    train-error:0.036415
## [407]    train-error:0.036415
## [408]    train-error:0.033613
## [409]    train-error:0.036415
## [410]    train-error:0.033613
## [411]    train-error:0.033613
## [412]    train-error:0.033613
## [413]    train-error:0.036415
## [414]    train-error:0.039216
## [415]    train-error:0.039216
## [416]    train-error:0.039216
## [417]    train-error:0.039216
## [418]    train-error:0.039216
## [419]    train-error:0.039216
## [420]    train-error:0.036415
## [421]    train-error:0.036415
## [422]    train-error:0.036415
## [423]    train-error:0.036415
## [424]    train-error:0.036415
## [425]    train-error:0.033613
## [426]    train-error:0.036415
## [427]    train-error:0.039216
## [428]    train-error:0.039216
## [429]    train-error:0.042017
## [430]    train-error:0.039216
## [431]    train-error:0.033613
## [432]    train-error:0.039216
## [433]    train-error:0.039216
## [434]    train-error:0.042017
## [435]    train-error:0.039216
## [436]    train-error:0.039216
## [437]    train-error:0.036415
## [438]    train-error:0.036415
## [439]    train-error:0.036415
## [440]    train-error:0.039216
## [441]    train-error:0.036415
## [442]    train-error:0.039216
## [443]    train-error:0.039216
## [444]    train-error:0.036415
## [445]    train-error:0.036415
## [446]    train-error:0.033613
## [447]    train-error:0.033613
## [448]    train-error:0.030812
## [449]    train-error:0.030812
## [450]    train-error:0.033613
## [451]    train-error:0.036415
## [452]    train-error:0.033613
## [453]    train-error:0.033613
## [454]    train-error:0.033613
## [455]    train-error:0.033613
## [456]    train-error:0.036415
## [457]    train-error:0.030812
## [458]    train-error:0.030812
## [459]    train-error:0.030812
## [460]    train-error:0.030812
## [461]    train-error:0.030812
## [462]    train-error:0.030812
## [463]    train-error:0.030812
## [464]    train-error:0.030812
## [465]    train-error:0.030812
## [466]    train-error:0.030812
## [467]    train-error:0.030812
## [468]    train-error:0.030812
## [469]    train-error:0.030812
## [470]    train-error:0.030812
## [471]    train-error:0.030812
## [472]    train-error:0.030812
## [473]    train-error:0.030812
## [474]    train-error:0.028011
## [475]    train-error:0.028011
## [476]    train-error:0.028011
## [477]    train-error:0.028011
## [478]    train-error:0.028011
## [479]    train-error:0.030812
## [480]    train-error:0.030812
## [481]    train-error:0.030812
## [482]    train-error:0.030812
## [483]    train-error:0.030812
## [484]    train-error:0.028011
## [485]    train-error:0.028011
## [486]    train-error:0.028011
## [487]    train-error:0.028011
## [488]    train-error:0.025210
## [489]    train-error:0.025210
## [490]    train-error:0.025210
## [491]    train-error:0.028011
## [492]    train-error:0.025210
## [493]    train-error:0.028011
## [494]    train-error:0.025210
## [495]    train-error:0.025210
## [496]    train-error:0.025210
## [497]    train-error:0.025210
## [498]    train-error:0.025210
## [499]    train-error:0.025210
## [500]    train-error:0.030812
## [501]    train-error:0.028011
## [502]    train-error:0.028011
## [503]    train-error:0.028011
## [504]    train-error:0.028011
## [505]    train-error:0.028011
## [506]    train-error:0.028011
## [507]    train-error:0.028011
## [508]    train-error:0.028011
## [509]    train-error:0.030812
## [510]    train-error:0.030812
## [511]    train-error:0.028011
## [512]    train-error:0.030812
## [513]    train-error:0.030812
## [514]    train-error:0.030812
## [515]    train-error:0.030812
## [516]    train-error:0.028011
## [517]    train-error:0.030812
## [518]    train-error:0.028011
## [519]    train-error:0.028011
## [520]    train-error:0.028011
## [521]    train-error:0.025210
## [522]    train-error:0.025210
## [523]    train-error:0.025210
## [524]    train-error:0.028011
## [525]    train-error:0.025210
## [526]    train-error:0.025210
## [527]    train-error:0.025210
## [528]    train-error:0.025210
## [529]    train-error:0.025210
## [530]    train-error:0.030812
## [531]    train-error:0.025210
## [532]    train-error:0.028011
## [533]    train-error:0.028011
## [534]    train-error:0.025210
## [535]    train-error:0.028011
## [536]    train-error:0.028011
## [537]    train-error:0.028011
## [538]    train-error:0.028011
## [539]    train-error:0.028011
## [540]    train-error:0.025210
## [541]    train-error:0.025210
## [542]    train-error:0.022409
## [543]    train-error:0.025210
## [544]    train-error:0.025210
## [545]    train-error:0.025210
## [546]    train-error:0.025210
## [547]    train-error:0.025210
## [548]    train-error:0.028011
## [549]    train-error:0.028011
## [550]    train-error:0.025210
## [551]    train-error:0.025210
## [552]    train-error:0.025210
## [553]    train-error:0.025210
## [554]    train-error:0.025210
## [555]    train-error:0.025210
## [556]    train-error:0.025210
## [557]    train-error:0.025210
## [558]    train-error:0.025210
## [559]    train-error:0.025210
## [560]    train-error:0.025210
## [561]    train-error:0.022409
## [562]    train-error:0.025210
## [563]    train-error:0.025210
## [564]    train-error:0.022409
## [565]    train-error:0.022409
## [566]    train-error:0.022409
## [567]    train-error:0.019608
## [568]    train-error:0.022409
## [569]    train-error:0.022409
## [570]    train-error:0.022409
## [571]    train-error:0.022409
## [572]    train-error:0.022409
## [573]    train-error:0.022409
## [574]    train-error:0.025210
## [575]    train-error:0.025210
## [576]    train-error:0.025210
## [577]    train-error:0.025210
## [0]  train-error:0.187675
## [1]  train-error:0.173669
## [2]  train-error:0.154062
## [3]  train-error:0.156863
## [4]  train-error:0.148459
## [5]  train-error:0.159664
## [6]  train-error:0.154062
## [7]  train-error:0.151261
## [8]  train-error:0.151261
## [9]  train-error:0.154062
## [10] train-error:0.140056
## [11] train-error:0.134454
## [12] train-error:0.131653
## [13] train-error:0.131653
## [14] train-error:0.114846
## [15] train-error:0.114846
## [16] train-error:0.126050
## [17] train-error:0.117647
## [18] train-error:0.123249
## [19] train-error:0.114846
## [20] train-error:0.112045
## [21] train-error:0.112045
## [22] train-error:0.114846
## [23] train-error:0.112045
## [24] train-error:0.114846
## [25] train-error:0.114846
## [26] train-error:0.114846
## [27] train-error:0.114846
## [28] train-error:0.112045
## [29] train-error:0.117647
## [30] train-error:0.117647
## [31] train-error:0.117647
## [32] train-error:0.112045
## [33] train-error:0.114846
## [34] train-error:0.109244
## [35] train-error:0.106443
## [36] train-error:0.103641
## [37] train-error:0.106443
## [38] train-error:0.103641
## [39] train-error:0.100840
## [40] train-error:0.098039
## [41] train-error:0.100840
## [42] train-error:0.100840
## [43] train-error:0.106443
## [44] train-error:0.112045
## [45] train-error:0.106443
## [46] train-error:0.100840
## [47] train-error:0.098039
## [48] train-error:0.103641
## [49] train-error:0.106443
## [50] train-error:0.100840
## [51] train-error:0.106443
## [52] train-error:0.103641
## [53] train-error:0.103641
## [54] train-error:0.103641
## [55] train-error:0.100840
## [56] train-error:0.100840
## [57] train-error:0.100840
## [58] train-error:0.100840
## [59] train-error:0.100840
## [60] train-error:0.095238
## [61] train-error:0.098039
## [62] train-error:0.092437
## [63] train-error:0.089636
## [64] train-error:0.089636
## [65] train-error:0.086835
## [66] train-error:0.089636
## [67] train-error:0.086835
## [68] train-error:0.092437
## [69] train-error:0.089636
## [70] train-error:0.089636
## [71] train-error:0.092437
## [72] train-error:0.089636
## [73] train-error:0.086835
## [74] train-error:0.084034
## [75] train-error:0.084034
## [76] train-error:0.081232
## [77] train-error:0.086835
## [78] train-error:0.084034
## [79] train-error:0.081232
## [80] train-error:0.081232
## [81] train-error:0.084034
## [82] train-error:0.084034
## [83] train-error:0.081232
## [84] train-error:0.081232
## [85] train-error:0.081232
## [86] train-error:0.081232
## [87] train-error:0.075630
## [88] train-error:0.075630
## [89] train-error:0.072829
## [90] train-error:0.075630
## [91] train-error:0.072829
## [92] train-error:0.075630
## [93] train-error:0.075630
## [94] train-error:0.081232
## [95] train-error:0.081232
## [96] train-error:0.078431
## [97] train-error:0.084034
## [98] train-error:0.084034
## [99] train-error:0.084034
## [100]    train-error:0.072829
## [101]    train-error:0.084034
## [102]    train-error:0.072829
## [103]    train-error:0.078431
## [104]    train-error:0.075630
## [105]    train-error:0.070028
## [106]    train-error:0.072829
## [107]    train-error:0.070028
## [108]    train-error:0.072829
## [109]    train-error:0.072829
## [110]    train-error:0.078431
## [111]    train-error:0.078431
## [112]    train-error:0.072829
## [113]    train-error:0.075630
## [114]    train-error:0.072829
## [115]    train-error:0.072829
## [116]    train-error:0.072829
## [117]    train-error:0.070028
## [118]    train-error:0.067227
## [119]    train-error:0.064426
## [120]    train-error:0.064426
## [121]    train-error:0.064426
## [122]    train-error:0.064426
## [123]    train-error:0.067227
## [124]    train-error:0.067227
## [125]    train-error:0.070028
## [126]    train-error:0.070028
## [127]    train-error:0.067227
## [128]    train-error:0.070028
## [129]    train-error:0.070028
## [130]    train-error:0.072829
## [131]    train-error:0.070028
## [132]    train-error:0.067227
## [133]    train-error:0.070028
## [134]    train-error:0.070028
## [135]    train-error:0.070028
## [136]    train-error:0.070028
## [137]    train-error:0.064426
## [138]    train-error:0.064426
## [139]    train-error:0.064426
## [140]    train-error:0.064426
## [141]    train-error:0.064426
## [142]    train-error:0.064426
## [143]    train-error:0.064426
## [144]    train-error:0.064426
## [145]    train-error:0.064426
## [146]    train-error:0.061625
## [147]    train-error:0.058824
## [148]    train-error:0.061625
## [149]    train-error:0.064426
## [150]    train-error:0.064426
## [151]    train-error:0.067227
## [152]    train-error:0.061625
## [153]    train-error:0.064426
## [154]    train-error:0.064426
## [155]    train-error:0.064426
## [156]    train-error:0.064426
## [157]    train-error:0.064426
## [158]    train-error:0.064426
## [159]    train-error:0.064426
## [160]    train-error:0.064426
## [161]    train-error:0.064426
## [162]    train-error:0.061625
## [163]    train-error:0.058824
## [164]    train-error:0.056022
## [165]    train-error:0.056022
## [166]    train-error:0.056022
## [167]    train-error:0.056022
## [168]    train-error:0.058824
## [169]    train-error:0.058824
## [170]    train-error:0.058824
## [171]    train-error:0.058824
## [172]    train-error:0.058824
## [173]    train-error:0.061625
## [174]    train-error:0.061625
## [175]    train-error:0.061625
## [176]    train-error:0.061625
## [177]    train-error:0.061625
## [178]    train-error:0.061625
## [179]    train-error:0.056022
## [180]    train-error:0.058824
## [181]    train-error:0.058824
## [182]    train-error:0.053221
## [183]    train-error:0.053221
## [184]    train-error:0.053221
## [185]    train-error:0.056022
## [186]    train-error:0.056022
## [187]    train-error:0.058824
## [188]    train-error:0.058824
## [189]    train-error:0.056022
## [190]    train-error:0.053221
## [191]    train-error:0.056022
## [192]    train-error:0.056022
## [193]    train-error:0.056022
## [194]    train-error:0.056022
## [195]    train-error:0.056022
## [196]    train-error:0.056022
## [197]    train-error:0.056022
## [198]    train-error:0.050420
## [199]    train-error:0.053221
## [200]    train-error:0.053221
## [201]    train-error:0.056022
## [202]    train-error:0.056022
## [203]    train-error:0.056022
## [204]    train-error:0.056022
## [205]    train-error:0.056022
## [206]    train-error:0.056022
## [207]    train-error:0.056022
## [208]    train-error:0.056022
## [209]    train-error:0.053221
## [210]    train-error:0.050420
## [211]    train-error:0.050420
## [212]    train-error:0.050420
## [213]    train-error:0.053221
## [214]    train-error:0.053221
## [215]    train-error:0.050420
## [216]    train-error:0.053221
## [217]    train-error:0.050420
## [218]    train-error:0.053221
## [219]    train-error:0.050420
## [220]    train-error:0.050420
## [221]    train-error:0.050420
## [222]    train-error:0.050420
## [223]    train-error:0.050420
## [224]    train-error:0.056022
## [225]    train-error:0.053221
## [226]    train-error:0.053221
## [227]    train-error:0.053221
## [228]    train-error:0.053221
## [229]    train-error:0.053221
## [230]    train-error:0.053221
## [231]    train-error:0.050420
## [232]    train-error:0.053221
## [233]    train-error:0.053221
## [234]    train-error:0.053221
## [235]    train-error:0.053221
## [236]    train-error:0.053221
## [237]    train-error:0.050420
## [238]    train-error:0.053221
## [239]    train-error:0.053221
## [240]    train-error:0.050420
## [241]    train-error:0.050420
## [242]    train-error:0.050420
## [243]    train-error:0.050420
## [244]    train-error:0.050420
## [245]    train-error:0.050420
## [246]    train-error:0.050420
## [247]    train-error:0.047619
## [248]    train-error:0.047619
## [249]    train-error:0.050420
## [250]    train-error:0.050420
## [251]    train-error:0.047619
## [252]    train-error:0.047619
## [253]    train-error:0.047619
## [254]    train-error:0.047619
## [255]    train-error:0.047619
## [256]    train-error:0.044818
## [257]    train-error:0.044818
## [258]    train-error:0.044818
## [259]    train-error:0.047619
## [260]    train-error:0.044818
## [261]    train-error:0.044818
## [262]    train-error:0.044818
## [263]    train-error:0.044818
## [264]    train-error:0.044818
## [265]    train-error:0.044818
## [266]    train-error:0.044818
## [267]    train-error:0.044818
## [268]    train-error:0.044818
## [269]    train-error:0.044818
## [270]    train-error:0.044818
## [271]    train-error:0.044818
## [272]    train-error:0.044818
## [273]    train-error:0.044818
## [274]    train-error:0.044818
## [275]    train-error:0.044818
## [276]    train-error:0.044818
## [277]    train-error:0.044818
## [278]    train-error:0.044818
## [279]    train-error:0.044818
## [280]    train-error:0.044818
## [281]    train-error:0.044818
## [282]    train-error:0.044818
## [283]    train-error:0.044818
## [284]    train-error:0.044818
## [285]    train-error:0.044818
## [286]    train-error:0.044818
## [287]    train-error:0.044818
## [288]    train-error:0.044818
## [289]    train-error:0.044818
## [290]    train-error:0.044818
## [291]    train-error:0.044818
## [292]    train-error:0.044818
## [293]    train-error:0.044818
## [294]    train-error:0.044818
## [295]    train-error:0.044818
## [296]    train-error:0.044818
## [297]    train-error:0.044818
## [298]    train-error:0.044818
## [299]    train-error:0.044818
## [300]    train-error:0.044818
## [301]    train-error:0.044818
## [302]    train-error:0.044818
## [303]    train-error:0.044818
## [304]    train-error:0.044818
## [305]    train-error:0.044818
## [306]    train-error:0.044818
## [307]    train-error:0.044818
## [308]    train-error:0.044818
## [309]    train-error:0.044818
## [310]    train-error:0.044818
## [311]    train-error:0.044818
## [312]    train-error:0.044818
## [313]    train-error:0.044818
## [314]    train-error:0.044818
## [315]    train-error:0.044818
## [316]    train-error:0.044818
## [317]    train-error:0.044818
## [318]    train-error:0.042017
## [319]    train-error:0.042017
## [320]    train-error:0.044818
## [321]    train-error:0.044818
## [322]    train-error:0.044818
## [323]    train-error:0.042017
## [324]    train-error:0.042017
## [325]    train-error:0.042017
## [326]    train-error:0.042017
## [327]    train-error:0.042017
## [328]    train-error:0.042017
## [329]    train-error:0.042017
## [330]    train-error:0.042017
## [331]    train-error:0.042017
## [332]    train-error:0.042017
## [333]    train-error:0.042017
## [334]    train-error:0.042017
## [335]    train-error:0.042017
## [336]    train-error:0.042017
## [337]    train-error:0.044818
## [338]    train-error:0.042017
## [339]    train-error:0.042017
## [340]    train-error:0.042017
## [341]    train-error:0.042017
## [342]    train-error:0.042017
## [343]    train-error:0.042017
## [344]    train-error:0.042017
## [345]    train-error:0.042017
## [346]    train-error:0.042017
## [347]    train-error:0.042017
## [348]    train-error:0.042017
## [349]    train-error:0.042017
## [350]    train-error:0.042017
## [351]    train-error:0.042017
## [352]    train-error:0.042017
## [353]    train-error:0.042017
## [354]    train-error:0.042017
## [355]    train-error:0.042017
## [356]    train-error:0.042017
## [357]    train-error:0.042017
## [358]    train-error:0.044818
## [359]    train-error:0.042017
## [360]    train-error:0.042017
## [361]    train-error:0.042017
## [362]    train-error:0.042017
## [363]    train-error:0.042017
## [364]    train-error:0.042017
## [365]    train-error:0.042017
## [366]    train-error:0.042017
## [367]    train-error:0.042017
## [368]    train-error:0.042017
## [369]    train-error:0.042017
## [370]    train-error:0.042017
## [371]    train-error:0.042017
## [372]    train-error:0.042017
## [373]    train-error:0.042017
## [374]    train-error:0.042017
## [375]    train-error:0.042017
## [376]    train-error:0.042017
## [377]    train-error:0.042017
## [378]    train-error:0.042017
## [379]    train-error:0.044818
## [380]    train-error:0.044818
## [381]    train-error:0.044818
## [382]    train-error:0.042017
## [383]    train-error:0.042017
## [384]    train-error:0.042017
## [385]    train-error:0.042017
## [386]    train-error:0.042017
## [387]    train-error:0.042017
## [388]    train-error:0.042017
## [389]    train-error:0.042017
## [390]    train-error:0.042017
## [391]    train-error:0.042017
## [392]    train-error:0.042017
## [393]    train-error:0.042017
## [394]    train-error:0.042017
## [395]    train-error:0.042017
## [396]    train-error:0.042017
## [397]    train-error:0.042017
## [398]    train-error:0.042017
## [399]    train-error:0.042017
## [400]    train-error:0.042017
## [401]    train-error:0.042017
## [402]    train-error:0.042017
## [403]    train-error:0.042017
## [404]    train-error:0.042017
## [405]    train-error:0.042017
## [406]    train-error:0.042017
## [407]    train-error:0.042017
## [408]    train-error:0.042017
## [409]    train-error:0.042017
## [410]    train-error:0.042017
## [411]    train-error:0.042017
## [412]    train-error:0.042017
## [413]    train-error:0.039216
## [414]    train-error:0.039216
## [415]    train-error:0.039216
## [416]    train-error:0.039216
## [417]    train-error:0.042017
## [418]    train-error:0.039216
## [419]    train-error:0.039216
## [420]    train-error:0.036415
## [421]    train-error:0.036415
## [422]    train-error:0.036415
## [423]    train-error:0.036415
## [424]    train-error:0.036415
## [425]    train-error:0.036415
## [426]    train-error:0.033613
## [427]    train-error:0.039216
## [428]    train-error:0.039216
## [429]    train-error:0.033613
## [430]    train-error:0.033613
## [431]    train-error:0.036415
## [432]    train-error:0.036415
## [433]    train-error:0.036415
## [434]    train-error:0.033613
## [435]    train-error:0.036415
## [436]    train-error:0.042017
## [437]    train-error:0.042017
## [438]    train-error:0.042017
## [439]    train-error:0.039216
## [440]    train-error:0.039216
## [441]    train-error:0.039216
## [442]    train-error:0.036415
## [443]    train-error:0.039216
## [444]    train-error:0.036415
## [445]    train-error:0.039216
## [446]    train-error:0.036415
## [447]    train-error:0.033613
## [448]    train-error:0.033613
## [449]    train-error:0.036415
## [450]    train-error:0.033613
## [451]    train-error:0.036415
## [452]    train-error:0.033613
## [453]    train-error:0.030812
## [454]    train-error:0.030812
## [455]    train-error:0.030812
## [456]    train-error:0.036415
## [457]    train-error:0.030812
## [458]    train-error:0.033613
## [459]    train-error:0.033613
## [460]    train-error:0.033613
## [461]    train-error:0.036415
## [462]    train-error:0.036415
## [463]    train-error:0.036415
## [464]    train-error:0.036415
## [465]    train-error:0.036415
## [466]    train-error:0.036415
## [467]    train-error:0.036415
## [468]    train-error:0.036415
## [469]    train-error:0.036415
## [470]    train-error:0.033613
## [471]    train-error:0.033613
## [472]    train-error:0.033613
## [473]    train-error:0.033613
## [474]    train-error:0.033613
## [475]    train-error:0.036415
## [476]    train-error:0.036415
## [477]    train-error:0.033613
## [478]    train-error:0.033613
## [479]    train-error:0.033613
## [480]    train-error:0.033613
## [481]    train-error:0.033613
## [482]    train-error:0.033613
## [483]    train-error:0.033613
## [484]    train-error:0.030812
## [485]    train-error:0.033613
## [486]    train-error:0.033613
## [487]    train-error:0.033613
## [488]    train-error:0.030812
## [489]    train-error:0.030812
## [490]    train-error:0.030812
## [491]    train-error:0.030812
## [492]    train-error:0.030812
## [493]    train-error:0.033613
## [494]    train-error:0.030812
## [495]    train-error:0.030812
## [496]    train-error:0.030812
## [497]    train-error:0.033613
## [498]    train-error:0.033613
## [499]    train-error:0.033613
## [500]    train-error:0.030812
## [501]    train-error:0.033613
## [502]    train-error:0.033613
## [503]    train-error:0.036415
## [504]    train-error:0.036415
## [505]    train-error:0.036415
## [506]    train-error:0.036415
## [507]    train-error:0.036415
## [508]    train-error:0.039216
## [509]    train-error:0.042017
## [510]    train-error:0.042017
## [511]    train-error:0.042017
## [512]    train-error:0.042017
## [513]    train-error:0.042017
## [514]    train-error:0.042017
## [515]    train-error:0.039216
## [516]    train-error:0.039216
## [517]    train-error:0.042017
## [518]    train-error:0.042017
## [519]    train-error:0.039216
## [520]    train-error:0.036415
## [521]    train-error:0.036415
## [522]    train-error:0.036415
## [523]    train-error:0.036415
## [524]    train-error:0.033613
## [525]    train-error:0.030812
## [526]    train-error:0.030812
## [527]    train-error:0.030812
## [528]    train-error:0.033613
## [529]    train-error:0.030812
## [530]    train-error:0.030812
## [531]    train-error:0.030812
## [532]    train-error:0.030812
## [533]    train-error:0.030812
## [534]    train-error:0.030812
## [535]    train-error:0.030812
## [536]    train-error:0.030812
## [537]    train-error:0.033613
## [538]    train-error:0.028011
## [539]    train-error:0.025210
## [540]    train-error:0.030812
## [541]    train-error:0.028011
## [542]    train-error:0.025210
## [543]    train-error:0.030812
## [544]    train-error:0.028011
## [545]    train-error:0.025210
## [546]    train-error:0.025210
## [547]    train-error:0.025210
## [548]    train-error:0.025210
## [549]    train-error:0.025210
## [550]    train-error:0.025210
## [551]    train-error:0.025210
## [552]    train-error:0.022409
## [553]    train-error:0.022409
## [554]    train-error:0.022409
## [555]    train-error:0.022409
## [556]    train-error:0.022409
## [557]    train-error:0.022409
## [558]    train-error:0.025210
## [559]    train-error:0.028011
## [560]    train-error:0.028011
## [561]    train-error:0.028011
## [562]    train-error:0.028011
## [563]    train-error:0.028011
## [564]    train-error:0.028011
## [565]    train-error:0.028011
## [566]    train-error:0.028011
## [567]    train-error:0.028011
## [568]    train-error:0.028011
## [569]    train-error:0.028011
## [570]    train-error:0.028011
## [571]    train-error:0.028011
## [572]    train-error:0.028011
## [573]    train-error:0.028011
## [574]    train-error:0.025210
## [575]    train-error:0.025210
## [576]    train-error:0.025210
## [577]    train-error:0.025210
## [0]  train-error:0.324022
## [1]  train-error:0.324022
## [2]  train-error:0.315642
## [3]  train-error:0.315642
## [4]  train-error:0.248603
## [5]  train-error:0.234637
## [6]  train-error:0.231844
## [7]  train-error:0.220670
## [8]  train-error:0.203911
## [9]  train-error:0.217877
## [10] train-error:0.201117
## [11] train-error:0.187151
## [12] train-error:0.198324
## [13] train-error:0.184358
## [14] train-error:0.181564
## [15] train-error:0.184358
## [16] train-error:0.187151
## [17] train-error:0.201117
## [18] train-error:0.187151
## [19] train-error:0.203911
## [20] train-error:0.212290
## [21] train-error:0.203911
## [22] train-error:0.209497
## [23] train-error:0.206704
## [24] train-error:0.212290
## [25] train-error:0.209497
## [26] train-error:0.212290
## [27] train-error:0.209497
## [28] train-error:0.212290
## [29] train-error:0.209497
## [30] train-error:0.209497
## [31] train-error:0.209497
## [32] train-error:0.209497
## [33] train-error:0.203911
## [34] train-error:0.192737
## [35] train-error:0.201117
## [36] train-error:0.195531
## [37] train-error:0.198324
## [38] train-error:0.201117
## [39] train-error:0.201117
## [40] train-error:0.203911
## [41] train-error:0.212290
## [42] train-error:0.209497
## [43] train-error:0.203911
## [44] train-error:0.203911
## [45] train-error:0.195531
## [46] train-error:0.198324
## [47] train-error:0.198324
## [48] train-error:0.189944
## [49] train-error:0.192737
## [50] train-error:0.192737
## [51] train-error:0.206704
## [52] train-error:0.206704
## [53] train-error:0.195531
## [54] train-error:0.189944
## [55] train-error:0.189944
## [56] train-error:0.187151
## [57] train-error:0.184358
## [58] train-error:0.189944
## [59] train-error:0.189944
## [60] train-error:0.187151
## [61] train-error:0.184358
## [62] train-error:0.181564
## [63] train-error:0.189944
## [64] train-error:0.198324
## [65] train-error:0.203911
## [66] train-error:0.203911
## [67] train-error:0.192737
## [68] train-error:0.198324
## [69] train-error:0.201117
## [70] train-error:0.209497
## [71] train-error:0.195531
## [72] train-error:0.198324
## [73] train-error:0.192737
## [74] train-error:0.187151
## [75] train-error:0.203911
## [76] train-error:0.198324
## [77] train-error:0.189944
## [78] train-error:0.189944
## [79] train-error:0.192737
## [80] train-error:0.201117
## [81] train-error:0.187151
## [82] train-error:0.195531
## [83] train-error:0.192737
## [84] train-error:0.203911
## [85] train-error:0.189944
## [86] train-error:0.189944
## [87] train-error:0.184358
## [88] train-error:0.184358
## [89] train-error:0.184358
## [90] train-error:0.187151
## [91] train-error:0.181564
## [92] train-error:0.181564
## [93] train-error:0.178771
## [94] train-error:0.184358
## [95] train-error:0.175978
## [96] train-error:0.178771
## [97] train-error:0.187151
## [98] train-error:0.170391
## [99] train-error:0.187151
## [100]    train-error:0.184358
## [101]    train-error:0.178771
## [102]    train-error:0.173184
## [103]    train-error:0.173184
## [104]    train-error:0.173184
## [105]    train-error:0.175978
## [106]    train-error:0.178771
## [107]    train-error:0.175978
## [108]    train-error:0.170391
## [109]    train-error:0.170391
## [110]    train-error:0.178771
## [111]    train-error:0.173184
## [112]    train-error:0.164804
## [113]    train-error:0.170391
## [114]    train-error:0.170391
## [115]    train-error:0.173184
## [116]    train-error:0.170391
## [117]    train-error:0.167598
## [118]    train-error:0.173184
## [119]    train-error:0.156425
## [120]    train-error:0.162011
## [121]    train-error:0.170391
## [122]    train-error:0.170391
## [123]    train-error:0.156425
## [124]    train-error:0.164804
## [125]    train-error:0.167598
## [126]    train-error:0.167598
## [127]    train-error:0.164804
## [128]    train-error:0.162011
## [129]    train-error:0.164804
## [130]    train-error:0.159218
## [131]    train-error:0.162011
## [132]    train-error:0.156425
## [133]    train-error:0.156425
## [134]    train-error:0.153631
## [135]    train-error:0.156425
## [136]    train-error:0.159218
## [137]    train-error:0.156425
## [138]    train-error:0.170391
## [139]    train-error:0.156425
## [140]    train-error:0.156425
## [141]    train-error:0.156425
## [142]    train-error:0.153631
## [143]    train-error:0.156425
## [144]    train-error:0.159218
## [145]    train-error:0.164804
## [146]    train-error:0.173184
## [147]    train-error:0.175978
## [148]    train-error:0.167598
## [149]    train-error:0.167598
## [150]    train-error:0.164804
## [151]    train-error:0.167598
## [152]    train-error:0.164804
## [153]    train-error:0.167598
## [154]    train-error:0.164804
## [155]    train-error:0.162011
## [156]    train-error:0.162011
## [157]    train-error:0.164804
## [158]    train-error:0.164804
## [159]    train-error:0.167598
## [160]    train-error:0.167598
## [161]    train-error:0.167598
## [162]    train-error:0.167598
## [163]    train-error:0.167598
## [164]    train-error:0.164804
## [165]    train-error:0.159218
## [166]    train-error:0.162011
## [167]    train-error:0.162011
## [168]    train-error:0.167598
## [169]    train-error:0.167598
## [170]    train-error:0.164804
## [171]    train-error:0.173184
## [172]    train-error:0.173184
## [173]    train-error:0.184358
## [174]    train-error:0.170391
## [175]    train-error:0.170391
## [176]    train-error:0.170391
## [177]    train-error:0.170391
## [178]    train-error:0.173184
## [179]    train-error:0.175978
## [180]    train-error:0.173184
## [181]    train-error:0.187151
## [182]    train-error:0.187151
## [183]    train-error:0.175978
## [184]    train-error:0.181564
## [185]    train-error:0.184358
## [186]    train-error:0.175978
## [187]    train-error:0.181564
## [188]    train-error:0.184358
## [189]    train-error:0.178771
## [190]    train-error:0.175978
## [191]    train-error:0.164804
## [192]    train-error:0.175978
## [193]    train-error:0.167598
## [194]    train-error:0.167598
## [195]    train-error:0.178771
## [196]    train-error:0.173184
## [197]    train-error:0.173184
## [198]    train-error:0.170391
## [199]    train-error:0.173184
## [200]    train-error:0.170391
## [201]    train-error:0.170391
## [202]    train-error:0.173184
## [203]    train-error:0.173184
## [204]    train-error:0.173184
## [205]    train-error:0.173184
## [206]    train-error:0.170391
## [207]    train-error:0.164804
## [208]    train-error:0.170391
## [209]    train-error:0.170391
## [210]    train-error:0.175978
## [211]    train-error:0.173184
## [212]    train-error:0.173184
## [213]    train-error:0.167598
## [214]    train-error:0.173184
## [215]    train-error:0.175978
## [216]    train-error:0.162011
## [217]    train-error:0.164804
## [218]    train-error:0.162011
## [219]    train-error:0.162011
## [220]    train-error:0.162011
## [221]    train-error:0.162011
## [222]    train-error:0.175978
## [223]    train-error:0.167598
## [224]    train-error:0.162011
## [225]    train-error:0.162011
## [226]    train-error:0.170391
## [227]    train-error:0.167598
## [228]    train-error:0.167598
## [229]    train-error:0.167598
## [230]    train-error:0.170391
## [231]    train-error:0.173184
## [232]    train-error:0.167598
## [233]    train-error:0.175978
## [234]    train-error:0.170391
## [235]    train-error:0.175978
## [236]    train-error:0.181564
## [237]    train-error:0.175978
## [238]    train-error:0.175978
## [239]    train-error:0.178771
## [240]    train-error:0.175978
## [241]    train-error:0.175978
## [242]    train-error:0.162011
## [243]    train-error:0.159218
## [244]    train-error:0.167598
## [245]    train-error:0.173184
## [246]    train-error:0.173184
## [247]    train-error:0.170391
## [248]    train-error:0.170391
## [249]    train-error:0.164804
## [250]    train-error:0.164804
## [251]    train-error:0.170391
## [252]    train-error:0.159218
## [253]    train-error:0.170391
## [254]    train-error:0.162011
## [255]    train-error:0.162011
## [256]    train-error:0.173184
## [257]    train-error:0.164804
## [258]    train-error:0.170391
## [259]    train-error:0.162011
## [260]    train-error:0.164804
## [261]    train-error:0.167598
## [262]    train-error:0.167598
## [263]    train-error:0.162011
## [264]    train-error:0.164804
## [265]    train-error:0.162011
## [266]    train-error:0.162011
## [267]    train-error:0.164804
## [268]    train-error:0.167598
## [269]    train-error:0.159218
## [270]    train-error:0.156425
## [271]    train-error:0.162011
## [272]    train-error:0.159218
## [273]    train-error:0.162011
## [274]    train-error:0.153631
## [275]    train-error:0.159218
## [276]    train-error:0.159218
## [277]    train-error:0.153631
## [278]    train-error:0.150838
## [279]    train-error:0.156425
## [280]    train-error:0.150838
## [281]    train-error:0.159218
## [282]    train-error:0.153631
## [283]    train-error:0.150838
## [284]    train-error:0.153631
## [285]    train-error:0.153631
## [286]    train-error:0.159218
## [287]    train-error:0.150838
## [288]    train-error:0.148045
## [289]    train-error:0.148045
## [290]    train-error:0.156425
## [291]    train-error:0.159218
## [292]    train-error:0.162011
## [293]    train-error:0.159218
## [294]    train-error:0.159218
## [295]    train-error:0.159218
## [296]    train-error:0.156425
## [297]    train-error:0.156425
## [298]    train-error:0.153631
## [299]    train-error:0.153631
## [300]    train-error:0.156425
## [301]    train-error:0.153631
## [302]    train-error:0.153631
## [303]    train-error:0.159218
## [304]    train-error:0.159218
## [305]    train-error:0.162011
## [306]    train-error:0.159218
## [307]    train-error:0.153631
## [308]    train-error:0.156425
## [309]    train-error:0.153631
## [310]    train-error:0.156425
## [311]    train-error:0.159218
## [312]    train-error:0.159218
## [313]    train-error:0.164804
## [314]    train-error:0.162011
## [315]    train-error:0.164804
## [316]    train-error:0.167598
## [317]    train-error:0.167598
## [318]    train-error:0.164804
## [319]    train-error:0.167598
## [320]    train-error:0.162011
## [321]    train-error:0.162011
## [322]    train-error:0.162011
## [323]    train-error:0.167598
## [324]    train-error:0.167598
## [325]    train-error:0.164804
## [326]    train-error:0.173184
## [327]    train-error:0.167598
## [328]    train-error:0.167598
## [329]    train-error:0.167598
## [330]    train-error:0.175978
## [331]    train-error:0.170391
## [332]    train-error:0.167598
## [333]    train-error:0.162011
## [334]    train-error:0.167598
## [335]    train-error:0.159218
## [336]    train-error:0.162011
## [337]    train-error:0.159218
## [338]    train-error:0.159218
## [339]    train-error:0.159218
## [340]    train-error:0.162011
## [341]    train-error:0.162011
## [342]    train-error:0.162011
## [343]    train-error:0.159218
## [344]    train-error:0.159218
## [345]    train-error:0.162011
## [346]    train-error:0.162011
## [347]    train-error:0.164804
## [348]    train-error:0.170391
## [349]    train-error:0.162011
## [350]    train-error:0.162011
## [351]    train-error:0.156425
## [352]    train-error:0.159218
## [353]    train-error:0.162011
## [354]    train-error:0.162011
## [355]    train-error:0.159218
## [356]    train-error:0.159218
## [357]    train-error:0.156425
## [358]    train-error:0.153631
## [359]    train-error:0.150838
## [360]    train-error:0.145251
## [361]    train-error:0.145251
## [362]    train-error:0.150838
## [363]    train-error:0.150838
## [364]    train-error:0.150838
## [365]    train-error:0.150838
## [366]    train-error:0.142458
## [367]    train-error:0.142458
## [368]    train-error:0.148045
## [369]    train-error:0.145251
## [370]    train-error:0.150838
## [371]    train-error:0.150838
## [372]    train-error:0.148045
## [373]    train-error:0.153631
## [374]    train-error:0.145251
## [375]    train-error:0.145251
## [376]    train-error:0.153631
## [377]    train-error:0.148045
## [378]    train-error:0.150838
## [379]    train-error:0.153631
## [380]    train-error:0.148045
## [381]    train-error:0.148045
## [382]    train-error:0.153631
## [383]    train-error:0.150838
## [384]    train-error:0.150838
## [385]    train-error:0.153631
## [386]    train-error:0.156425
## [387]    train-error:0.153631
## [388]    train-error:0.156425
## [389]    train-error:0.153631
## [390]    train-error:0.156425
## [391]    train-error:0.156425
## [392]    train-error:0.150838
## [393]    train-error:0.150838
## [394]    train-error:0.153631
## [395]    train-error:0.156425
## [396]    train-error:0.156425
## [397]    train-error:0.150838
## [398]    train-error:0.153631
## [399]    train-error:0.150838
## [400]    train-error:0.156425
## [401]    train-error:0.148045
## [402]    train-error:0.150838
## [403]    train-error:0.156425
## [404]    train-error:0.153631
## [405]    train-error:0.153631
## [406]    train-error:0.153631
## [407]    train-error:0.148045
## [408]    train-error:0.150838
## [409]    train-error:0.156425
## [410]    train-error:0.159218
## [411]    train-error:0.148045
## [412]    train-error:0.159218
## [413]    train-error:0.159218
## [414]    train-error:0.153631
## [415]    train-error:0.164804
## [416]    train-error:0.164804
## [417]    train-error:0.167598
## [418]    train-error:0.164804
## [419]    train-error:0.162011
## [420]    train-error:0.153631
## [421]    train-error:0.150838
## [422]    train-error:0.153631
## [423]    train-error:0.148045
## [424]    train-error:0.162011
## [425]    train-error:0.159218
## [426]    train-error:0.156425
## [427]    train-error:0.159218
## [0]  train-error:0.282913
## [1]  train-error:0.212885
## [2]  train-error:0.221289
## [3]  train-error:0.196078
## [4]  train-error:0.187675
## [5]  train-error:0.179272
## [6]  train-error:0.184874
## [7]  train-error:0.179272
## [8]  train-error:0.184874
## [9]  train-error:0.170868
## [10] train-error:0.176471
## [11] train-error:0.173669
## [12] train-error:0.156863
## [13] train-error:0.173669
## [14] train-error:0.176471
## [15] train-error:0.173669
## [16] train-error:0.187675
## [17] train-error:0.187675
## [18] train-error:0.182073
## [19] train-error:0.187675
## [20] train-error:0.168067
## [21] train-error:0.173669
## [22] train-error:0.165266
## [23] train-error:0.162465
## [24] train-error:0.170868
## [25] train-error:0.159664
## [26] train-error:0.156863
## [27] train-error:0.165266
## [28] train-error:0.170868
## [29] train-error:0.168067
## [30] train-error:0.170868
## [31] train-error:0.156863
## [32] train-error:0.151261
## [33] train-error:0.170868
## [34] train-error:0.173669
## [35] train-error:0.162465
## [36] train-error:0.165266
## [37] train-error:0.159664
## [38] train-error:0.156863
## [39] train-error:0.154062
## [40] train-error:0.156863
## [41] train-error:0.156863
## [42] train-error:0.165266
## [43] train-error:0.151261
## [44] train-error:0.148459
## [45] train-error:0.165266
## [46] train-error:0.165266
## [47] train-error:0.170868
## [48] train-error:0.162465
## [49] train-error:0.168067
## [50] train-error:0.162465
## [51] train-error:0.165266
## [52] train-error:0.168067
## [53] train-error:0.165266
## [54] train-error:0.154062
## [55] train-error:0.159664
## [56] train-error:0.154062
## [57] train-error:0.154062
## [58] train-error:0.154062
## [59] train-error:0.145658
## [60] train-error:0.156863
## [61] train-error:0.145658
## [62] train-error:0.151261
## [63] train-error:0.140056
## [64] train-error:0.145658
## [65] train-error:0.140056
## [66] train-error:0.140056
## [67] train-error:0.142857
## [68] train-error:0.140056
## [69] train-error:0.145658
## [70] train-error:0.137255
## [71] train-error:0.148459
## [72] train-error:0.148459
## [73] train-error:0.151261
## [74] train-error:0.140056
## [75] train-error:0.140056
## [76] train-error:0.148459
## [77] train-error:0.145658
## [78] train-error:0.159664
## [79] train-error:0.156863
## [80] train-error:0.148459
## [81] train-error:0.151261
## [82] train-error:0.156863
## [83] train-error:0.156863
## [84] train-error:0.154062
## [85] train-error:0.151261
## [86] train-error:0.145658
## [87] train-error:0.145658
## [88] train-error:0.148459
## [89] train-error:0.145658
## [90] train-error:0.145658
## [91] train-error:0.156863
## [92] train-error:0.156863
## [93] train-error:0.142857
## [94] train-error:0.145658
## [95] train-error:0.142857
## [96] train-error:0.142857
## [97] train-error:0.140056
## [98] train-error:0.145658
## [99] train-error:0.142857
## [100]    train-error:0.142857
## [101]    train-error:0.148459
## [102]    train-error:0.148459
## [103]    train-error:0.151261
## [104]    train-error:0.131653
## [105]    train-error:0.140056
## [106]    train-error:0.140056
## [107]    train-error:0.140056
## [108]    train-error:0.140056
## [109]    train-error:0.134454
## [110]    train-error:0.137255
## [111]    train-error:0.142857
## [112]    train-error:0.148459
## [113]    train-error:0.148459
## [114]    train-error:0.140056
## [115]    train-error:0.140056
## [116]    train-error:0.151261
## [117]    train-error:0.145658
## [118]    train-error:0.142857
## [119]    train-error:0.140056
## [120]    train-error:0.145658
## [121]    train-error:0.142857
## [122]    train-error:0.142857
## [123]    train-error:0.142857
## [124]    train-error:0.137255
## [125]    train-error:0.142857
## [126]    train-error:0.145658
## [127]    train-error:0.151261
## [128]    train-error:0.142857
## [129]    train-error:0.151261
## [130]    train-error:0.154062
## [131]    train-error:0.151261
## [132]    train-error:0.159664
## [133]    train-error:0.148459
## [134]    train-error:0.156863
## [135]    train-error:0.156863
## [136]    train-error:0.154062
## [137]    train-error:0.156863
## [138]    train-error:0.156863
## [139]    train-error:0.148459
## [140]    train-error:0.142857
## [141]    train-error:0.142857
## [142]    train-error:0.145658
## [143]    train-error:0.148459
## [144]    train-error:0.145658
## [145]    train-error:0.156863
## [146]    train-error:0.151261
## [147]    train-error:0.145658
## [148]    train-error:0.142857
## [149]    train-error:0.151261
## [150]    train-error:0.148459
## [151]    train-error:0.156863
## [152]    train-error:0.151261
## [153]    train-error:0.148459
## [154]    train-error:0.159664
## [155]    train-error:0.156863
## [156]    train-error:0.151261
## [157]    train-error:0.142857
## [158]    train-error:0.137255
## [159]    train-error:0.140056
## [160]    train-error:0.151261
## [161]    train-error:0.134454
## [162]    train-error:0.137255
## [163]    train-error:0.145658
## [164]    train-error:0.142857
## [165]    train-error:0.137255
## [166]    train-error:0.142857
## [167]    train-error:0.131653
## [168]    train-error:0.134454
## [169]    train-error:0.140056
## [170]    train-error:0.148459
## [171]    train-error:0.145658
## [172]    train-error:0.137255
## [173]    train-error:0.140056
## [174]    train-error:0.131653
## [175]    train-error:0.131653
## [176]    train-error:0.142857
## [177]    train-error:0.145658
## [178]    train-error:0.134454
## [179]    train-error:0.128852
## [180]    train-error:0.134454
## [181]    train-error:0.134454
## [182]    train-error:0.131653
## [183]    train-error:0.140056
## [184]    train-error:0.137255
## [185]    train-error:0.137255
## [186]    train-error:0.134454
## [187]    train-error:0.142857
## [188]    train-error:0.145658
## [189]    train-error:0.140056
## [190]    train-error:0.140056
## [191]    train-error:0.131653
## [192]    train-error:0.137255
## [193]    train-error:0.134454
## [194]    train-error:0.134454
## [195]    train-error:0.137255
## [196]    train-error:0.137255
## [197]    train-error:0.140056
## [198]    train-error:0.137255
## [199]    train-error:0.142857
## [200]    train-error:0.142857
## [201]    train-error:0.145658
## [202]    train-error:0.145658
## [203]    train-error:0.137255
## [204]    train-error:0.137255
## [205]    train-error:0.137255
## [206]    train-error:0.145658
## [207]    train-error:0.137255
## [208]    train-error:0.137255
## [209]    train-error:0.131653
## [210]    train-error:0.137255
## [211]    train-error:0.137255
## [212]    train-error:0.140056
## [213]    train-error:0.142857
## [214]    train-error:0.142857
## [215]    train-error:0.137255
## [216]    train-error:0.137255
## [217]    train-error:0.137255
## [218]    train-error:0.126050
## [219]    train-error:0.128852
## [220]    train-error:0.131653
## [221]    train-error:0.128852
## [222]    train-error:0.137255
## [223]    train-error:0.126050
## [224]    train-error:0.123249
## [225]    train-error:0.126050
## [226]    train-error:0.131653
## [227]    train-error:0.131653
## [228]    train-error:0.134454
## [229]    train-error:0.134454
## [230]    train-error:0.128852
## [231]    train-error:0.128852
## [232]    train-error:0.126050
## [233]    train-error:0.134454
## [234]    train-error:0.120448
## [235]    train-error:0.128852
## [236]    train-error:0.126050
## [237]    train-error:0.128852
## [238]    train-error:0.126050
## [239]    train-error:0.128852
## [240]    train-error:0.128852
## [241]    train-error:0.126050
## [242]    train-error:0.131653
## [243]    train-error:0.137255
## [244]    train-error:0.126050
## [245]    train-error:0.117647
## [246]    train-error:0.117647
## [247]    train-error:0.126050
## [248]    train-error:0.120448
## [249]    train-error:0.123249
## [250]    train-error:0.123249
## [251]    train-error:0.120448
## [252]    train-error:0.120448
## [253]    train-error:0.126050
## [254]    train-error:0.126050
## [255]    train-error:0.126050
## [256]    train-error:0.123249
## [257]    train-error:0.126050
## [258]    train-error:0.128852
## [259]    train-error:0.120448
## [260]    train-error:0.120448
## [261]    train-error:0.117647
## [262]    train-error:0.120448
## [263]    train-error:0.123249
## [264]    train-error:0.126050
## [265]    train-error:0.123249
## [266]    train-error:0.128852
## [267]    train-error:0.131653
## [268]    train-error:0.126050
## [269]    train-error:0.134454
## [270]    train-error:0.128852
## [271]    train-error:0.131653
## [272]    train-error:0.131653
## [273]    train-error:0.137255
## [274]    train-error:0.140056
## [275]    train-error:0.134454
## [276]    train-error:0.140056
## [277]    train-error:0.140056
## [278]    train-error:0.140056
## [279]    train-error:0.134454
## [280]    train-error:0.134454
## [281]    train-error:0.137255
## [282]    train-error:0.140056
## [283]    train-error:0.140056
## [284]    train-error:0.140056
## [285]    train-error:0.140056
## [286]    train-error:0.131653
## [287]    train-error:0.126050
## [288]    train-error:0.126050
## [289]    train-error:0.126050
## [290]    train-error:0.131653
## [291]    train-error:0.128852
## [292]    train-error:0.126050
## [293]    train-error:0.134454
## [294]    train-error:0.134454
## [295]    train-error:0.131653
## [296]    train-error:0.131653
## [297]    train-error:0.131653
## [298]    train-error:0.134454
## [299]    train-error:0.134454
## [300]    train-error:0.131653
## [301]    train-error:0.134454
## [302]    train-error:0.134454
## [303]    train-error:0.131653
## [304]    train-error:0.137255
## [305]    train-error:0.140056
## [306]    train-error:0.142857
## [307]    train-error:0.145658
## [308]    train-error:0.142857
## [309]    train-error:0.137255
## [310]    train-error:0.134454
## [311]    train-error:0.140056
## [312]    train-error:0.137255
## [313]    train-error:0.128852
## [314]    train-error:0.126050
## [315]    train-error:0.126050
## [316]    train-error:0.134454
## [317]    train-error:0.131653
## [318]    train-error:0.142857
## [319]    train-error:0.142857
## [320]    train-error:0.134454
## [321]    train-error:0.131653
## [322]    train-error:0.140056
## [323]    train-error:0.134454
## [324]    train-error:0.131653
## [325]    train-error:0.128852
## [326]    train-error:0.128852
## [327]    train-error:0.128852
## [328]    train-error:0.131653
## [329]    train-error:0.140056
## [330]    train-error:0.126050
## [331]    train-error:0.142857
## [332]    train-error:0.140056
## [333]    train-error:0.131653
## [334]    train-error:0.134454
## [335]    train-error:0.134454
## [336]    train-error:0.134454
## [337]    train-error:0.128852
## [338]    train-error:0.134454
## [339]    train-error:0.142857
## [340]    train-error:0.128852
## [341]    train-error:0.131653
## [342]    train-error:0.134454
## [343]    train-error:0.137255
## [344]    train-error:0.142857
## [345]    train-error:0.142857
## [346]    train-error:0.134454
## [347]    train-error:0.145658
## [348]    train-error:0.142857
## [349]    train-error:0.128852
## [350]    train-error:0.140056
## [351]    train-error:0.134454
## [352]    train-error:0.126050
## [353]    train-error:0.126050
## [354]    train-error:0.126050
## [355]    train-error:0.131653
## [356]    train-error:0.140056
## [357]    train-error:0.134454
## [358]    train-error:0.128852
## [359]    train-error:0.131653
## [360]    train-error:0.131653
## [361]    train-error:0.131653
## [362]    train-error:0.134454
## [363]    train-error:0.131653
## [364]    train-error:0.131653
## [365]    train-error:0.131653
## [366]    train-error:0.137255
## [367]    train-error:0.134454
## [368]    train-error:0.131653
## [369]    train-error:0.134454
## [370]    train-error:0.128852
## [371]    train-error:0.134454
## [372]    train-error:0.120448
## [373]    train-error:0.114846
## [374]    train-error:0.126050
## [375]    train-error:0.114846
## [376]    train-error:0.134454
## [377]    train-error:0.140056
## [378]    train-error:0.137255
## [379]    train-error:0.131653
## [380]    train-error:0.126050
## [381]    train-error:0.128852
## [382]    train-error:0.140056
## [383]    train-error:0.140056
## [384]    train-error:0.126050
## [385]    train-error:0.123249
## [386]    train-error:0.128852
## [387]    train-error:0.123249
## [388]    train-error:0.123249
## [389]    train-error:0.117647
## [390]    train-error:0.128852
## [391]    train-error:0.117647
## [392]    train-error:0.131653
## [393]    train-error:0.117647
## [394]    train-error:0.120448
## [395]    train-error:0.114846
## [396]    train-error:0.117647
## [397]    train-error:0.117647
## [398]    train-error:0.123249
## [399]    train-error:0.131653
## [400]    train-error:0.128852
## [401]    train-error:0.128852
## [402]    train-error:0.126050
## [403]    train-error:0.126050
## [404]    train-error:0.120448
## [405]    train-error:0.126050
## [406]    train-error:0.128852
## [407]    train-error:0.131653
## [408]    train-error:0.128852
## [409]    train-error:0.128852
## [410]    train-error:0.142857
## [411]    train-error:0.140056
## [412]    train-error:0.142857
## [413]    train-error:0.145658
## [414]    train-error:0.145658
## [415]    train-error:0.145658
## [416]    train-error:0.142857
## [417]    train-error:0.137255
## [418]    train-error:0.140056
## [419]    train-error:0.137255
## [420]    train-error:0.134454
## [421]    train-error:0.134454
## [422]    train-error:0.131653
## [423]    train-error:0.117647
## [424]    train-error:0.123249
## [425]    train-error:0.128852
## [426]    train-error:0.123249
## [427]    train-error:0.134454
## [0]  train-error:0.308123
## [1]  train-error:0.285714
## [2]  train-error:0.316527
## [3]  train-error:0.296919
## [4]  train-error:0.282913
## [5]  train-error:0.282913
## [6]  train-error:0.266106
## [7]  train-error:0.196078
## [8]  train-error:0.182073
## [9]  train-error:0.187675
## [10] train-error:0.182073
## [11] train-error:0.179272
## [12] train-error:0.196078
## [13] train-error:0.196078
## [14] train-error:0.187675
## [15] train-error:0.182073
## [16] train-error:0.182073
## [17] train-error:0.193277
## [18] train-error:0.196078
## [19] train-error:0.182073
## [20] train-error:0.182073
## [21] train-error:0.187675
## [22] train-error:0.196078
## [23] train-error:0.182073
## [24] train-error:0.190476
## [25] train-error:0.193277
## [26] train-error:0.196078
## [27] train-error:0.193277
## [28] train-error:0.184874
## [29] train-error:0.182073
## [30] train-error:0.187675
## [31] train-error:0.179272
## [32] train-error:0.168067
## [33] train-error:0.182073
## [34] train-error:0.176471
## [35] train-error:0.173669
## [36] train-error:0.168067
## [37] train-error:0.165266
## [38] train-error:0.168067
## [39] train-error:0.170868
## [40] train-error:0.159664
## [41] train-error:0.162465
## [42] train-error:0.162465
## [43] train-error:0.173669
## [44] train-error:0.176471
## [45] train-error:0.168067
## [46] train-error:0.165266
## [47] train-error:0.165266
## [48] train-error:0.170868
## [49] train-error:0.159664
## [50] train-error:0.159664
## [51] train-error:0.159664
## [52] train-error:0.162465
## [53] train-error:0.156863
## [54] train-error:0.159664
## [55] train-error:0.159664
## [56] train-error:0.156863
## [57] train-error:0.156863
## [58] train-error:0.151261
## [59] train-error:0.154062
## [60] train-error:0.151261
## [61] train-error:0.154062
## [62] train-error:0.156863
## [63] train-error:0.148459
## [64] train-error:0.142857
## [65] train-error:0.145658
## [66] train-error:0.145658
## [67] train-error:0.148459
## [68] train-error:0.142857
## [69] train-error:0.142857
## [70] train-error:0.159664
## [71] train-error:0.154062
## [72] train-error:0.159664
## [73] train-error:0.156863
## [74] train-error:0.145658
## [75] train-error:0.156863
## [76] train-error:0.151261
## [77] train-error:0.140056
## [78] train-error:0.145658
## [79] train-error:0.154062
## [80] train-error:0.154062
## [81] train-error:0.142857
## [82] train-error:0.151261
## [83] train-error:0.156863
## [84] train-error:0.148459
## [85] train-error:0.151261
## [86] train-error:0.154062
## [87] train-error:0.145658
## [88] train-error:0.148459
## [89] train-error:0.148459
## [90] train-error:0.148459
## [91] train-error:0.148459
## [92] train-error:0.154062
## [93] train-error:0.156863
## [94] train-error:0.159664
## [95] train-error:0.159664
## [96] train-error:0.151261
## [97] train-error:0.137255
## [98] train-error:0.137255
## [99] train-error:0.142857
## [100]    train-error:0.142857
## [101]    train-error:0.134454
## [102]    train-error:0.137255
## [103]    train-error:0.126050
## [104]    train-error:0.137255
## [105]    train-error:0.142857
## [106]    train-error:0.137255
## [107]    train-error:0.140056
## [108]    train-error:0.134454
## [109]    train-error:0.140056
## [110]    train-error:0.131653
## [111]    train-error:0.134454
## [112]    train-error:0.131653
## [113]    train-error:0.140056
## [114]    train-error:0.137255
## [115]    train-error:0.134454
## [116]    train-error:0.134454
## [117]    train-error:0.137255
## [118]    train-error:0.137255
## [119]    train-error:0.126050
## [120]    train-error:0.134454
## [121]    train-error:0.128852
## [122]    train-error:0.123249
## [123]    train-error:0.134454
## [124]    train-error:0.140056
## [125]    train-error:0.137255
## [126]    train-error:0.134454
## [127]    train-error:0.137255
## [128]    train-error:0.140056
## [129]    train-error:0.140056
## [130]    train-error:0.140056
## [131]    train-error:0.137255
## [132]    train-error:0.131653
## [133]    train-error:0.137255
## [134]    train-error:0.140056
## [135]    train-error:0.137255
## [136]    train-error:0.134454
## [137]    train-error:0.128852
## [138]    train-error:0.131653
## [139]    train-error:0.140056
## [140]    train-error:0.140056
## [141]    train-error:0.134454
## [142]    train-error:0.137255
## [143]    train-error:0.140056
## [144]    train-error:0.145658
## [145]    train-error:0.145658
## [146]    train-error:0.140056
## [147]    train-error:0.137255
## [148]    train-error:0.137255
## [149]    train-error:0.142857
## [150]    train-error:0.137255
## [151]    train-error:0.134454
## [152]    train-error:0.134454
## [153]    train-error:0.134454
## [154]    train-error:0.131653
## [155]    train-error:0.145658
## [156]    train-error:0.145658
## [157]    train-error:0.137255
## [158]    train-error:0.137255
## [159]    train-error:0.131653
## [160]    train-error:0.140056
## [161]    train-error:0.134454
## [162]    train-error:0.137255
## [163]    train-error:0.140056
## [164]    train-error:0.142857
## [165]    train-error:0.137255
## [166]    train-error:0.142857
## [167]    train-error:0.140056
## [168]    train-error:0.140056
## [169]    train-error:0.137255
## [170]    train-error:0.142857
## [171]    train-error:0.131653
## [172]    train-error:0.134454
## [173]    train-error:0.137255
## [174]    train-error:0.140056
## [175]    train-error:0.137255
## [176]    train-error:0.134454
## [177]    train-error:0.137255
## [178]    train-error:0.131653
## [179]    train-error:0.134454
## [180]    train-error:0.131653
## [181]    train-error:0.134454
## [182]    train-error:0.131653
## [183]    train-error:0.131653
## [184]    train-error:0.131653
## [185]    train-error:0.137255
## [186]    train-error:0.134454
## [187]    train-error:0.137255
## [188]    train-error:0.131653
## [189]    train-error:0.128852
## [190]    train-error:0.131653
## [191]    train-error:0.131653
## [192]    train-error:0.131653
## [193]    train-error:0.131653
## [194]    train-error:0.131653
## [195]    train-error:0.131653
## [196]    train-error:0.131653
## [197]    train-error:0.123249
## [198]    train-error:0.123249
## [199]    train-error:0.123249
## [200]    train-error:0.131653
## [201]    train-error:0.123249
## [202]    train-error:0.123249
## [203]    train-error:0.126050
## [204]    train-error:0.126050
## [205]    train-error:0.131653
## [206]    train-error:0.128852
## [207]    train-error:0.128852
## [208]    train-error:0.131653
## [209]    train-error:0.131653
## [210]    train-error:0.134454
## [211]    train-error:0.123249
## [212]    train-error:0.131653
## [213]    train-error:0.134454
## [214]    train-error:0.131653
## [215]    train-error:0.131653
## [216]    train-error:0.128852
## [217]    train-error:0.137255
## [218]    train-error:0.148459
## [219]    train-error:0.148459
## [220]    train-error:0.151261
## [221]    train-error:0.140056
## [222]    train-error:0.145658
## [223]    train-error:0.134454
## [224]    train-error:0.142857
## [225]    train-error:0.145658
## [226]    train-error:0.140056
## [227]    train-error:0.140056
## [228]    train-error:0.131653
## [229]    train-error:0.128852
## [230]    train-error:0.137255
## [231]    train-error:0.137255
## [232]    train-error:0.142857
## [233]    train-error:0.140056
## [234]    train-error:0.140056
## [235]    train-error:0.131653
## [236]    train-error:0.126050
## [237]    train-error:0.137255
## [238]    train-error:0.131653
## [239]    train-error:0.123249
## [240]    train-error:0.126050
## [241]    train-error:0.128852
## [242]    train-error:0.126050
## [243]    train-error:0.128852
## [244]    train-error:0.131653
## [245]    train-error:0.131653
## [246]    train-error:0.128852
## [247]    train-error:0.137255
## [248]    train-error:0.140056
## [249]    train-error:0.142857
## [250]    train-error:0.137255
## [251]    train-error:0.142857
## [252]    train-error:0.137255
## [253]    train-error:0.126050
## [254]    train-error:0.140056
## [255]    train-error:0.137255
## [256]    train-error:0.137255
## [257]    train-error:0.131653
## [258]    train-error:0.134454
## [259]    train-error:0.131653
## [260]    train-error:0.128852
## [261]    train-error:0.128852
## [262]    train-error:0.128852
## [263]    train-error:0.131653
## [264]    train-error:0.131653
## [265]    train-error:0.137255
## [266]    train-error:0.145658
## [267]    train-error:0.134454
## [268]    train-error:0.140056
## [269]    train-error:0.134454
## [270]    train-error:0.140056
## [271]    train-error:0.140056
## [272]    train-error:0.140056
## [273]    train-error:0.142857
## [274]    train-error:0.142857
## [275]    train-error:0.145658
## [276]    train-error:0.137255
## [277]    train-error:0.137255
## [278]    train-error:0.137255
## [279]    train-error:0.140056
## [280]    train-error:0.137255
## [281]    train-error:0.134454
## [282]    train-error:0.126050
## [283]    train-error:0.134454
## [284]    train-error:0.137255
## [285]    train-error:0.134454
## [286]    train-error:0.142857
## [287]    train-error:0.134454
## [288]    train-error:0.128852
## [289]    train-error:0.128852
## [290]    train-error:0.126050
## [291]    train-error:0.123249
## [292]    train-error:0.126050
## [293]    train-error:0.120448
## [294]    train-error:0.128852
## [295]    train-error:0.126050
## [296]    train-error:0.128852
## [297]    train-error:0.128852
## [298]    train-error:0.128852
## [299]    train-error:0.134454
## [300]    train-error:0.134454
## [301]    train-error:0.128852
## [302]    train-error:0.142857
## [303]    train-error:0.126050
## [304]    train-error:0.128852
## [305]    train-error:0.137255
## [306]    train-error:0.128852
## [307]    train-error:0.137255
## [308]    train-error:0.128852
## [309]    train-error:0.128852
## [310]    train-error:0.126050
## [311]    train-error:0.123249
## [312]    train-error:0.126050
## [313]    train-error:0.123249
## [314]    train-error:0.126050
## [315]    train-error:0.128852
## [316]    train-error:0.131653
## [317]    train-error:0.128852
## [318]    train-error:0.128852
## [319]    train-error:0.131653
## [320]    train-error:0.131653
## [321]    train-error:0.126050
## [322]    train-error:0.126050
## [323]    train-error:0.123249
## [324]    train-error:0.126050
## [325]    train-error:0.126050
## [326]    train-error:0.126050
## [327]    train-error:0.123249
## [328]    train-error:0.128852
## [329]    train-error:0.134454
## [330]    train-error:0.128852
## [331]    train-error:0.128852
## [332]    train-error:0.128852
## [333]    train-error:0.131653
## [334]    train-error:0.131653
## [335]    train-error:0.123249
## [336]    train-error:0.140056
## [337]    train-error:0.126050
## [338]    train-error:0.128852
## [339]    train-error:0.131653
## [340]    train-error:0.128852
## [341]    train-error:0.126050
## [342]    train-error:0.137255
## [343]    train-error:0.134454
## [344]    train-error:0.128852
## [345]    train-error:0.131653
## [346]    train-error:0.134454
## [347]    train-error:0.140056
## [348]    train-error:0.154062
## [349]    train-error:0.131653
## [350]    train-error:0.142857
## [351]    train-error:0.134454
## [352]    train-error:0.134454
## [353]    train-error:0.140056
## [354]    train-error:0.134454
## [355]    train-error:0.137255
## [356]    train-error:0.140056
## [357]    train-error:0.131653
## [358]    train-error:0.137255
## [359]    train-error:0.142857
## [360]    train-error:0.137255
## [361]    train-error:0.134454
## [362]    train-error:0.137255
## [363]    train-error:0.140056
## [364]    train-error:0.137255
## [365]    train-error:0.137255
## [366]    train-error:0.142857
## [367]    train-error:0.140056
## [368]    train-error:0.140056
## [369]    train-error:0.134454
## [370]    train-error:0.140056
## [371]    train-error:0.128852
## [372]    train-error:0.131653
## [373]    train-error:0.131653
## [374]    train-error:0.131653
## [375]    train-error:0.123249
## [376]    train-error:0.126050
## [377]    train-error:0.126050
## [378]    train-error:0.126050
## [379]    train-error:0.120448
## [380]    train-error:0.123249
## [381]    train-error:0.117647
## [382]    train-error:0.128852
## [383]    train-error:0.128852
## [384]    train-error:0.123249
## [385]    train-error:0.131653
## [386]    train-error:0.126050
## [387]    train-error:0.134454
## [388]    train-error:0.134454
## [389]    train-error:0.137255
## [390]    train-error:0.134454
## [391]    train-error:0.137255
## [392]    train-error:0.131653
## [393]    train-error:0.137255
## [394]    train-error:0.123249
## [395]    train-error:0.123249
## [396]    train-error:0.128852
## [397]    train-error:0.123249
## [398]    train-error:0.120448
## [399]    train-error:0.120448
## [400]    train-error:0.120448
## [401]    train-error:0.123249
## [402]    train-error:0.123249
## [403]    train-error:0.120448
## [404]    train-error:0.128852
## [405]    train-error:0.126050
## [406]    train-error:0.134454
## [407]    train-error:0.128852
## [408]    train-error:0.131653
## [409]    train-error:0.131653
## [410]    train-error:0.131653
## [411]    train-error:0.137255
## [412]    train-error:0.128852
## [413]    train-error:0.131653
## [414]    train-error:0.137255
## [415]    train-error:0.131653
## [416]    train-error:0.131653
## [417]    train-error:0.134454
## [418]    train-error:0.128852
## [419]    train-error:0.137255
## [420]    train-error:0.140056
## [421]    train-error:0.140056
## [422]    train-error:0.137255
## [423]    train-error:0.134454
## [424]    train-error:0.134454
## [425]    train-error:0.137255
## [426]    train-error:0.131653
## [427]    train-error:0.137255
## [0]  train-error:0.324022
## [1]  train-error:0.324022
## [2]  train-error:0.231844
## [3]  train-error:0.215084
## [4]  train-error:0.212290
## [5]  train-error:0.206704
## [6]  train-error:0.220670
## [7]  train-error:0.215084
## [8]  train-error:0.203911
## [9]  train-error:0.209497
## [10] train-error:0.209497
## [11] train-error:0.206704
## [12] train-error:0.181564
## [13] train-error:0.189944
## [14] train-error:0.192737
## [15] train-error:0.181564
## [16] train-error:0.175978
## [17] train-error:0.175978
## [18] train-error:0.178771
## [19] train-error:0.173184
## [20] train-error:0.175978
## [21] train-error:0.175978
## [22] train-error:0.175978
## [23] train-error:0.187151
## [24] train-error:0.192737
## [25] train-error:0.187151
## [26] train-error:0.178771
## [27] train-error:0.184358
## [28] train-error:0.187151
## [29] train-error:0.184358
## [30] train-error:0.195531
## [31] train-error:0.201117
## [32] train-error:0.195531
## [33] train-error:0.201117
## [34] train-error:0.181564
## [35] train-error:0.192737
## [36] train-error:0.192737
## [37] train-error:0.195531
## [38] train-error:0.192737
## [39] train-error:0.192737
## [40] train-error:0.192737
## [41] train-error:0.181564
## [42] train-error:0.170391
## [43] train-error:0.181564
## [44] train-error:0.187151
## [45] train-error:0.184358
## [46] train-error:0.189944
## [47] train-error:0.192737
## [48] train-error:0.192737
## [49] train-error:0.187151
## [50] train-error:0.184358
## [51] train-error:0.189944
## [52] train-error:0.178771
## [53] train-error:0.173184
## [54] train-error:0.181564
## [55] train-error:0.173184
## [56] train-error:0.178771
## [57] train-error:0.173184
## [58] train-error:0.173184
## [59] train-error:0.175978
## [60] train-error:0.173184
## [61] train-error:0.164804
## [62] train-error:0.170391
## [63] train-error:0.178771
## [64] train-error:0.173184
## [65] train-error:0.170391
## [66] train-error:0.178771
## [67] train-error:0.173184
## [68] train-error:0.175978
## [69] train-error:0.175978
## [70] train-error:0.173184
## [71] train-error:0.173184
## [72] train-error:0.164804
## [73] train-error:0.164804
## [74] train-error:0.164804
## [75] train-error:0.164804
## [76] train-error:0.156425
## [77] train-error:0.153631
## [78] train-error:0.156425
## [79] train-error:0.162011
## [80] train-error:0.162011
## [81] train-error:0.167598
## [82] train-error:0.156425
## [83] train-error:0.153631
## [84] train-error:0.156425
## [85] train-error:0.153631
## [86] train-error:0.153631
## [87] train-error:0.164804
## [88] train-error:0.159218
## [89] train-error:0.159218
## [90] train-error:0.164804
## [91] train-error:0.159218
## [92] train-error:0.162011
## [93] train-error:0.159218
## [94] train-error:0.167598
## [95] train-error:0.170391
## [96] train-error:0.164804
## [97] train-error:0.162011
## [98] train-error:0.162011
## [99] train-error:0.164804
## [100]    train-error:0.153631
## [101]    train-error:0.162011
## [102]    train-error:0.164804
## [103]    train-error:0.159218
## [104]    train-error:0.162011
## [105]    train-error:0.164804
## [106]    train-error:0.162011
## [107]    train-error:0.175978
## [108]    train-error:0.173184
## [109]    train-error:0.173184
## [110]    train-error:0.170391
## [111]    train-error:0.170391
## [112]    train-error:0.164804
## [113]    train-error:0.164804
## [114]    train-error:0.170391
## [115]    train-error:0.164804
## [116]    train-error:0.170391
## [117]    train-error:0.164804
## [118]    train-error:0.167598
## [119]    train-error:0.170391
## [120]    train-error:0.167598
## [121]    train-error:0.167598
## [122]    train-error:0.167598
## [123]    train-error:0.164804
## [124]    train-error:0.159218
## [125]    train-error:0.164804
## [126]    train-error:0.159218
## [127]    train-error:0.164804
## [128]    train-error:0.162011
## [129]    train-error:0.156425
## [130]    train-error:0.159218
## [131]    train-error:0.153631
## [132]    train-error:0.150838
## [133]    train-error:0.148045
## [134]    train-error:0.153631
## [135]    train-error:0.153631
## [136]    train-error:0.150838
## [137]    train-error:0.156425
## [138]    train-error:0.153631
## [139]    train-error:0.162011
## [140]    train-error:0.156425
## [141]    train-error:0.162011
## [142]    train-error:0.159218
## [143]    train-error:0.164804
## [144]    train-error:0.162011
## [145]    train-error:0.153631
## [146]    train-error:0.159218
## [147]    train-error:0.162011
## [148]    train-error:0.159218
## [149]    train-error:0.156425
## [150]    train-error:0.153631
## [151]    train-error:0.153631
## [152]    train-error:0.150838
## [153]    train-error:0.150838
## [154]    train-error:0.159218
## [155]    train-error:0.156425
## [156]    train-error:0.162011
## [157]    train-error:0.156425
## [158]    train-error:0.150838
## [159]    train-error:0.153631
## [160]    train-error:0.145251
## [161]    train-error:0.142458
## [162]    train-error:0.148045
## [163]    train-error:0.156425
## [164]    train-error:0.142458
## [165]    train-error:0.142458
## [166]    train-error:0.153631
## [167]    train-error:0.150838
## [168]    train-error:0.153631
## [169]    train-error:0.148045
## [170]    train-error:0.150838
## [171]    train-error:0.150838
## [172]    train-error:0.150838
## [173]    train-error:0.148045
## [174]    train-error:0.150838
## [175]    train-error:0.150838
## [176]    train-error:0.156425
## [177]    train-error:0.142458
## [178]    train-error:0.142458
## [179]    train-error:0.150838
## [180]    train-error:0.150838
## [181]    train-error:0.145251
## [182]    train-error:0.150838
## [183]    train-error:0.150838
## [184]    train-error:0.148045
## [185]    train-error:0.150838
## [186]    train-error:0.148045
## [187]    train-error:0.150838
## [188]    train-error:0.153631
## [189]    train-error:0.156425
## [190]    train-error:0.150838
## [191]    train-error:0.153631
## [192]    train-error:0.145251
## [193]    train-error:0.139665
## [194]    train-error:0.145251
## [195]    train-error:0.136872
## [196]    train-error:0.136872
## [197]    train-error:0.136872
## [198]    train-error:0.148045
## [199]    train-error:0.142458
## [200]    train-error:0.139665
## [201]    train-error:0.142458
## [202]    train-error:0.142458
## [203]    train-error:0.142458
## [204]    train-error:0.134078
## [205]    train-error:0.134078
## [206]    train-error:0.136872
## [207]    train-error:0.134078
## [208]    train-error:0.136872
## [209]    train-error:0.131285
## [210]    train-error:0.134078
## [211]    train-error:0.136872
## [212]    train-error:0.139665
## [213]    train-error:0.139665
## [214]    train-error:0.136872
## [215]    train-error:0.134078
## [216]    train-error:0.145251
## [217]    train-error:0.136872
## [218]    train-error:0.142458
## [219]    train-error:0.142458
## [220]    train-error:0.145251
## [221]    train-error:0.136872
## [222]    train-error:0.134078
## [223]    train-error:0.139665
## [224]    train-error:0.139665
## [225]    train-error:0.136872
## [226]    train-error:0.131285
## [227]    train-error:0.139665
## [228]    train-error:0.136872
## [229]    train-error:0.136872
## [230]    train-error:0.136872
## [231]    train-error:0.134078
## [232]    train-error:0.145251
## [233]    train-error:0.139665
## [234]    train-error:0.139665
## [235]    train-error:0.145251
## [236]    train-error:0.145251
## [237]    train-error:0.136872
## [238]    train-error:0.139665
## [239]    train-error:0.142458
## [240]    train-error:0.134078
## [241]    train-error:0.134078
## [242]    train-error:0.139665
## [243]    train-error:0.136872
## [244]    train-error:0.139665
## [245]    train-error:0.142458
## [246]    train-error:0.142458
## [247]    train-error:0.136872
## [248]    train-error:0.136872
## [249]    train-error:0.134078
## [250]    train-error:0.139665
## [251]    train-error:0.139665
## [252]    train-error:0.139665
## [253]    train-error:0.142458
## [254]    train-error:0.136872
## [255]    train-error:0.139665
## [256]    train-error:0.139665
## [257]    train-error:0.139665
## [258]    train-error:0.131285
## [259]    train-error:0.131285
## [260]    train-error:0.128492
## [261]    train-error:0.134078
## [262]    train-error:0.128492
## [263]    train-error:0.128492
## [264]    train-error:0.128492
## [265]    train-error:0.131285
## [266]    train-error:0.134078
## [267]    train-error:0.139665
## [268]    train-error:0.142458
## [269]    train-error:0.125698
## [270]    train-error:0.136872
## [271]    train-error:0.136872
## [272]    train-error:0.134078
## [273]    train-error:0.128492
## [274]    train-error:0.125698
## [275]    train-error:0.128492
## [276]    train-error:0.131285
## [277]    train-error:0.125698
## [278]    train-error:0.122905
## [279]    train-error:0.117318
## [280]    train-error:0.131285
## [281]    train-error:0.125698
## [282]    train-error:0.125698
## [283]    train-error:0.128492
## [284]    train-error:0.128492
## [285]    train-error:0.131285
## [286]    train-error:0.122905
## [287]    train-error:0.128492
## [288]    train-error:0.128492
## [289]    train-error:0.136872
## [290]    train-error:0.131285
## [291]    train-error:0.131285
## [292]    train-error:0.128492
## [293]    train-error:0.131285
## [294]    train-error:0.125698
## [295]    train-error:0.134078
## [296]    train-error:0.136872
## [297]    train-error:0.136872
## [298]    train-error:0.131285
## [299]    train-error:0.134078
## [300]    train-error:0.139665
## [301]    train-error:0.136872
## [302]    train-error:0.139665
## [303]    train-error:0.134078
## [304]    train-error:0.136872
## [305]    train-error:0.131285
## [306]    train-error:0.134078
## [307]    train-error:0.136872
## [308]    train-error:0.125698
## [309]    train-error:0.131285
## [310]    train-error:0.125698
## [311]    train-error:0.120112
## [312]    train-error:0.120112
## [313]    train-error:0.122905
## [314]    train-error:0.120112
## [315]    train-error:0.131285
## [316]    train-error:0.120112
## [317]    train-error:0.125698
## [318]    train-error:0.117318
## [319]    train-error:0.117318
## [320]    train-error:0.120112
## [321]    train-error:0.120112
## [322]    train-error:0.128492
## [323]    train-error:0.120112
## [324]    train-error:0.120112
## [325]    train-error:0.117318
## [326]    train-error:0.120112
## [327]    train-error:0.122905
## [328]    train-error:0.122905
## [329]    train-error:0.120112
## [330]    train-error:0.120112
## [331]    train-error:0.120112
## [332]    train-error:0.120112
## [333]    train-error:0.120112
## [334]    train-error:0.128492
## [335]    train-error:0.125698
## [336]    train-error:0.125698
## [337]    train-error:0.125698
## [338]    train-error:0.125698
## [339]    train-error:0.122905
## [340]    train-error:0.120112
## [341]    train-error:0.122905
## [342]    train-error:0.117318
## [343]    train-error:0.122905
## [344]    train-error:0.122905
## [345]    train-error:0.122905
## [346]    train-error:0.125698
## [347]    train-error:0.125698
## [348]    train-error:0.125698
## [349]    train-error:0.117318
## [350]    train-error:0.117318
## [351]    train-error:0.120112
## [352]    train-error:0.122905
## [353]    train-error:0.120112
## [354]    train-error:0.120112
## [355]    train-error:0.125698
## [356]    train-error:0.120112
## [357]    train-error:0.122905
## [358]    train-error:0.122905
## [359]    train-error:0.120112
## [360]    train-error:0.125698
## [361]    train-error:0.120112
## [362]    train-error:0.122905
## [363]    train-error:0.125698
## [364]    train-error:0.120112
## [365]    train-error:0.120112
## [366]    train-error:0.120112
## [367]    train-error:0.120112
## [368]    train-error:0.120112
## [369]    train-error:0.120112
## [370]    train-error:0.117318
## [371]    train-error:0.120112
## [372]    train-error:0.117318
## [373]    train-error:0.122905
## [374]    train-error:0.120112
## [375]    train-error:0.122905
## [376]    train-error:0.117318
## [377]    train-error:0.128492
## [378]    train-error:0.128492
## [379]    train-error:0.125698
## [380]    train-error:0.125698
## [381]    train-error:0.122905
## [382]    train-error:0.120112
## [383]    train-error:0.120112
## [384]    train-error:0.120112
## [385]    train-error:0.125698
## [386]    train-error:0.122905
## [387]    train-error:0.120112
## [388]    train-error:0.122905
## [389]    train-error:0.120112
## [390]    train-error:0.117318
## [391]    train-error:0.120112
## [392]    train-error:0.111732
## [393]    train-error:0.114525
## [394]    train-error:0.114525
## [395]    train-error:0.117318
## [396]    train-error:0.131285
## [397]    train-error:0.128492
## [398]    train-error:0.122905
## [399]    train-error:0.122905
## [400]    train-error:0.114525
## [401]    train-error:0.114525
## [402]    train-error:0.114525
## [403]    train-error:0.114525
## [404]    train-error:0.111732
## [405]    train-error:0.111732
## [406]    train-error:0.111732
## [407]    train-error:0.108939
## [408]    train-error:0.117318
## [409]    train-error:0.117318
## [410]    train-error:0.117318
## [411]    train-error:0.114525
## [412]    train-error:0.108939
## [413]    train-error:0.108939
## [414]    train-error:0.111732
## [415]    train-error:0.108939
## [416]    train-error:0.108939
## [417]    train-error:0.106145
## [418]    train-error:0.111732
## [419]    train-error:0.108939
## [420]    train-error:0.114525
## [421]    train-error:0.120112
## [422]    train-error:0.117318
## [423]    train-error:0.114525
## [424]    train-error:0.117318
## [425]    train-error:0.114525
## [426]    train-error:0.114525
## [427]    train-error:0.114525
## [428]    train-error:0.117318
## [429]    train-error:0.117318
## [430]    train-error:0.111732
## [431]    train-error:0.111732
## [432]    train-error:0.106145
## [433]    train-error:0.106145
## [434]    train-error:0.103352
## [435]    train-error:0.117318
## [436]    train-error:0.117318
## [437]    train-error:0.114525
## [438]    train-error:0.117318
## [439]    train-error:0.111732
## [440]    train-error:0.108939
## [441]    train-error:0.117318
## [442]    train-error:0.111732
## [443]    train-error:0.108939
## [444]    train-error:0.111732
## [445]    train-error:0.106145
## [446]    train-error:0.111732
## [447]    train-error:0.106145
## [448]    train-error:0.114525
## [449]    train-error:0.108939
## [450]    train-error:0.106145
## [451]    train-error:0.106145
## [452]    train-error:0.117318
## [453]    train-error:0.106145
## [454]    train-error:0.100559
## [455]    train-error:0.097765
## [456]    train-error:0.106145
## [457]    train-error:0.106145
## [458]    train-error:0.103352
## [459]    train-error:0.106145
## [460]    train-error:0.106145
## [461]    train-error:0.106145
## [462]    train-error:0.100559
## [463]    train-error:0.094972
## [464]    train-error:0.100559
## [465]    train-error:0.100559
## [466]    train-error:0.106145
## [467]    train-error:0.106145
## [468]    train-error:0.108939
## [469]    train-error:0.108939
## [470]    train-error:0.114525
## [471]    train-error:0.111732
## [472]    train-error:0.111732
## [473]    train-error:0.111732
## [474]    train-error:0.114525
## [475]    train-error:0.111732
## [476]    train-error:0.106145
## [477]    train-error:0.106145
## [478]    train-error:0.108939
## [479]    train-error:0.111732
## [480]    train-error:0.114525
## [481]    train-error:0.111732
## [482]    train-error:0.111732
## [0]  train-error:0.285714
## [1]  train-error:0.235294
## [2]  train-error:0.252101
## [3]  train-error:0.212885
## [4]  train-error:0.212885
## [5]  train-error:0.170868
## [6]  train-error:0.168067
## [7]  train-error:0.162465
## [8]  train-error:0.159664
## [9]  train-error:0.176471
## [10] train-error:0.173669
## [11] train-error:0.170868
## [12] train-error:0.162465
## [13] train-error:0.159664
## [14] train-error:0.159664
## [15] train-error:0.154062
## [16] train-error:0.170868
## [17] train-error:0.154062
## [18] train-error:0.170868
## [19] train-error:0.159664
## [20] train-error:0.165266
## [21] train-error:0.170868
## [22] train-error:0.173669
## [23] train-error:0.173669
## [24] train-error:0.168067
## [25] train-error:0.170868
## [26] train-error:0.159664
## [27] train-error:0.165266
## [28] train-error:0.159664
## [29] train-error:0.156863
## [30] train-error:0.159664
## [31] train-error:0.162465
## [32] train-error:0.165266
## [33] train-error:0.162465
## [34] train-error:0.159664
## [35] train-error:0.170868
## [36] train-error:0.165266
## [37] train-error:0.162465
## [38] train-error:0.159664
## [39] train-error:0.162465
## [40] train-error:0.162465
## [41] train-error:0.142857
## [42] train-error:0.151261
## [43] train-error:0.145658
## [44] train-error:0.148459
## [45] train-error:0.151261
## [46] train-error:0.145658
## [47] train-error:0.145658
## [48] train-error:0.148459
## [49] train-error:0.156863
## [50] train-error:0.154062
## [51] train-error:0.159664
## [52] train-error:0.156863
## [53] train-error:0.165266
## [54] train-error:0.159664
## [55] train-error:0.159664
## [56] train-error:0.154062
## [57] train-error:0.148459
## [58] train-error:0.159664
## [59] train-error:0.162465
## [60] train-error:0.148459
## [61] train-error:0.148459
## [62] train-error:0.156863
## [63] train-error:0.151261
## [64] train-error:0.145658
## [65] train-error:0.151261
## [66] train-error:0.151261
## [67] train-error:0.140056
## [68] train-error:0.131653
## [69] train-error:0.131653
## [70] train-error:0.134454
## [71] train-error:0.131653
## [72] train-error:0.128852
## [73] train-error:0.134454
## [74] train-error:0.128852
## [75] train-error:0.131653
## [76] train-error:0.137255
## [77] train-error:0.134454
## [78] train-error:0.137255
## [79] train-error:0.126050
## [80] train-error:0.137255
## [81] train-error:0.140056
## [82] train-error:0.142857
## [83] train-error:0.137255
## [84] train-error:0.142857
## [85] train-error:0.140056
## [86] train-error:0.142857
## [87] train-error:0.142857
## [88] train-error:0.137255
## [89] train-error:0.134454
## [90] train-error:0.131653
## [91] train-error:0.128852
## [92] train-error:0.137255
## [93] train-error:0.140056
## [94] train-error:0.137255
## [95] train-error:0.131653
## [96] train-error:0.134454
## [97] train-error:0.134454
## [98] train-error:0.126050
## [99] train-error:0.131653
## [100]    train-error:0.131653
## [101]    train-error:0.131653
## [102]    train-error:0.128852
## [103]    train-error:0.131653
## [104]    train-error:0.126050
## [105]    train-error:0.120448
## [106]    train-error:0.120448
## [107]    train-error:0.120448
## [108]    train-error:0.123249
## [109]    train-error:0.128852
## [110]    train-error:0.131653
## [111]    train-error:0.120448
## [112]    train-error:0.123249
## [113]    train-error:0.114846
## [114]    train-error:0.128852
## [115]    train-error:0.126050
## [116]    train-error:0.123249
## [117]    train-error:0.117647
## [118]    train-error:0.120448
## [119]    train-error:0.131653
## [120]    train-error:0.126050
## [121]    train-error:0.140056
## [122]    train-error:0.131653
## [123]    train-error:0.123249
## [124]    train-error:0.126050
## [125]    train-error:0.134454
## [126]    train-error:0.128852
## [127]    train-error:0.126050
## [128]    train-error:0.128852
## [129]    train-error:0.134454
## [130]    train-error:0.131653
## [131]    train-error:0.134454
## [132]    train-error:0.117647
## [133]    train-error:0.120448
## [134]    train-error:0.137255
## [135]    train-error:0.131653
## [136]    train-error:0.134454
## [137]    train-error:0.131653
## [138]    train-error:0.131653
## [139]    train-error:0.131653
## [140]    train-error:0.126050
## [141]    train-error:0.123249
## [142]    train-error:0.123249
## [143]    train-error:0.123249
## [144]    train-error:0.123249
## [145]    train-error:0.123249
## [146]    train-error:0.120448
## [147]    train-error:0.126050
## [148]    train-error:0.123249
## [149]    train-error:0.128852
## [150]    train-error:0.126050
## [151]    train-error:0.128852
## [152]    train-error:0.131653
## [153]    train-error:0.131653
## [154]    train-error:0.120448
## [155]    train-error:0.126050
## [156]    train-error:0.126050
## [157]    train-error:0.126050
## [158]    train-error:0.128852
## [159]    train-error:0.126050
## [160]    train-error:0.128852
## [161]    train-error:0.117647
## [162]    train-error:0.114846
## [163]    train-error:0.112045
## [164]    train-error:0.109244
## [165]    train-error:0.112045
## [166]    train-error:0.109244
## [167]    train-error:0.109244
## [168]    train-error:0.114846
## [169]    train-error:0.109244
## [170]    train-error:0.117647
## [171]    train-error:0.117647
## [172]    train-error:0.117647
## [173]    train-error:0.126050
## [174]    train-error:0.120448
## [175]    train-error:0.126050
## [176]    train-error:0.123249
## [177]    train-error:0.126050
## [178]    train-error:0.128852
## [179]    train-error:0.128852
## [180]    train-error:0.128852
## [181]    train-error:0.131653
## [182]    train-error:0.131653
## [183]    train-error:0.131653
## [184]    train-error:0.128852
## [185]    train-error:0.126050
## [186]    train-error:0.120448
## [187]    train-error:0.123249
## [188]    train-error:0.126050
## [189]    train-error:0.120448
## [190]    train-error:0.123249
## [191]    train-error:0.120448
## [192]    train-error:0.120448
## [193]    train-error:0.120448
## [194]    train-error:0.128852
## [195]    train-error:0.134454
## [196]    train-error:0.131653
## [197]    train-error:0.134454
## [198]    train-error:0.137255
## [199]    train-error:0.123249
## [200]    train-error:0.120448
## [201]    train-error:0.112045
## [202]    train-error:0.120448
## [203]    train-error:0.123249
## [204]    train-error:0.117647
## [205]    train-error:0.120448
## [206]    train-error:0.123249
## [207]    train-error:0.128852
## [208]    train-error:0.123249
## [209]    train-error:0.126050
## [210]    train-error:0.120448
## [211]    train-error:0.123249
## [212]    train-error:0.123249
## [213]    train-error:0.128852
## [214]    train-error:0.128852
## [215]    train-error:0.117647
## [216]    train-error:0.117647
## [217]    train-error:0.117647
## [218]    train-error:0.120448
## [219]    train-error:0.123249
## [220]    train-error:0.128852
## [221]    train-error:0.126050
## [222]    train-error:0.131653
## [223]    train-error:0.131653
## [224]    train-error:0.128852
## [225]    train-error:0.128852
## [226]    train-error:0.131653
## [227]    train-error:0.131653
## [228]    train-error:0.134454
## [229]    train-error:0.137255
## [230]    train-error:0.140056
## [231]    train-error:0.137255
## [232]    train-error:0.134454
## [233]    train-error:0.137255
## [234]    train-error:0.128852
## [235]    train-error:0.142857
## [236]    train-error:0.142857
## [237]    train-error:0.142857
## [238]    train-error:0.142857
## [239]    train-error:0.140056
## [240]    train-error:0.140056
## [241]    train-error:0.140056
## [242]    train-error:0.128852
## [243]    train-error:0.126050
## [244]    train-error:0.131653
## [245]    train-error:0.131653
## [246]    train-error:0.126050
## [247]    train-error:0.128852
## [248]    train-error:0.128852
## [249]    train-error:0.126050
## [250]    train-error:0.128852
## [251]    train-error:0.123249
## [252]    train-error:0.126050
## [253]    train-error:0.120448
## [254]    train-error:0.106443
## [255]    train-error:0.103641
## [256]    train-error:0.103641
## [257]    train-error:0.103641
## [258]    train-error:0.112045
## [259]    train-error:0.114846
## [260]    train-error:0.109244
## [261]    train-error:0.120448
## [262]    train-error:0.114846
## [263]    train-error:0.120448
## [264]    train-error:0.117647
## [265]    train-error:0.117647
## [266]    train-error:0.112045
## [267]    train-error:0.114846
## [268]    train-error:0.114846
## [269]    train-error:0.114846
## [270]    train-error:0.112045
## [271]    train-error:0.112045
## [272]    train-error:0.114846
## [273]    train-error:0.112045
## [274]    train-error:0.112045
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.117647
## [278]    train-error:0.120448
## [279]    train-error:0.123249
## [280]    train-error:0.114846
## [281]    train-error:0.114846
## [282]    train-error:0.112045
## [283]    train-error:0.117647
## [284]    train-error:0.114846
## [285]    train-error:0.120448
## [286]    train-error:0.112045
## [287]    train-error:0.114846
## [288]    train-error:0.120448
## [289]    train-error:0.120448
## [290]    train-error:0.120448
## [291]    train-error:0.117647
## [292]    train-error:0.126050
## [293]    train-error:0.123249
## [294]    train-error:0.120448
## [295]    train-error:0.123249
## [296]    train-error:0.114846
## [297]    train-error:0.114846
## [298]    train-error:0.114846
## [299]    train-error:0.117647
## [300]    train-error:0.120448
## [301]    train-error:0.123249
## [302]    train-error:0.123249
## [303]    train-error:0.123249
## [304]    train-error:0.114846
## [305]    train-error:0.106443
## [306]    train-error:0.103641
## [307]    train-error:0.114846
## [308]    train-error:0.117647
## [309]    train-error:0.109244
## [310]    train-error:0.117647
## [311]    train-error:0.114846
## [312]    train-error:0.117647
## [313]    train-error:0.109244
## [314]    train-error:0.114846
## [315]    train-error:0.117647
## [316]    train-error:0.109244
## [317]    train-error:0.106443
## [318]    train-error:0.106443
## [319]    train-error:0.109244
## [320]    train-error:0.114846
## [321]    train-error:0.112045
## [322]    train-error:0.103641
## [323]    train-error:0.100840
## [324]    train-error:0.098039
## [325]    train-error:0.098039
## [326]    train-error:0.098039
## [327]    train-error:0.098039
## [328]    train-error:0.112045
## [329]    train-error:0.103641
## [330]    train-error:0.120448
## [331]    train-error:0.112045
## [332]    train-error:0.109244
## [333]    train-error:0.112045
## [334]    train-error:0.109244
## [335]    train-error:0.112045
## [336]    train-error:0.112045
## [337]    train-error:0.103641
## [338]    train-error:0.098039
## [339]    train-error:0.100840
## [340]    train-error:0.117647
## [341]    train-error:0.109244
## [342]    train-error:0.100840
## [343]    train-error:0.109244
## [344]    train-error:0.117647
## [345]    train-error:0.112045
## [346]    train-error:0.103641
## [347]    train-error:0.114846
## [348]    train-error:0.112045
## [349]    train-error:0.112045
## [350]    train-error:0.109244
## [351]    train-error:0.109244
## [352]    train-error:0.109244
## [353]    train-error:0.112045
## [354]    train-error:0.109244
## [355]    train-error:0.100840
## [356]    train-error:0.109244
## [357]    train-error:0.109244
## [358]    train-error:0.114846
## [359]    train-error:0.112045
## [360]    train-error:0.114846
## [361]    train-error:0.112045
## [362]    train-error:0.109244
## [363]    train-error:0.114846
## [364]    train-error:0.112045
## [365]    train-error:0.114846
## [366]    train-error:0.106443
## [367]    train-error:0.103641
## [368]    train-error:0.112045
## [369]    train-error:0.112045
## [370]    train-error:0.112045
## [371]    train-error:0.112045
## [372]    train-error:0.117647
## [373]    train-error:0.114846
## [374]    train-error:0.112045
## [375]    train-error:0.114846
## [376]    train-error:0.112045
## [377]    train-error:0.112045
## [378]    train-error:0.114846
## [379]    train-error:0.109244
## [380]    train-error:0.109244
## [381]    train-error:0.117647
## [382]    train-error:0.117647
## [383]    train-error:0.112045
## [384]    train-error:0.109244
## [385]    train-error:0.112045
## [386]    train-error:0.109244
## [387]    train-error:0.114846
## [388]    train-error:0.114846
## [389]    train-error:0.112045
## [390]    train-error:0.114846
## [391]    train-error:0.114846
## [392]    train-error:0.109244
## [393]    train-error:0.114846
## [394]    train-error:0.114846
## [395]    train-error:0.112045
## [396]    train-error:0.112045
## [397]    train-error:0.120448
## [398]    train-error:0.112045
## [399]    train-error:0.112045
## [400]    train-error:0.112045
## [401]    train-error:0.112045
## [402]    train-error:0.109244
## [403]    train-error:0.109244
## [404]    train-error:0.103641
## [405]    train-error:0.112045
## [406]    train-error:0.103641
## [407]    train-error:0.103641
## [408]    train-error:0.103641
## [409]    train-error:0.114846
## [410]    train-error:0.114846
## [411]    train-error:0.109244
## [412]    train-error:0.109244
## [413]    train-error:0.106443
## [414]    train-error:0.106443
## [415]    train-error:0.100840
## [416]    train-error:0.100840
## [417]    train-error:0.103641
## [418]    train-error:0.106443
## [419]    train-error:0.106443
## [420]    train-error:0.109244
## [421]    train-error:0.109244
## [422]    train-error:0.109244
## [423]    train-error:0.109244
## [424]    train-error:0.106443
## [425]    train-error:0.109244
## [426]    train-error:0.103641
## [427]    train-error:0.106443
## [428]    train-error:0.106443
## [429]    train-error:0.109244
## [430]    train-error:0.112045
## [431]    train-error:0.112045
## [432]    train-error:0.117647
## [433]    train-error:0.106443
## [434]    train-error:0.109244
## [435]    train-error:0.109244
## [436]    train-error:0.109244
## [437]    train-error:0.103641
## [438]    train-error:0.106443
## [439]    train-error:0.103641
## [440]    train-error:0.103641
## [441]    train-error:0.106443
## [442]    train-error:0.109244
## [443]    train-error:0.109244
## [444]    train-error:0.103641
## [445]    train-error:0.103641
## [446]    train-error:0.109244
## [447]    train-error:0.106443
## [448]    train-error:0.103641
## [449]    train-error:0.100840
## [450]    train-error:0.092437
## [451]    train-error:0.098039
## [452]    train-error:0.100840
## [453]    train-error:0.100840
## [454]    train-error:0.103641
## [455]    train-error:0.100840
## [456]    train-error:0.100840
## [457]    train-error:0.100840
## [458]    train-error:0.100840
## [459]    train-error:0.095238
## [460]    train-error:0.098039
## [461]    train-error:0.095238
## [462]    train-error:0.095238
## [463]    train-error:0.100840
## [464]    train-error:0.095238
## [465]    train-error:0.095238
## [466]    train-error:0.098039
## [467]    train-error:0.098039
## [468]    train-error:0.098039
## [469]    train-error:0.098039
## [470]    train-error:0.098039
## [471]    train-error:0.095238
## [472]    train-error:0.092437
## [473]    train-error:0.086835
## [474]    train-error:0.092437
## [475]    train-error:0.095238
## [476]    train-error:0.092437
## [477]    train-error:0.092437
## [478]    train-error:0.092437
## [479]    train-error:0.092437
## [480]    train-error:0.100840
## [481]    train-error:0.098039
## [482]    train-error:0.095238
## [0]  train-error:0.313726
## [1]  train-error:0.218487
## [2]  train-error:0.232493
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.212885
## [6]  train-error:0.212885
## [7]  train-error:0.215686
## [8]  train-error:0.224090
## [9]  train-error:0.198880
## [10] train-error:0.193277
## [11] train-error:0.198880
## [12] train-error:0.182073
## [13] train-error:0.168067
## [14] train-error:0.182073
## [15] train-error:0.162465
## [16] train-error:0.159664
## [17] train-error:0.156863
## [18] train-error:0.168067
## [19] train-error:0.156863
## [20] train-error:0.156863
## [21] train-error:0.154062
## [22] train-error:0.154062
## [23] train-error:0.151261
## [24] train-error:0.151261
## [25] train-error:0.151261
## [26] train-error:0.148459
## [27] train-error:0.154062
## [28] train-error:0.148459
## [29] train-error:0.148459
## [30] train-error:0.145658
## [31] train-error:0.148459
## [32] train-error:0.156863
## [33] train-error:0.148459
## [34] train-error:0.148459
## [35] train-error:0.148459
## [36] train-error:0.151261
## [37] train-error:0.154062
## [38] train-error:0.145658
## [39] train-error:0.156863
## [40] train-error:0.156863
## [41] train-error:0.159664
## [42] train-error:0.162465
## [43] train-error:0.151261
## [44] train-error:0.148459
## [45] train-error:0.154062
## [46] train-error:0.148459
## [47] train-error:0.154062
## [48] train-error:0.148459
## [49] train-error:0.154062
## [50] train-error:0.156863
## [51] train-error:0.156863
## [52] train-error:0.154062
## [53] train-error:0.156863
## [54] train-error:0.156863
## [55] train-error:0.142857
## [56] train-error:0.154062
## [57] train-error:0.156863
## [58] train-error:0.151261
## [59] train-error:0.145658
## [60] train-error:0.151261
## [61] train-error:0.148459
## [62] train-error:0.154062
## [63] train-error:0.148459
## [64] train-error:0.142857
## [65] train-error:0.151261
## [66] train-error:0.148459
## [67] train-error:0.142857
## [68] train-error:0.145658
## [69] train-error:0.148459
## [70] train-error:0.140056
## [71] train-error:0.151261
## [72] train-error:0.156863
## [73] train-error:0.142857
## [74] train-error:0.148459
## [75] train-error:0.145658
## [76] train-error:0.154062
## [77] train-error:0.154062
## [78] train-error:0.156863
## [79] train-error:0.154062
## [80] train-error:0.162465
## [81] train-error:0.154062
## [82] train-error:0.154062
## [83] train-error:0.154062
## [84] train-error:0.145658
## [85] train-error:0.145658
## [86] train-error:0.134454
## [87] train-error:0.137255
## [88] train-error:0.137255
## [89] train-error:0.131653
## [90] train-error:0.145658
## [91] train-error:0.142857
## [92] train-error:0.140056
## [93] train-error:0.140056
## [94] train-error:0.140056
## [95] train-error:0.142857
## [96] train-error:0.142857
## [97] train-error:0.142857
## [98] train-error:0.148459
## [99] train-error:0.148459
## [100]    train-error:0.142857
## [101]    train-error:0.142857
## [102]    train-error:0.142857
## [103]    train-error:0.140056
## [104]    train-error:0.142857
## [105]    train-error:0.145658
## [106]    train-error:0.131653
## [107]    train-error:0.134454
## [108]    train-error:0.137255
## [109]    train-error:0.134454
## [110]    train-error:0.134454
## [111]    train-error:0.134454
## [112]    train-error:0.134454
## [113]    train-error:0.131653
## [114]    train-error:0.131653
## [115]    train-error:0.134454
## [116]    train-error:0.126050
## [117]    train-error:0.131653
## [118]    train-error:0.134454
## [119]    train-error:0.131653
## [120]    train-error:0.128852
## [121]    train-error:0.131653
## [122]    train-error:0.134454
## [123]    train-error:0.140056
## [124]    train-error:0.142857
## [125]    train-error:0.120448
## [126]    train-error:0.131653
## [127]    train-error:0.128852
## [128]    train-error:0.126050
## [129]    train-error:0.126050
## [130]    train-error:0.128852
## [131]    train-error:0.123249
## [132]    train-error:0.126050
## [133]    train-error:0.128852
## [134]    train-error:0.126050
## [135]    train-error:0.128852
## [136]    train-error:0.123249
## [137]    train-error:0.117647
## [138]    train-error:0.123249
## [139]    train-error:0.126050
## [140]    train-error:0.123249
## [141]    train-error:0.120448
## [142]    train-error:0.120448
## [143]    train-error:0.117647
## [144]    train-error:0.117647
## [145]    train-error:0.117647
## [146]    train-error:0.120448
## [147]    train-error:0.117647
## [148]    train-error:0.114846
## [149]    train-error:0.117647
## [150]    train-error:0.123249
## [151]    train-error:0.126050
## [152]    train-error:0.126050
## [153]    train-error:0.128852
## [154]    train-error:0.131653
## [155]    train-error:0.123249
## [156]    train-error:0.123249
## [157]    train-error:0.123249
## [158]    train-error:0.120448
## [159]    train-error:0.142857
## [160]    train-error:0.140056
## [161]    train-error:0.140056
## [162]    train-error:0.126050
## [163]    train-error:0.131653
## [164]    train-error:0.128852
## [165]    train-error:0.128852
## [166]    train-error:0.123249
## [167]    train-error:0.123249
## [168]    train-error:0.117647
## [169]    train-error:0.120448
## [170]    train-error:0.120448
## [171]    train-error:0.117647
## [172]    train-error:0.112045
## [173]    train-error:0.114846
## [174]    train-error:0.114846
## [175]    train-error:0.117647
## [176]    train-error:0.123249
## [177]    train-error:0.117647
## [178]    train-error:0.114846
## [179]    train-error:0.117647
## [180]    train-error:0.117647
## [181]    train-error:0.117647
## [182]    train-error:0.117647
## [183]    train-error:0.112045
## [184]    train-error:0.117647
## [185]    train-error:0.117647
## [186]    train-error:0.114846
## [187]    train-error:0.112045
## [188]    train-error:0.120448
## [189]    train-error:0.120448
## [190]    train-error:0.117647
## [191]    train-error:0.117647
## [192]    train-error:0.114846
## [193]    train-error:0.123249
## [194]    train-error:0.117647
## [195]    train-error:0.112045
## [196]    train-error:0.114846
## [197]    train-error:0.109244
## [198]    train-error:0.109244
## [199]    train-error:0.117647
## [200]    train-error:0.114846
## [201]    train-error:0.114846
## [202]    train-error:0.117647
## [203]    train-error:0.114846
## [204]    train-error:0.117647
## [205]    train-error:0.120448
## [206]    train-error:0.114846
## [207]    train-error:0.112045
## [208]    train-error:0.112045
## [209]    train-error:0.114846
## [210]    train-error:0.112045
## [211]    train-error:0.117647
## [212]    train-error:0.117647
## [213]    train-error:0.112045
## [214]    train-error:0.117647
## [215]    train-error:0.114846
## [216]    train-error:0.117647
## [217]    train-error:0.117647
## [218]    train-error:0.120448
## [219]    train-error:0.117647
## [220]    train-error:0.112045
## [221]    train-error:0.120448
## [222]    train-error:0.114846
## [223]    train-error:0.114846
## [224]    train-error:0.112045
## [225]    train-error:0.109244
## [226]    train-error:0.120448
## [227]    train-error:0.117647
## [228]    train-error:0.120448
## [229]    train-error:0.114846
## [230]    train-error:0.112045
## [231]    train-error:0.114846
## [232]    train-error:0.114846
## [233]    train-error:0.114846
## [234]    train-error:0.114846
## [235]    train-error:0.109244
## [236]    train-error:0.112045
## [237]    train-error:0.114846
## [238]    train-error:0.120448
## [239]    train-error:0.120448
## [240]    train-error:0.114846
## [241]    train-error:0.120448
## [242]    train-error:0.117647
## [243]    train-error:0.120448
## [244]    train-error:0.120448
## [245]    train-error:0.117647
## [246]    train-error:0.123249
## [247]    train-error:0.126050
## [248]    train-error:0.114846
## [249]    train-error:0.114846
## [250]    train-error:0.112045
## [251]    train-error:0.117647
## [252]    train-error:0.123249
## [253]    train-error:0.123249
## [254]    train-error:0.137255
## [255]    train-error:0.120448
## [256]    train-error:0.117647
## [257]    train-error:0.126050
## [258]    train-error:0.117647
## [259]    train-error:0.117647
## [260]    train-error:0.117647
## [261]    train-error:0.117647
## [262]    train-error:0.123249
## [263]    train-error:0.131653
## [264]    train-error:0.123249
## [265]    train-error:0.114846
## [266]    train-error:0.120448
## [267]    train-error:0.106443
## [268]    train-error:0.109244
## [269]    train-error:0.114846
## [270]    train-error:0.117647
## [271]    train-error:0.117647
## [272]    train-error:0.120448
## [273]    train-error:0.114846
## [274]    train-error:0.114846
## [275]    train-error:0.114846
## [276]    train-error:0.112045
## [277]    train-error:0.117647
## [278]    train-error:0.120448
## [279]    train-error:0.120448
## [280]    train-error:0.117647
## [281]    train-error:0.117647
## [282]    train-error:0.114846
## [283]    train-error:0.117647
## [284]    train-error:0.117647
## [285]    train-error:0.112045
## [286]    train-error:0.114846
## [287]    train-error:0.114846
## [288]    train-error:0.117647
## [289]    train-error:0.109244
## [290]    train-error:0.112045
## [291]    train-error:0.117647
## [292]    train-error:0.114846
## [293]    train-error:0.112045
## [294]    train-error:0.114846
## [295]    train-error:0.112045
## [296]    train-error:0.112045
## [297]    train-error:0.114846
## [298]    train-error:0.117647
## [299]    train-error:0.120448
## [300]    train-error:0.120448
## [301]    train-error:0.112045
## [302]    train-error:0.117647
## [303]    train-error:0.117647
## [304]    train-error:0.114846
## [305]    train-error:0.112045
## [306]    train-error:0.114846
## [307]    train-error:0.112045
## [308]    train-error:0.112045
## [309]    train-error:0.109244
## [310]    train-error:0.109244
## [311]    train-error:0.103641
## [312]    train-error:0.103641
## [313]    train-error:0.100840
## [314]    train-error:0.100840
## [315]    train-error:0.100840
## [316]    train-error:0.103641
## [317]    train-error:0.100840
## [318]    train-error:0.103641
## [319]    train-error:0.109244
## [320]    train-error:0.109244
## [321]    train-error:0.106443
## [322]    train-error:0.106443
## [323]    train-error:0.106443
## [324]    train-error:0.103641
## [325]    train-error:0.106443
## [326]    train-error:0.106443
## [327]    train-error:0.100840
## [328]    train-error:0.109244
## [329]    train-error:0.109244
## [330]    train-error:0.106443
## [331]    train-error:0.098039
## [332]    train-error:0.100840
## [333]    train-error:0.098039
## [334]    train-error:0.100840
## [335]    train-error:0.098039
## [336]    train-error:0.103641
## [337]    train-error:0.109244
## [338]    train-error:0.112045
## [339]    train-error:0.109244
## [340]    train-error:0.114846
## [341]    train-error:0.112045
## [342]    train-error:0.106443
## [343]    train-error:0.100840
## [344]    train-error:0.106443
## [345]    train-error:0.106443
## [346]    train-error:0.109244
## [347]    train-error:0.112045
## [348]    train-error:0.117647
## [349]    train-error:0.114846
## [350]    train-error:0.112045
## [351]    train-error:0.109244
## [352]    train-error:0.109244
## [353]    train-error:0.103641
## [354]    train-error:0.100840
## [355]    train-error:0.103641
## [356]    train-error:0.103641
## [357]    train-error:0.103641
## [358]    train-error:0.103641
## [359]    train-error:0.100840
## [360]    train-error:0.100840
## [361]    train-error:0.100840
## [362]    train-error:0.103641
## [363]    train-error:0.106443
## [364]    train-error:0.100840
## [365]    train-error:0.100840
## [366]    train-error:0.117647
## [367]    train-error:0.109244
## [368]    train-error:0.109244
## [369]    train-error:0.098039
## [370]    train-error:0.100840
## [371]    train-error:0.095238
## [372]    train-error:0.109244
## [373]    train-error:0.109244
## [374]    train-error:0.109244
## [375]    train-error:0.103641
## [376]    train-error:0.100840
## [377]    train-error:0.103641
## [378]    train-error:0.103641
## [379]    train-error:0.103641
## [380]    train-error:0.100840
## [381]    train-error:0.106443
## [382]    train-error:0.106443
## [383]    train-error:0.098039
## [384]    train-error:0.100840
## [385]    train-error:0.100840
## [386]    train-error:0.103641
## [387]    train-error:0.103641
## [388]    train-error:0.098039
## [389]    train-error:0.098039
## [390]    train-error:0.100840
## [391]    train-error:0.098039
## [392]    train-error:0.098039
## [393]    train-error:0.100840
## [394]    train-error:0.103641
## [395]    train-error:0.103641
## [396]    train-error:0.103641
## [397]    train-error:0.103641
## [398]    train-error:0.098039
## [399]    train-error:0.098039
## [400]    train-error:0.100840
## [401]    train-error:0.098039
## [402]    train-error:0.103641
## [403]    train-error:0.103641
## [404]    train-error:0.100840
## [405]    train-error:0.103641
## [406]    train-error:0.103641
## [407]    train-error:0.109244
## [408]    train-error:0.103641
## [409]    train-error:0.098039
## [410]    train-error:0.100840
## [411]    train-error:0.098039
## [412]    train-error:0.092437
## [413]    train-error:0.095238
## [414]    train-error:0.092437
## [415]    train-error:0.092437
## [416]    train-error:0.100840
## [417]    train-error:0.100840
## [418]    train-error:0.100840
## [419]    train-error:0.100840
## [420]    train-error:0.100840
## [421]    train-error:0.103641
## [422]    train-error:0.106443
## [423]    train-error:0.103641
## [424]    train-error:0.100840
## [425]    train-error:0.106443
## [426]    train-error:0.112045
## [427]    train-error:0.103641
## [428]    train-error:0.103641
## [429]    train-error:0.103641
## [430]    train-error:0.103641
## [431]    train-error:0.103641
## [432]    train-error:0.098039
## [433]    train-error:0.098039
## [434]    train-error:0.100840
## [435]    train-error:0.100840
## [436]    train-error:0.103641
## [437]    train-error:0.106443
## [438]    train-error:0.106443
## [439]    train-error:0.109244
## [440]    train-error:0.103641
## [441]    train-error:0.103641
## [442]    train-error:0.098039
## [443]    train-error:0.100840
## [444]    train-error:0.103641
## [445]    train-error:0.103641
## [446]    train-error:0.100840
## [447]    train-error:0.100840
## [448]    train-error:0.100840
## [449]    train-error:0.098039
## [450]    train-error:0.098039
## [451]    train-error:0.100840
## [452]    train-error:0.103641
## [453]    train-error:0.106443
## [454]    train-error:0.103641
## [455]    train-error:0.106443
## [456]    train-error:0.106443
## [457]    train-error:0.109244
## [458]    train-error:0.103641
## [459]    train-error:0.103641
## [460]    train-error:0.106443
## [461]    train-error:0.112045
## [462]    train-error:0.103641
## [463]    train-error:0.109244
## [464]    train-error:0.109244
## [465]    train-error:0.112045
## [466]    train-error:0.106443
## [467]    train-error:0.106443
## [468]    train-error:0.109244
## [469]    train-error:0.109244
## [470]    train-error:0.109244
## [471]    train-error:0.112045
## [472]    train-error:0.103641
## [473]    train-error:0.109244
## [474]    train-error:0.106443
## [475]    train-error:0.112045
## [476]    train-error:0.109244
## [477]    train-error:0.112045
## [478]    train-error:0.106443
## [479]    train-error:0.109244
## [480]    train-error:0.106443
## [481]    train-error:0.106443
## [482]    train-error:0.109244
## [0]  train-error:0.388268
## [1]  train-error:0.245810
## [2]  train-error:0.265363
## [3]  train-error:0.223464
## [4]  train-error:0.212290
## [5]  train-error:0.203911
## [6]  train-error:0.206704
## [7]  train-error:0.206704
## [8]  train-error:0.206704
## [9]  train-error:0.240223
## [10] train-error:0.220670
## [11] train-error:0.212290
## [12] train-error:0.215084
## [13] train-error:0.217877
## [14] train-error:0.206704
## [15] train-error:0.201117
## [16] train-error:0.206704
## [17] train-error:0.206704
## [18] train-error:0.209497
## [19] train-error:0.209497
## [20] train-error:0.209497
## [21] train-error:0.209497
## [22] train-error:0.203911
## [23] train-error:0.212290
## [24] train-error:0.209497
## [25] train-error:0.212290
## [26] train-error:0.209497
## [27] train-error:0.209497
## [28] train-error:0.209497
## [29] train-error:0.212290
## [30] train-error:0.209497
## [31] train-error:0.212290
## [32] train-error:0.212290
## [33] train-error:0.209497
## [34] train-error:0.212290
## [35] train-error:0.212290
## [36] train-error:0.212290
## [37] train-error:0.212290
## [38] train-error:0.209497
## [39] train-error:0.209497
## [40] train-error:0.209497
## [41] train-error:0.206704
## [42] train-error:0.206704
## [43] train-error:0.212290
## [44] train-error:0.212290
## [45] train-error:0.206704
## [46] train-error:0.206704
## [47] train-error:0.206704
## [48] train-error:0.206704
## [49] train-error:0.206704
## [50] train-error:0.206704
## [51] train-error:0.206704
## [52] train-error:0.203911
## [53] train-error:0.203911
## [54] train-error:0.206704
## [55] train-error:0.198324
## [56] train-error:0.198324
## [57] train-error:0.201117
## [58] train-error:0.209497
## [59] train-error:0.206704
## [60] train-error:0.206704
## [61] train-error:0.201117
## [62] train-error:0.206704
## [63] train-error:0.203911
## [64] train-error:0.206704
## [65] train-error:0.203911
## [66] train-error:0.201117
## [67] train-error:0.203911
## [68] train-error:0.209497
## [69] train-error:0.209497
## [70] train-error:0.203911
## [71] train-error:0.203911
## [72] train-error:0.206704
## [73] train-error:0.209497
## [74] train-error:0.209497
## [75] train-error:0.206704
## [76] train-error:0.206704
## [77] train-error:0.203911
## [78] train-error:0.195531
## [79] train-error:0.206704
## [80] train-error:0.206704
## [81] train-error:0.206704
## [82] train-error:0.209497
## [83] train-error:0.209497
## [84] train-error:0.206704
## [85] train-error:0.201117
## [86] train-error:0.195531
## [87] train-error:0.201117
## [88] train-error:0.198324
## [89] train-error:0.195531
## [90] train-error:0.195531
## [91] train-error:0.192737
## [92] train-error:0.195531
## [93] train-error:0.203911
## [94] train-error:0.203911
## [95] train-error:0.198324
## [96] train-error:0.198324
## [97] train-error:0.198324
## [98] train-error:0.203911
## [99] train-error:0.198324
## [100]    train-error:0.201117
## [101]    train-error:0.195531
## [102]    train-error:0.203911
## [103]    train-error:0.192737
## [104]    train-error:0.189944
## [105]    train-error:0.198324
## [106]    train-error:0.201117
## [107]    train-error:0.195531
## [108]    train-error:0.201117
## [109]    train-error:0.198324
## [110]    train-error:0.201117
## [111]    train-error:0.198324
## [112]    train-error:0.198324
## [113]    train-error:0.209497
## [114]    train-error:0.206704
## [115]    train-error:0.203911
## [116]    train-error:0.198324
## [117]    train-error:0.209497
## [118]    train-error:0.198324
## [119]    train-error:0.195531
## [120]    train-error:0.195531
## [121]    train-error:0.195531
## [122]    train-error:0.195531
## [123]    train-error:0.198324
## [124]    train-error:0.198324
## [125]    train-error:0.198324
## [126]    train-error:0.192737
## [127]    train-error:0.192737
## [128]    train-error:0.206704
## [129]    train-error:0.212290
## [130]    train-error:0.203911
## [131]    train-error:0.198324
## [132]    train-error:0.195531
## [133]    train-error:0.195531
## [134]    train-error:0.198324
## [135]    train-error:0.201117
## [136]    train-error:0.198324
## [137]    train-error:0.198324
## [138]    train-error:0.201117
## [139]    train-error:0.201117
## [140]    train-error:0.201117
## [141]    train-error:0.201117
## [142]    train-error:0.203911
## [143]    train-error:0.203911
## [144]    train-error:0.203911
## [145]    train-error:0.201117
## [146]    train-error:0.203911
## [147]    train-error:0.206704
## [148]    train-error:0.195531
## [149]    train-error:0.187151
## [150]    train-error:0.189944
## [151]    train-error:0.192737
## [152]    train-error:0.206704
## [153]    train-error:0.209497
## [154]    train-error:0.201117
## [155]    train-error:0.195531
## [156]    train-error:0.195531
## [157]    train-error:0.229050
## [158]    train-error:0.217877
## [159]    train-error:0.212290
## [160]    train-error:0.195531
## [161]    train-error:0.195531
## [162]    train-error:0.206704
## [163]    train-error:0.220670
## [164]    train-error:0.215084
## [165]    train-error:0.215084
## [166]    train-error:0.209497
## [167]    train-error:0.206704
## [168]    train-error:0.203911
## [169]    train-error:0.206704
## [170]    train-error:0.209497
## [171]    train-error:0.209497
## [172]    train-error:0.201117
## [173]    train-error:0.203911
## [174]    train-error:0.203911
## [175]    train-error:0.206704
## [176]    train-error:0.206704
## [177]    train-error:0.198324
## [178]    train-error:0.223464
## [179]    train-error:0.217877
## [180]    train-error:0.201117
## [181]    train-error:0.201117
## [182]    train-error:0.203911
## [183]    train-error:0.195531
## [184]    train-error:0.201117
## [185]    train-error:0.201117
## [186]    train-error:0.226257
## [187]    train-error:0.231844
## [188]    train-error:0.215084
## [189]    train-error:0.206704
## [190]    train-error:0.215084
## [191]    train-error:0.215084
## [192]    train-error:0.206704
## [193]    train-error:0.203911
## [194]    train-error:0.201117
## [195]    train-error:0.201117
## [196]    train-error:0.203911
## [197]    train-error:0.201117
## [198]    train-error:0.201117
## [199]    train-error:0.201117
## [200]    train-error:0.206704
## [201]    train-error:0.203911
## [202]    train-error:0.203911
## [203]    train-error:0.206704
## [204]    train-error:0.206704
## [205]    train-error:0.203911
## [206]    train-error:0.203911
## [207]    train-error:0.201117
## [208]    train-error:0.201117
## [209]    train-error:0.201117
## [210]    train-error:0.201117
## [211]    train-error:0.206704
## [212]    train-error:0.201117
## [213]    train-error:0.212290
## [214]    train-error:0.203911
## [215]    train-error:0.203911
## [216]    train-error:0.209497
## [217]    train-error:0.187151
## [218]    train-error:0.192737
## [219]    train-error:0.195531
## [220]    train-error:0.195531
## [221]    train-error:0.198324
## [222]    train-error:0.195531
## [223]    train-error:0.187151
## [224]    train-error:0.201117
## [225]    train-error:0.201117
## [226]    train-error:0.187151
## [227]    train-error:0.198324
## [228]    train-error:0.203911
## [229]    train-error:0.184358
## [230]    train-error:0.184358
## [231]    train-error:0.189944
## [232]    train-error:0.184358
## [233]    train-error:0.181564
## [234]    train-error:0.189944
## [235]    train-error:0.192737
## [236]    train-error:0.195531
## [237]    train-error:0.203911
## [238]    train-error:0.206704
## [239]    train-error:0.203911
## [240]    train-error:0.201117
## [241]    train-error:0.206704
## [242]    train-error:0.209497
## [243]    train-error:0.209497
## [244]    train-error:0.206704
## [245]    train-error:0.192737
## [246]    train-error:0.201117
## [247]    train-error:0.206704
## [248]    train-error:0.220670
## [249]    train-error:0.206704
## [250]    train-error:0.206704
## [251]    train-error:0.195531
## [252]    train-error:0.195531
## [253]    train-error:0.195531
## [254]    train-error:0.209497
## [255]    train-error:0.220670
## [256]    train-error:0.209497
## [257]    train-error:0.192737
## [258]    train-error:0.192737
## [259]    train-error:0.192737
## [260]    train-error:0.192737
## [261]    train-error:0.217877
## [262]    train-error:0.212290
## [263]    train-error:0.215084
## [264]    train-error:0.201117
## [265]    train-error:0.198324
## [266]    train-error:0.189944
## [267]    train-error:0.198324
## [268]    train-error:0.201117
## [269]    train-error:0.195531
## [270]    train-error:0.201117
## [271]    train-error:0.189944
## [272]    train-error:0.189944
## [273]    train-error:0.192737
## [274]    train-error:0.189944
## [275]    train-error:0.184358
## [276]    train-error:0.195531
## [277]    train-error:0.209497
## [278]    train-error:0.209497
## [279]    train-error:0.226257
## [280]    train-error:0.223464
## [281]    train-error:0.217877
## [282]    train-error:0.212290
## [283]    train-error:0.212290
## [284]    train-error:0.209497
## [285]    train-error:0.206704
## [286]    train-error:0.206704
## [287]    train-error:0.201117
## [288]    train-error:0.203911
## [289]    train-error:0.203911
## [290]    train-error:0.215084
## [291]    train-error:0.223464
## [292]    train-error:0.215084
## [293]    train-error:0.215084
## [294]    train-error:0.206704
## [295]    train-error:0.209497
## [296]    train-error:0.198324
## [297]    train-error:0.217877
## [298]    train-error:0.209497
## [299]    train-error:0.198324
## [300]    train-error:0.206704
## [301]    train-error:0.189944
## [302]    train-error:0.178771
## [303]    train-error:0.178771
## [304]    train-error:0.187151
## [305]    train-error:0.195531
## [306]    train-error:0.201117
## [307]    train-error:0.187151
## [308]    train-error:0.187151
## [309]    train-error:0.187151
## [310]    train-error:0.192737
## [311]    train-error:0.187151
## [312]    train-error:0.187151
## [313]    train-error:0.195531
## [314]    train-error:0.192737
## [315]    train-error:0.189944
## [316]    train-error:0.184358
## [317]    train-error:0.187151
## [318]    train-error:0.195531
## [319]    train-error:0.201117
## [320]    train-error:0.209497
## [321]    train-error:0.209497
## [322]    train-error:0.209497
## [323]    train-error:0.201117
## [324]    train-error:0.198324
## [325]    train-error:0.203911
## [326]    train-error:0.215084
## [327]    train-error:0.215084
## [328]    train-error:0.212290
## [329]    train-error:0.212290
## [330]    train-error:0.212290
## [331]    train-error:0.212290
## [332]    train-error:0.212290
## [333]    train-error:0.212290
## [334]    train-error:0.209497
## [335]    train-error:0.195531
## [336]    train-error:0.201117
## [337]    train-error:0.198324
## [338]    train-error:0.192737
## [339]    train-error:0.195531
## [340]    train-error:0.192737
## [341]    train-error:0.198324
## [342]    train-error:0.198324
## [343]    train-error:0.198324
## [344]    train-error:0.198324
## [345]    train-error:0.198324
## [346]    train-error:0.195531
## [347]    train-error:0.192737
## [348]    train-error:0.187151
## [349]    train-error:0.189944
## [350]    train-error:0.189944
## [351]    train-error:0.187151
## [352]    train-error:0.187151
## [353]    train-error:0.187151
## [354]    train-error:0.184358
## [355]    train-error:0.181564
## [356]    train-error:0.181564
## [357]    train-error:0.178771
## [358]    train-error:0.178771
## [359]    train-error:0.206704
## [360]    train-error:0.209497
## [361]    train-error:0.212290
## [362]    train-error:0.203911
## [363]    train-error:0.198324
## [364]    train-error:0.198324
## [365]    train-error:0.203911
## [366]    train-error:0.201117
## [367]    train-error:0.206704
## [368]    train-error:0.201117
## [369]    train-error:0.206704
## [370]    train-error:0.198324
## [371]    train-error:0.206704
## [372]    train-error:0.206704
## [373]    train-error:0.198324
## [374]    train-error:0.195531
## [375]    train-error:0.209497
## [376]    train-error:0.220670
## [377]    train-error:0.217877
## [378]    train-error:0.223464
## [379]    train-error:0.226257
## [380]    train-error:0.229050
## [381]    train-error:0.229050
## [382]    train-error:0.229050
## [383]    train-error:0.198324
## [384]    train-error:0.209497
## [385]    train-error:0.195531
## [386]    train-error:0.195531
## [387]    train-error:0.201117
## [388]    train-error:0.201117
## [389]    train-error:0.201117
## [390]    train-error:0.206704
## [391]    train-error:0.198324
## [392]    train-error:0.189944
## [393]    train-error:0.192737
## [394]    train-error:0.201117
## [395]    train-error:0.201117
## [396]    train-error:0.201117
## [397]    train-error:0.201117
## [398]    train-error:0.206704
## [399]    train-error:0.206704
## [400]    train-error:0.206704
## [401]    train-error:0.212290
## [402]    train-error:0.212290
## [403]    train-error:0.212290
## [404]    train-error:0.223464
## [405]    train-error:0.217877
## [406]    train-error:0.201117
## [407]    train-error:0.181564
## [408]    train-error:0.187151
## [409]    train-error:0.195531
## [410]    train-error:0.189944
## [411]    train-error:0.192737
## [412]    train-error:0.192737
## [413]    train-error:0.195531
## [414]    train-error:0.192737
## [415]    train-error:0.189944
## [416]    train-error:0.184358
## [417]    train-error:0.192737
## [418]    train-error:0.189944
## [419]    train-error:0.195531
## [420]    train-error:0.201117
## [421]    train-error:0.198324
## [422]    train-error:0.203911
## [423]    train-error:0.212290
## [424]    train-error:0.226257
## [425]    train-error:0.226257
## [426]    train-error:0.226257
## [427]    train-error:0.212290
## [428]    train-error:0.189944
## [429]    train-error:0.189944
## [430]    train-error:0.184358
## [431]    train-error:0.187151
## [432]    train-error:0.189944
## [433]    train-error:0.209497
## [434]    train-error:0.192737
## [435]    train-error:0.189944
## [436]    train-error:0.189944
## [437]    train-error:0.184358
## [438]    train-error:0.187151
## [439]    train-error:0.187151
## [440]    train-error:0.187151
## [441]    train-error:0.189944
## [442]    train-error:0.184358
## [443]    train-error:0.187151
## [444]    train-error:0.187151
## [445]    train-error:0.181564
## [446]    train-error:0.178771
## [447]    train-error:0.184358
## [448]    train-error:0.184358
## [449]    train-error:0.187151
## [450]    train-error:0.178771
## [451]    train-error:0.178771
## [452]    train-error:0.184358
## [453]    train-error:0.178771
## [454]    train-error:0.178771
## [455]    train-error:0.175978
## [456]    train-error:0.175978
## [457]    train-error:0.181564
## [458]    train-error:0.181564
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.193277
## [3]  train-error:0.190476
## [4]  train-error:0.196078
## [5]  train-error:0.190476
## [6]  train-error:0.196078
## [7]  train-error:0.193277
## [8]  train-error:0.196078
## [9]  train-error:0.190476
## [10] train-error:0.196078
## [11] train-error:0.193277
## [12] train-error:0.193277
## [13] train-error:0.193277
## [14] train-error:0.196078
## [15] train-error:0.193277
## [16] train-error:0.193277
## [17] train-error:0.193277
## [18] train-error:0.193277
## [19] train-error:0.201681
## [20] train-error:0.201681
## [21] train-error:0.198880
## [22] train-error:0.187675
## [23] train-error:0.187675
## [24] train-error:0.187675
## [25] train-error:0.198880
## [26] train-error:0.198880
## [27] train-error:0.198880
## [28] train-error:0.196078
## [29] train-error:0.193277
## [30] train-error:0.190476
## [31] train-error:0.190476
## [32] train-error:0.190476
## [33] train-error:0.184874
## [34] train-error:0.196078
## [35] train-error:0.184874
## [36] train-error:0.193277
## [37] train-error:0.182073
## [38] train-error:0.198880
## [39] train-error:0.201681
## [40] train-error:0.201681
## [41] train-error:0.187675
## [42] train-error:0.187675
## [43] train-error:0.182073
## [44] train-error:0.184874
## [45] train-error:0.187675
## [46] train-error:0.179272
## [47] train-error:0.179272
## [48] train-error:0.176471
## [49] train-error:0.184874
## [50] train-error:0.190476
## [51] train-error:0.184874
## [52] train-error:0.201681
## [53] train-error:0.196078
## [54] train-error:0.207283
## [55] train-error:0.184874
## [56] train-error:0.190476
## [57] train-error:0.190476
## [58] train-error:0.196078
## [59] train-error:0.182073
## [60] train-error:0.184874
## [61] train-error:0.193277
## [62] train-error:0.187675
## [63] train-error:0.190476
## [64] train-error:0.184874
## [65] train-error:0.190476
## [66] train-error:0.179272
## [67] train-error:0.179272
## [68] train-error:0.184874
## [69] train-error:0.179272
## [70] train-error:0.179272
## [71] train-error:0.184874
## [72] train-error:0.179272
## [73] train-error:0.184874
## [74] train-error:0.179272
## [75] train-error:0.182073
## [76] train-error:0.182073
## [77] train-error:0.184874
## [78] train-error:0.184874
## [79] train-error:0.184874
## [80] train-error:0.184874
## [81] train-error:0.184874
## [82] train-error:0.184874
## [83] train-error:0.184874
## [84] train-error:0.184874
## [85] train-error:0.179272
## [86] train-error:0.173669
## [87] train-error:0.182073
## [88] train-error:0.176471
## [89] train-error:0.182073
## [90] train-error:0.182073
## [91] train-error:0.184874
## [92] train-error:0.179272
## [93] train-error:0.182073
## [94] train-error:0.182073
## [95] train-error:0.179272
## [96] train-error:0.184874
## [97] train-error:0.184874
## [98] train-error:0.179272
## [99] train-error:0.179272
## [100]    train-error:0.179272
## [101]    train-error:0.184874
## [102]    train-error:0.179272
## [103]    train-error:0.184874
## [104]    train-error:0.179272
## [105]    train-error:0.179272
## [106]    train-error:0.182073
## [107]    train-error:0.182073
## [108]    train-error:0.184874
## [109]    train-error:0.182073
## [110]    train-error:0.182073
## [111]    train-error:0.182073
## [112]    train-error:0.182073
## [113]    train-error:0.182073
## [114]    train-error:0.182073
## [115]    train-error:0.179272
## [116]    train-error:0.182073
## [117]    train-error:0.182073
## [118]    train-error:0.179272
## [119]    train-error:0.179272
## [120]    train-error:0.182073
## [121]    train-error:0.179272
## [122]    train-error:0.182073
## [123]    train-error:0.182073
## [124]    train-error:0.182073
## [125]    train-error:0.182073
## [126]    train-error:0.190476
## [127]    train-error:0.196078
## [128]    train-error:0.196078
## [129]    train-error:0.190476
## [130]    train-error:0.190476
## [131]    train-error:0.193277
## [132]    train-error:0.179272
## [133]    train-error:0.179272
## [134]    train-error:0.179272
## [135]    train-error:0.176471
## [136]    train-error:0.179272
## [137]    train-error:0.182073
## [138]    train-error:0.184874
## [139]    train-error:0.184874
## [140]    train-error:0.184874
## [141]    train-error:0.184874
## [142]    train-error:0.187675
## [143]    train-error:0.187675
## [144]    train-error:0.193277
## [145]    train-error:0.173669
## [146]    train-error:0.179272
## [147]    train-error:0.179272
## [148]    train-error:0.184874
## [149]    train-error:0.184874
## [150]    train-error:0.176471
## [151]    train-error:0.176471
## [152]    train-error:0.179272
## [153]    train-error:0.182073
## [154]    train-error:0.179272
## [155]    train-error:0.182073
## [156]    train-error:0.182073
## [157]    train-error:0.179272
## [158]    train-error:0.182073
## [159]    train-error:0.184874
## [160]    train-error:0.187675
## [161]    train-error:0.184874
## [162]    train-error:0.187675
## [163]    train-error:0.184874
## [164]    train-error:0.182073
## [165]    train-error:0.179272
## [166]    train-error:0.190476
## [167]    train-error:0.190476
## [168]    train-error:0.190476
## [169]    train-error:0.190476
## [170]    train-error:0.176471
## [171]    train-error:0.179272
## [172]    train-error:0.179272
## [173]    train-error:0.193277
## [174]    train-error:0.193277
## [175]    train-error:0.193277
## [176]    train-error:0.193277
## [177]    train-error:0.193277
## [178]    train-error:0.193277
## [179]    train-error:0.193277
## [180]    train-error:0.187675
## [181]    train-error:0.196078
## [182]    train-error:0.196078
## [183]    train-error:0.187675
## [184]    train-error:0.196078
## [185]    train-error:0.198880
## [186]    train-error:0.196078
## [187]    train-error:0.196078
## [188]    train-error:0.190476
## [189]    train-error:0.184874
## [190]    train-error:0.176471
## [191]    train-error:0.176471
## [192]    train-error:0.187675
## [193]    train-error:0.190476
## [194]    train-error:0.193277
## [195]    train-error:0.190476
## [196]    train-error:0.193277
## [197]    train-error:0.182073
## [198]    train-error:0.187675
## [199]    train-error:0.190476
## [200]    train-error:0.182073
## [201]    train-error:0.193277
## [202]    train-error:0.190476
## [203]    train-error:0.176471
## [204]    train-error:0.179272
## [205]    train-error:0.187675
## [206]    train-error:0.179272
## [207]    train-error:0.193277
## [208]    train-error:0.179272
## [209]    train-error:0.196078
## [210]    train-error:0.196078
## [211]    train-error:0.198880
## [212]    train-error:0.198880
## [213]    train-error:0.179272
## [214]    train-error:0.179272
## [215]    train-error:0.193277
## [216]    train-error:0.193277
## [217]    train-error:0.184874
## [218]    train-error:0.193277
## [219]    train-error:0.179272
## [220]    train-error:0.187675
## [221]    train-error:0.196078
## [222]    train-error:0.173669
## [223]    train-error:0.173669
## [224]    train-error:0.187675
## [225]    train-error:0.176471
## [226]    train-error:0.176471
## [227]    train-error:0.196078
## [228]    train-error:0.204482
## [229]    train-error:0.204482
## [230]    train-error:0.187675
## [231]    train-error:0.184874
## [232]    train-error:0.182073
## [233]    train-error:0.179272
## [234]    train-error:0.184874
## [235]    train-error:0.182073
## [236]    train-error:0.190476
## [237]    train-error:0.193277
## [238]    train-error:0.190476
## [239]    train-error:0.196078
## [240]    train-error:0.184874
## [241]    train-error:0.187675
## [242]    train-error:0.198880
## [243]    train-error:0.173669
## [244]    train-error:0.179272
## [245]    train-error:0.173669
## [246]    train-error:0.179272
## [247]    train-error:0.179272
## [248]    train-error:0.179272
## [249]    train-error:0.193277
## [250]    train-error:0.176471
## [251]    train-error:0.182073
## [252]    train-error:0.176471
## [253]    train-error:0.179272
## [254]    train-error:0.179272
## [255]    train-error:0.184874
## [256]    train-error:0.184874
## [257]    train-error:0.184874
## [258]    train-error:0.170868
## [259]    train-error:0.168067
## [260]    train-error:0.184874
## [261]    train-error:0.170868
## [262]    train-error:0.168067
## [263]    train-error:0.168067
## [264]    train-error:0.165266
## [265]    train-error:0.165266
## [266]    train-error:0.165266
## [267]    train-error:0.162465
## [268]    train-error:0.159664
## [269]    train-error:0.168067
## [270]    train-error:0.159664
## [271]    train-error:0.162465
## [272]    train-error:0.182073
## [273]    train-error:0.182073
## [274]    train-error:0.187675
## [275]    train-error:0.215686
## [276]    train-error:0.184874
## [277]    train-error:0.184874
## [278]    train-error:0.182073
## [279]    train-error:0.196078
## [280]    train-error:0.196078
## [281]    train-error:0.173669
## [282]    train-error:0.179272
## [283]    train-error:0.184874
## [284]    train-error:0.198880
## [285]    train-error:0.179272
## [286]    train-error:0.176471
## [287]    train-error:0.179272
## [288]    train-error:0.182073
## [289]    train-error:0.179272
## [290]    train-error:0.182073
## [291]    train-error:0.170868
## [292]    train-error:0.179272
## [293]    train-error:0.204482
## [294]    train-error:0.198880
## [295]    train-error:0.182073
## [296]    train-error:0.170868
## [297]    train-error:0.170868
## [298]    train-error:0.170868
## [299]    train-error:0.170868
## [300]    train-error:0.168067
## [301]    train-error:0.179272
## [302]    train-error:0.170868
## [303]    train-error:0.170868
## [304]    train-error:0.176471
## [305]    train-error:0.170868
## [306]    train-error:0.168067
## [307]    train-error:0.165266
## [308]    train-error:0.168067
## [309]    train-error:0.176471
## [310]    train-error:0.168067
## [311]    train-error:0.168067
## [312]    train-error:0.168067
## [313]    train-error:0.179272
## [314]    train-error:0.187675
## [315]    train-error:0.182073
## [316]    train-error:0.190476
## [317]    train-error:0.176471
## [318]    train-error:0.176471
## [319]    train-error:0.179272
## [320]    train-error:0.176471
## [321]    train-error:0.179272
## [322]    train-error:0.184874
## [323]    train-error:0.187675
## [324]    train-error:0.190476
## [325]    train-error:0.190476
## [326]    train-error:0.182073
## [327]    train-error:0.187675
## [328]    train-error:0.184874
## [329]    train-error:0.184874
## [330]    train-error:0.184874
## [331]    train-error:0.184874
## [332]    train-error:0.190476
## [333]    train-error:0.190476
## [334]    train-error:0.182073
## [335]    train-error:0.168067
## [336]    train-error:0.162465
## [337]    train-error:0.162465
## [338]    train-error:0.162465
## [339]    train-error:0.170868
## [340]    train-error:0.182073
## [341]    train-error:0.184874
## [342]    train-error:0.184874
## [343]    train-error:0.170868
## [344]    train-error:0.176471
## [345]    train-error:0.168067
## [346]    train-error:0.170868
## [347]    train-error:0.170868
## [348]    train-error:0.182073
## [349]    train-error:0.173669
## [350]    train-error:0.173669
## [351]    train-error:0.173669
## [352]    train-error:0.182073
## [353]    train-error:0.176471
## [354]    train-error:0.173669
## [355]    train-error:0.176471
## [356]    train-error:0.184874
## [357]    train-error:0.176471
## [358]    train-error:0.176471
## [359]    train-error:0.184874
## [360]    train-error:0.182073
## [361]    train-error:0.176471
## [362]    train-error:0.170868
## [363]    train-error:0.165266
## [364]    train-error:0.176471
## [365]    train-error:0.170868
## [366]    train-error:0.173669
## [367]    train-error:0.182073
## [368]    train-error:0.173669
## [369]    train-error:0.182073
## [370]    train-error:0.182073
## [371]    train-error:0.184874
## [372]    train-error:0.190476
## [373]    train-error:0.184874
## [374]    train-error:0.176471
## [375]    train-error:0.176471
## [376]    train-error:0.176471
## [377]    train-error:0.179272
## [378]    train-error:0.182073
## [379]    train-error:0.198880
## [380]    train-error:0.190476
## [381]    train-error:0.190476
## [382]    train-error:0.187675
## [383]    train-error:0.187675
## [384]    train-error:0.190476
## [385]    train-error:0.187675
## [386]    train-error:0.190476
## [387]    train-error:0.193277
## [388]    train-error:0.193277
## [389]    train-error:0.179272
## [390]    train-error:0.170868
## [391]    train-error:0.170868
## [392]    train-error:0.170868
## [393]    train-error:0.176471
## [394]    train-error:0.187675
## [395]    train-error:0.190476
## [396]    train-error:0.184874
## [397]    train-error:0.184874
## [398]    train-error:0.182073
## [399]    train-error:0.184874
## [400]    train-error:0.173669
## [401]    train-error:0.182073
## [402]    train-error:0.187675
## [403]    train-error:0.168067
## [404]    train-error:0.165266
## [405]    train-error:0.168067
## [406]    train-error:0.173669
## [407]    train-error:0.179272
## [408]    train-error:0.187675
## [409]    train-error:0.184874
## [410]    train-error:0.187675
## [411]    train-error:0.182073
## [412]    train-error:0.179272
## [413]    train-error:0.179272
## [414]    train-error:0.179272
## [415]    train-error:0.179272
## [416]    train-error:0.168067
## [417]    train-error:0.182073
## [418]    train-error:0.193277
## [419]    train-error:0.190476
## [420]    train-error:0.179272
## [421]    train-error:0.182073
## [422]    train-error:0.193277
## [423]    train-error:0.182073
## [424]    train-error:0.187675
## [425]    train-error:0.190476
## [426]    train-error:0.182073
## [427]    train-error:0.179272
## [428]    train-error:0.190476
## [429]    train-error:0.187675
## [430]    train-error:0.179272
## [431]    train-error:0.176471
## [432]    train-error:0.168067
## [433]    train-error:0.165266
## [434]    train-error:0.168067
## [435]    train-error:0.168067
## [436]    train-error:0.176471
## [437]    train-error:0.179272
## [438]    train-error:0.176471
## [439]    train-error:0.182073
## [440]    train-error:0.173669
## [441]    train-error:0.176471
## [442]    train-error:0.173669
## [443]    train-error:0.179272
## [444]    train-error:0.173669
## [445]    train-error:0.179272
## [446]    train-error:0.184874
## [447]    train-error:0.165266
## [448]    train-error:0.179272
## [449]    train-error:0.179272
## [450]    train-error:0.179272
## [451]    train-error:0.173669
## [452]    train-error:0.165266
## [453]    train-error:0.168067
## [454]    train-error:0.162465
## [455]    train-error:0.173669
## [456]    train-error:0.168067
## [457]    train-error:0.170868
## [458]    train-error:0.176471
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.218487
## [6]  train-error:0.218487
## [7]  train-error:0.218487
## [8]  train-error:0.218487
## [9]  train-error:0.218487
## [10] train-error:0.221289
## [11] train-error:0.218487
## [12] train-error:0.218487
## [13] train-error:0.221289
## [14] train-error:0.218487
## [15] train-error:0.218487
## [16] train-error:0.218487
## [17] train-error:0.212885
## [18] train-error:0.198880
## [19] train-error:0.201681
## [20] train-error:0.201681
## [21] train-error:0.198880
## [22] train-error:0.204482
## [23] train-error:0.204482
## [24] train-error:0.201681
## [25] train-error:0.198880
## [26] train-error:0.204482
## [27] train-error:0.221289
## [28] train-error:0.198880
## [29] train-error:0.204482
## [30] train-error:0.190476
## [31] train-error:0.198880
## [32] train-error:0.201681
## [33] train-error:0.210084
## [34] train-error:0.196078
## [35] train-error:0.196078
## [36] train-error:0.193277
## [37] train-error:0.201681
## [38] train-error:0.201681
## [39] train-error:0.196078
## [40] train-error:0.196078
## [41] train-error:0.201681
## [42] train-error:0.198880
## [43] train-error:0.201681
## [44] train-error:0.196078
## [45] train-error:0.193277
## [46] train-error:0.187675
## [47] train-error:0.198880
## [48] train-error:0.196078
## [49] train-error:0.198880
## [50] train-error:0.187675
## [51] train-error:0.193277
## [52] train-error:0.190476
## [53] train-error:0.187675
## [54] train-error:0.201681
## [55] train-error:0.204482
## [56] train-error:0.201681
## [57] train-error:0.198880
## [58] train-error:0.198880
## [59] train-error:0.193277
## [60] train-error:0.201681
## [61] train-error:0.198880
## [62] train-error:0.198880
## [63] train-error:0.198880
## [64] train-error:0.193277
## [65] train-error:0.198880
## [66] train-error:0.196078
## [67] train-error:0.190476
## [68] train-error:0.198880
## [69] train-error:0.204482
## [70] train-error:0.198880
## [71] train-error:0.201681
## [72] train-error:0.204482
## [73] train-error:0.193277
## [74] train-error:0.201681
## [75] train-error:0.201681
## [76] train-error:0.193277
## [77] train-error:0.193277
## [78] train-error:0.204482
## [79] train-error:0.207283
## [80] train-error:0.201681
## [81] train-error:0.190476
## [82] train-error:0.187675
## [83] train-error:0.193277
## [84] train-error:0.193277
## [85] train-error:0.190476
## [86] train-error:0.193277
## [87] train-error:0.193277
## [88] train-error:0.196078
## [89] train-error:0.196078
## [90] train-error:0.201681
## [91] train-error:0.198880
## [92] train-error:0.190476
## [93] train-error:0.190476
## [94] train-error:0.184874
## [95] train-error:0.184874
## [96] train-error:0.182073
## [97] train-error:0.182073
## [98] train-error:0.182073
## [99] train-error:0.190476
## [100]    train-error:0.187675
## [101]    train-error:0.190476
## [102]    train-error:0.198880
## [103]    train-error:0.190476
## [104]    train-error:0.198880
## [105]    train-error:0.193277
## [106]    train-error:0.196078
## [107]    train-error:0.201681
## [108]    train-error:0.196078
## [109]    train-error:0.198880
## [110]    train-error:0.198880
## [111]    train-error:0.196078
## [112]    train-error:0.201681
## [113]    train-error:0.193277
## [114]    train-error:0.184874
## [115]    train-error:0.184874
## [116]    train-error:0.193277
## [117]    train-error:0.182073
## [118]    train-error:0.190476
## [119]    train-error:0.204482
## [120]    train-error:0.187675
## [121]    train-error:0.198880
## [122]    train-error:0.198880
## [123]    train-error:0.198880
## [124]    train-error:0.193277
## [125]    train-error:0.193277
## [126]    train-error:0.196078
## [127]    train-error:0.190476
## [128]    train-error:0.190476
## [129]    train-error:0.207283
## [130]    train-error:0.207283
## [131]    train-error:0.201681
## [132]    train-error:0.182073
## [133]    train-error:0.187675
## [134]    train-error:0.187675
## [135]    train-error:0.193277
## [136]    train-error:0.193277
## [137]    train-error:0.190476
## [138]    train-error:0.196078
## [139]    train-error:0.193277
## [140]    train-error:0.184874
## [141]    train-error:0.193277
## [142]    train-error:0.182073
## [143]    train-error:0.190476
## [144]    train-error:0.184874
## [145]    train-error:0.187675
## [146]    train-error:0.184874
## [147]    train-error:0.182073
## [148]    train-error:0.196078
## [149]    train-error:0.201681
## [150]    train-error:0.198880
## [151]    train-error:0.193277
## [152]    train-error:0.190476
## [153]    train-error:0.198880
## [154]    train-error:0.196078
## [155]    train-error:0.187675
## [156]    train-error:0.182073
## [157]    train-error:0.187675
## [158]    train-error:0.193277
## [159]    train-error:0.190476
## [160]    train-error:0.196078
## [161]    train-error:0.182073
## [162]    train-error:0.187675
## [163]    train-error:0.190476
## [164]    train-error:0.187675
## [165]    train-error:0.193277
## [166]    train-error:0.193277
## [167]    train-error:0.198880
## [168]    train-error:0.215686
## [169]    train-error:0.215686
## [170]    train-error:0.215686
## [171]    train-error:0.182073
## [172]    train-error:0.198880
## [173]    train-error:0.201681
## [174]    train-error:0.201681
## [175]    train-error:0.198880
## [176]    train-error:0.198880
## [177]    train-error:0.198880
## [178]    train-error:0.198880
## [179]    train-error:0.173669
## [180]    train-error:0.182073
## [181]    train-error:0.187675
## [182]    train-error:0.187675
## [183]    train-error:0.176471
## [184]    train-error:0.179272
## [185]    train-error:0.176471
## [186]    train-error:0.179272
## [187]    train-error:0.179272
## [188]    train-error:0.170868
## [189]    train-error:0.170868
## [190]    train-error:0.173669
## [191]    train-error:0.173669
## [192]    train-error:0.173669
## [193]    train-error:0.179272
## [194]    train-error:0.182073
## [195]    train-error:0.176471
## [196]    train-error:0.173669
## [197]    train-error:0.176471
## [198]    train-error:0.179272
## [199]    train-error:0.182073
## [200]    train-error:0.176471
## [201]    train-error:0.170868
## [202]    train-error:0.170868
## [203]    train-error:0.176471
## [204]    train-error:0.190476
## [205]    train-error:0.179272
## [206]    train-error:0.187675
## [207]    train-error:0.176471
## [208]    train-error:0.179272
## [209]    train-error:0.184874
## [210]    train-error:0.193277
## [211]    train-error:0.179272
## [212]    train-error:0.179272
## [213]    train-error:0.173669
## [214]    train-error:0.176471
## [215]    train-error:0.184874
## [216]    train-error:0.173669
## [217]    train-error:0.182073
## [218]    train-error:0.179272
## [219]    train-error:0.182073
## [220]    train-error:0.173669
## [221]    train-error:0.184874
## [222]    train-error:0.170868
## [223]    train-error:0.184874
## [224]    train-error:0.184874
## [225]    train-error:0.173669
## [226]    train-error:0.168067
## [227]    train-error:0.176471
## [228]    train-error:0.176471
## [229]    train-error:0.179272
## [230]    train-error:0.182073
## [231]    train-error:0.182073
## [232]    train-error:0.179272
## [233]    train-error:0.179272
## [234]    train-error:0.176471
## [235]    train-error:0.182073
## [236]    train-error:0.179272
## [237]    train-error:0.182073
## [238]    train-error:0.193277
## [239]    train-error:0.187675
## [240]    train-error:0.184874
## [241]    train-error:0.187675
## [242]    train-error:0.190476
## [243]    train-error:0.187675
## [244]    train-error:0.182073
## [245]    train-error:0.182073
## [246]    train-error:0.184874
## [247]    train-error:0.193277
## [248]    train-error:0.193277
## [249]    train-error:0.182073
## [250]    train-error:0.173669
## [251]    train-error:0.173669
## [252]    train-error:0.179272
## [253]    train-error:0.170868
## [254]    train-error:0.170868
## [255]    train-error:0.176471
## [256]    train-error:0.176471
## [257]    train-error:0.179272
## [258]    train-error:0.184874
## [259]    train-error:0.173669
## [260]    train-error:0.176471
## [261]    train-error:0.170868
## [262]    train-error:0.170868
## [263]    train-error:0.168067
## [264]    train-error:0.190476
## [265]    train-error:0.179272
## [266]    train-error:0.179272
## [267]    train-error:0.179272
## [268]    train-error:0.179272
## [269]    train-error:0.182073
## [270]    train-error:0.184874
## [271]    train-error:0.179272
## [272]    train-error:0.184874
## [273]    train-error:0.182073
## [274]    train-error:0.179272
## [275]    train-error:0.179272
## [276]    train-error:0.184874
## [277]    train-error:0.187675
## [278]    train-error:0.187675
## [279]    train-error:0.187675
## [280]    train-error:0.182073
## [281]    train-error:0.176471
## [282]    train-error:0.179272
## [283]    train-error:0.184874
## [284]    train-error:0.184874
## [285]    train-error:0.173669
## [286]    train-error:0.173669
## [287]    train-error:0.182073
## [288]    train-error:0.184874
## [289]    train-error:0.173669
## [290]    train-error:0.187675
## [291]    train-error:0.176471
## [292]    train-error:0.170868
## [293]    train-error:0.179272
## [294]    train-error:0.179272
## [295]    train-error:0.187675
## [296]    train-error:0.182073
## [297]    train-error:0.190476
## [298]    train-error:0.190476
## [299]    train-error:0.179272
## [300]    train-error:0.190476
## [301]    train-error:0.182073
## [302]    train-error:0.184874
## [303]    train-error:0.190476
## [304]    train-error:0.190476
## [305]    train-error:0.190476
## [306]    train-error:0.190476
## [307]    train-error:0.187675
## [308]    train-error:0.193277
## [309]    train-error:0.184874
## [310]    train-error:0.190476
## [311]    train-error:0.201681
## [312]    train-error:0.207283
## [313]    train-error:0.207283
## [314]    train-error:0.184874
## [315]    train-error:0.184874
## [316]    train-error:0.198880
## [317]    train-error:0.196078
## [318]    train-error:0.184874
## [319]    train-error:0.198880
## [320]    train-error:0.204482
## [321]    train-error:0.190476
## [322]    train-error:0.184874
## [323]    train-error:0.179272
## [324]    train-error:0.196078
## [325]    train-error:0.196078
## [326]    train-error:0.196078
## [327]    train-error:0.190476
## [328]    train-error:0.198880
## [329]    train-error:0.198880
## [330]    train-error:0.196078
## [331]    train-error:0.198880
## [332]    train-error:0.182073
## [333]    train-error:0.190476
## [334]    train-error:0.210084
## [335]    train-error:0.212885
## [336]    train-error:0.193277
## [337]    train-error:0.182073
## [338]    train-error:0.184874
## [339]    train-error:0.190476
## [340]    train-error:0.184874
## [341]    train-error:0.190476
## [342]    train-error:0.182073
## [343]    train-error:0.190476
## [344]    train-error:0.182073
## [345]    train-error:0.187675
## [346]    train-error:0.179272
## [347]    train-error:0.182073
## [348]    train-error:0.182073
## [349]    train-error:0.184874
## [350]    train-error:0.190476
## [351]    train-error:0.187675
## [352]    train-error:0.184874
## [353]    train-error:0.193277
## [354]    train-error:0.190476
## [355]    train-error:0.187675
## [356]    train-error:0.190476
## [357]    train-error:0.212885
## [358]    train-error:0.204482
## [359]    train-error:0.204482
## [360]    train-error:0.187675
## [361]    train-error:0.187675
## [362]    train-error:0.187675
## [363]    train-error:0.187675
## [364]    train-error:0.204482
## [365]    train-error:0.210084
## [366]    train-error:0.207283
## [367]    train-error:0.187675
## [368]    train-error:0.187675
## [369]    train-error:0.196078
## [370]    train-error:0.187675
## [371]    train-error:0.210084
## [372]    train-error:0.207283
## [373]    train-error:0.204482
## [374]    train-error:0.187675
## [375]    train-error:0.201681
## [376]    train-error:0.198880
## [377]    train-error:0.187675
## [378]    train-error:0.187675
## [379]    train-error:0.201681
## [380]    train-error:0.204482
## [381]    train-error:0.201681
## [382]    train-error:0.201681
## [383]    train-error:0.201681
## [384]    train-error:0.201681
## [385]    train-error:0.190476
## [386]    train-error:0.179272
## [387]    train-error:0.190476
## [388]    train-error:0.173669
## [389]    train-error:0.187675
## [390]    train-error:0.198880
## [391]    train-error:0.179272
## [392]    train-error:0.182073
## [393]    train-error:0.182073
## [394]    train-error:0.179272
## [395]    train-error:0.182073
## [396]    train-error:0.179272
## [397]    train-error:0.176471
## [398]    train-error:0.179272
## [399]    train-error:0.190476
## [400]    train-error:0.184874
## [401]    train-error:0.179272
## [402]    train-error:0.179272
## [403]    train-error:0.179272
## [404]    train-error:0.179272
## [405]    train-error:0.179272
## [406]    train-error:0.179272
## [407]    train-error:0.179272
## [408]    train-error:0.187675
## [409]    train-error:0.187675
## [410]    train-error:0.184874
## [411]    train-error:0.182073
## [412]    train-error:0.190476
## [413]    train-error:0.196078
## [414]    train-error:0.212885
## [415]    train-error:0.198880
## [416]    train-error:0.193277
## [417]    train-error:0.179272
## [418]    train-error:0.184874
## [419]    train-error:0.173669
## [420]    train-error:0.173669
## [421]    train-error:0.176471
## [422]    train-error:0.187675
## [423]    train-error:0.179272
## [424]    train-error:0.187675
## [425]    train-error:0.201681
## [426]    train-error:0.176471
## [427]    train-error:0.184874
## [428]    train-error:0.179272
## [429]    train-error:0.176471
## [430]    train-error:0.184874
## [431]    train-error:0.184874
## [432]    train-error:0.182073
## [433]    train-error:0.179272
## [434]    train-error:0.182073
## [435]    train-error:0.184874
## [436]    train-error:0.184874
## [437]    train-error:0.179272
## [438]    train-error:0.176471
## [439]    train-error:0.176471
## [440]    train-error:0.176471
## [441]    train-error:0.207283
## [442]    train-error:0.190476
## [443]    train-error:0.198880
## [444]    train-error:0.210084
## [445]    train-error:0.196078
## [446]    train-error:0.207283
## [447]    train-error:0.210084
## [448]    train-error:0.210084
## [449]    train-error:0.204482
## [450]    train-error:0.212885
## [451]    train-error:0.207283
## [452]    train-error:0.198880
## [453]    train-error:0.193277
## [454]    train-error:0.187675
## [455]    train-error:0.187675
## [456]    train-error:0.187675
## [457]    train-error:0.201681
## [458]    train-error:0.201681
## [0]  train-error:0.229050
## [1]  train-error:0.212290
## [2]  train-error:0.203911
## [3]  train-error:0.201117
## [4]  train-error:0.212290
## [5]  train-error:0.187151
## [6]  train-error:0.192737
## [7]  train-error:0.170391
## [8]  train-error:0.175978
## [9]  train-error:0.181564
## [10] train-error:0.181564
## [11] train-error:0.184358
## [12] train-error:0.181564
## [13] train-error:0.189944
## [14] train-error:0.173184
## [15] train-error:0.184358
## [16] train-error:0.181564
## [17] train-error:0.181564
## [18] train-error:0.192737
## [19] train-error:0.184358
## [20] train-error:0.184358
## [21] train-error:0.184358
## [22] train-error:0.181564
## [23] train-error:0.175978
## [24] train-error:0.187151
## [25] train-error:0.184358
## [26] train-error:0.178771
## [27] train-error:0.181564
## [28] train-error:0.170391
## [29] train-error:0.167598
## [30] train-error:0.181564
## [31] train-error:0.184358
## [32] train-error:0.170391
## [33] train-error:0.164804
## [34] train-error:0.162011
## [35] train-error:0.164804
## [36] train-error:0.156425
## [37] train-error:0.153631
## [38] train-error:0.162011
## [39] train-error:0.153631
## [40] train-error:0.148045
## [41] train-error:0.156425
## [42] train-error:0.164804
## [43] train-error:0.153631
## [44] train-error:0.148045
## [45] train-error:0.164804
## [46] train-error:0.148045
## [47] train-error:0.148045
## [48] train-error:0.148045
## [49] train-error:0.142458
## [50] train-error:0.134078
## [51] train-error:0.128492
## [52] train-error:0.136872
## [53] train-error:0.131285
## [54] train-error:0.128492
## [55] train-error:0.131285
## [56] train-error:0.128492
## [57] train-error:0.131285
## [58] train-error:0.134078
## [59] train-error:0.136872
## [60] train-error:0.134078
## [61] train-error:0.139665
## [62] train-error:0.131285
## [63] train-error:0.134078
## [64] train-error:0.131285
## [65] train-error:0.136872
## [66] train-error:0.134078
## [67] train-error:0.136872
## [68] train-error:0.134078
## [69] train-error:0.122905
## [70] train-error:0.136872
## [71] train-error:0.131285
## [72] train-error:0.125698
## [73] train-error:0.131285
## [74] train-error:0.122905
## [75] train-error:0.125698
## [76] train-error:0.131285
## [77] train-error:0.128492
## [78] train-error:0.131285
## [79] train-error:0.125698
## [80] train-error:0.128492
## [81] train-error:0.134078
## [82] train-error:0.125698
## [83] train-error:0.117318
## [84] train-error:0.120112
## [85] train-error:0.122905
## [86] train-error:0.131285
## [87] train-error:0.120112
## [88] train-error:0.131285
## [89] train-error:0.128492
## [90] train-error:0.134078
## [91] train-error:0.117318
## [92] train-error:0.125698
## [93] train-error:0.125698
## [94] train-error:0.122905
## [95] train-error:0.134078
## [96] train-error:0.122905
## [97] train-error:0.114525
## [98] train-error:0.125698
## [99] train-error:0.122905
## [100]    train-error:0.122905
## [101]    train-error:0.125698
## [102]    train-error:0.134078
## [103]    train-error:0.131285
## [104]    train-error:0.128492
## [105]    train-error:0.125698
## [106]    train-error:0.120112
## [107]    train-error:0.128492
## [108]    train-error:0.125698
## [109]    train-error:0.136872
## [110]    train-error:0.131285
## [111]    train-error:0.125698
## [112]    train-error:0.128492
## [113]    train-error:0.128492
## [114]    train-error:0.117318
## [115]    train-error:0.120112
## [116]    train-error:0.122905
## [117]    train-error:0.125698
## [118]    train-error:0.131285
## [119]    train-error:0.120112
## [120]    train-error:0.111732
## [121]    train-error:0.114525
## [122]    train-error:0.111732
## [123]    train-error:0.128492
## [124]    train-error:0.125698
## [125]    train-error:0.125698
## [126]    train-error:0.120112
## [127]    train-error:0.117318
## [128]    train-error:0.120112
## [129]    train-error:0.117318
## [130]    train-error:0.120112
## [131]    train-error:0.120112
## [132]    train-error:0.120112
## [133]    train-error:0.120112
## [134]    train-error:0.120112
## [135]    train-error:0.117318
## [136]    train-error:0.117318
## [137]    train-error:0.120112
## [138]    train-error:0.128492
## [139]    train-error:0.134078
## [140]    train-error:0.128492
## [141]    train-error:0.122905
## [142]    train-error:0.117318
## [143]    train-error:0.122905
## [144]    train-error:0.128492
## [145]    train-error:0.131285
## [146]    train-error:0.134078
## [147]    train-error:0.136872
## [148]    train-error:0.131285
## [149]    train-error:0.136872
## [150]    train-error:0.131285
## [151]    train-error:0.128492
## [152]    train-error:0.117318
## [153]    train-error:0.122905
## [154]    train-error:0.125698
## [155]    train-error:0.120112
## [156]    train-error:0.114525
## [157]    train-error:0.100559
## [158]    train-error:0.114525
## [159]    train-error:0.114525
## [160]    train-error:0.100559
## [161]    train-error:0.106145
## [162]    train-error:0.111732
## [163]    train-error:0.122905
## [164]    train-error:0.114525
## [165]    train-error:0.114525
## [166]    train-error:0.106145
## [167]    train-error:0.111732
## [168]    train-error:0.111732
## [169]    train-error:0.106145
## [170]    train-error:0.111732
## [171]    train-error:0.114525
## [172]    train-error:0.114525
## [173]    train-error:0.106145
## [174]    train-error:0.100559
## [175]    train-error:0.106145
## [176]    train-error:0.103352
## [177]    train-error:0.100559
## [178]    train-error:0.106145
## [179]    train-error:0.117318
## [180]    train-error:0.114525
## [181]    train-error:0.111732
## [182]    train-error:0.108939
## [183]    train-error:0.103352
## [184]    train-error:0.103352
## [185]    train-error:0.108939
## [186]    train-error:0.111732
## [187]    train-error:0.094972
## [188]    train-error:0.100559
## [189]    train-error:0.106145
## [190]    train-error:0.103352
## [191]    train-error:0.100559
## [192]    train-error:0.103352
## [193]    train-error:0.108939
## [194]    train-error:0.100559
## [195]    train-error:0.103352
## [196]    train-error:0.108939
## [197]    train-error:0.106145
## [198]    train-error:0.103352
## [199]    train-error:0.103352
## [200]    train-error:0.106145
## [201]    train-error:0.103352
## [202]    train-error:0.108939
## [203]    train-error:0.108939
## [204]    train-error:0.108939
## [205]    train-error:0.111732
## [206]    train-error:0.114525
## [207]    train-error:0.106145
## [208]    train-error:0.103352
## [209]    train-error:0.108939
## [210]    train-error:0.117318
## [211]    train-error:0.111732
## [212]    train-error:0.111732
## [213]    train-error:0.108939
## [214]    train-error:0.111732
## [215]    train-error:0.111732
## [216]    train-error:0.111732
## [217]    train-error:0.120112
## [218]    train-error:0.114525
## [219]    train-error:0.103352
## [220]    train-error:0.108939
## [221]    train-error:0.106145
## [222]    train-error:0.100559
## [223]    train-error:0.111732
## [224]    train-error:0.100559
## [225]    train-error:0.103352
## [226]    train-error:0.108939
## [227]    train-error:0.108939
## [228]    train-error:0.114525
## [229]    train-error:0.097765
## [230]    train-error:0.100559
## [231]    train-error:0.108939
## [232]    train-error:0.103352
## [233]    train-error:0.106145
## [234]    train-error:0.103352
## [235]    train-error:0.097765
## [236]    train-error:0.094972
## [237]    train-error:0.097765
## [238]    train-error:0.100559
## [239]    train-error:0.103352
## [240]    train-error:0.103352
## [241]    train-error:0.103352
## [242]    train-error:0.103352
## [243]    train-error:0.114525
## [244]    train-error:0.111732
## [245]    train-error:0.108939
## [246]    train-error:0.111732
## [247]    train-error:0.117318
## [248]    train-error:0.108939
## [249]    train-error:0.111732
## [250]    train-error:0.120112
## [251]    train-error:0.106145
## [252]    train-error:0.108939
## [253]    train-error:0.114525
## [254]    train-error:0.111732
## [255]    train-error:0.106145
## [256]    train-error:0.106145
## [257]    train-error:0.092179
## [258]    train-error:0.106145
## [259]    train-error:0.100559
## [260]    train-error:0.092179
## [261]    train-error:0.092179
## [262]    train-error:0.103352
## [263]    train-error:0.097765
## [264]    train-error:0.106145
## [265]    train-error:0.094972
## [266]    train-error:0.094972
## [267]    train-error:0.100559
## [0]  train-error:0.210084
## [1]  train-error:0.190476
## [2]  train-error:0.159664
## [3]  train-error:0.159664
## [4]  train-error:0.170868
## [5]  train-error:0.154062
## [6]  train-error:0.170868
## [7]  train-error:0.140056
## [8]  train-error:0.140056
## [9]  train-error:0.137255
## [10] train-error:0.131653
## [11] train-error:0.145658
## [12] train-error:0.142857
## [13] train-error:0.140056
## [14] train-error:0.142857
## [15] train-error:0.140056
## [16] train-error:0.151261
## [17] train-error:0.145658
## [18] train-error:0.137255
## [19] train-error:0.137255
## [20] train-error:0.137255
## [21] train-error:0.114846
## [22] train-error:0.123249
## [23] train-error:0.123249
## [24] train-error:0.120448
## [25] train-error:0.114846
## [26] train-error:0.123249
## [27] train-error:0.126050
## [28] train-error:0.126050
## [29] train-error:0.126050
## [30] train-error:0.128852
## [31] train-error:0.128852
## [32] train-error:0.131653
## [33] train-error:0.128852
## [34] train-error:0.131653
## [35] train-error:0.131653
## [36] train-error:0.131653
## [37] train-error:0.128852
## [38] train-error:0.128852
## [39] train-error:0.126050
## [40] train-error:0.117647
## [41] train-error:0.128852
## [42] train-error:0.134454
## [43] train-error:0.126050
## [44] train-error:0.117647
## [45] train-error:0.134454
## [46] train-error:0.126050
## [47] train-error:0.106443
## [48] train-error:0.100840
## [49] train-error:0.109244
## [50] train-error:0.109244
## [51] train-error:0.109244
## [52] train-error:0.112045
## [53] train-error:0.109244
## [54] train-error:0.109244
## [55] train-error:0.109244
## [56] train-error:0.109244
## [57] train-error:0.123249
## [58] train-error:0.112045
## [59] train-error:0.112045
## [60] train-error:0.114846
## [61] train-error:0.109244
## [62] train-error:0.106443
## [63] train-error:0.117647
## [64] train-error:0.109244
## [65] train-error:0.114846
## [66] train-error:0.106443
## [67] train-error:0.100840
## [68] train-error:0.109244
## [69] train-error:0.112045
## [70] train-error:0.106443
## [71] train-error:0.103641
## [72] train-error:0.112045
## [73] train-error:0.100840
## [74] train-error:0.103641
## [75] train-error:0.114846
## [76] train-error:0.120448
## [77] train-error:0.112045
## [78] train-error:0.114846
## [79] train-error:0.109244
## [80] train-error:0.114846
## [81] train-error:0.112045
## [82] train-error:0.100840
## [83] train-error:0.098039
## [84] train-error:0.100840
## [85] train-error:0.106443
## [86] train-error:0.106443
## [87] train-error:0.117647
## [88] train-error:0.114846
## [89] train-error:0.112045
## [90] train-error:0.106443
## [91] train-error:0.106443
## [92] train-error:0.112045
## [93] train-error:0.106443
## [94] train-error:0.109244
## [95] train-error:0.106443
## [96] train-error:0.109244
## [97] train-error:0.100840
## [98] train-error:0.098039
## [99] train-error:0.106443
## [100]    train-error:0.103641
## [101]    train-error:0.103641
## [102]    train-error:0.106443
## [103]    train-error:0.100840
## [104]    train-error:0.100840
## [105]    train-error:0.092437
## [106]    train-error:0.117647
## [107]    train-error:0.114846
## [108]    train-error:0.114846
## [109]    train-error:0.114846
## [110]    train-error:0.106443
## [111]    train-error:0.100840
## [112]    train-error:0.098039
## [113]    train-error:0.106443
## [114]    train-error:0.112045
## [115]    train-error:0.112045
## [116]    train-error:0.100840
## [117]    train-error:0.106443
## [118]    train-error:0.103641
## [119]    train-error:0.103641
## [120]    train-error:0.103641
## [121]    train-error:0.103641
## [122]    train-error:0.109244
## [123]    train-error:0.103641
## [124]    train-error:0.103641
## [125]    train-error:0.100840
## [126]    train-error:0.098039
## [127]    train-error:0.092437
## [128]    train-error:0.098039
## [129]    train-error:0.100840
## [130]    train-error:0.100840
## [131]    train-error:0.103641
## [132]    train-error:0.103641
## [133]    train-error:0.095238
## [134]    train-error:0.100840
## [135]    train-error:0.095238
## [136]    train-error:0.095238
## [137]    train-error:0.098039
## [138]    train-error:0.092437
## [139]    train-error:0.092437
## [140]    train-error:0.089636
## [141]    train-error:0.086835
## [142]    train-error:0.089636
## [143]    train-error:0.081232
## [144]    train-error:0.086835
## [145]    train-error:0.086835
## [146]    train-error:0.086835
## [147]    train-error:0.081232
## [148]    train-error:0.086835
## [149]    train-error:0.084034
## [150]    train-error:0.078431
## [151]    train-error:0.095238
## [152]    train-error:0.095238
## [153]    train-error:0.089636
## [154]    train-error:0.098039
## [155]    train-error:0.092437
## [156]    train-error:0.086835
## [157]    train-error:0.086835
## [158]    train-error:0.086835
## [159]    train-error:0.086835
## [160]    train-error:0.084034
## [161]    train-error:0.084034
## [162]    train-error:0.084034
## [163]    train-error:0.084034
## [164]    train-error:0.092437
## [165]    train-error:0.084034
## [166]    train-error:0.092437
## [167]    train-error:0.098039
## [168]    train-error:0.092437
## [169]    train-error:0.098039
## [170]    train-error:0.098039
## [171]    train-error:0.100840
## [172]    train-error:0.103641
## [173]    train-error:0.098039
## [174]    train-error:0.095238
## [175]    train-error:0.089636
## [176]    train-error:0.086835
## [177]    train-error:0.081232
## [178]    train-error:0.084034
## [179]    train-error:0.089636
## [180]    train-error:0.089636
## [181]    train-error:0.081232
## [182]    train-error:0.084034
## [183]    train-error:0.084034
## [184]    train-error:0.086835
## [185]    train-error:0.089636
## [186]    train-error:0.084034
## [187]    train-error:0.084034
## [188]    train-error:0.075630
## [189]    train-error:0.078431
## [190]    train-error:0.084034
## [191]    train-error:0.098039
## [192]    train-error:0.092437
## [193]    train-error:0.086835
## [194]    train-error:0.075630
## [195]    train-error:0.081232
## [196]    train-error:0.078431
## [197]    train-error:0.086835
## [198]    train-error:0.084034
## [199]    train-error:0.086835
## [200]    train-error:0.092437
## [201]    train-error:0.084034
## [202]    train-error:0.086835
## [203]    train-error:0.089636
## [204]    train-error:0.089636
## [205]    train-error:0.081232
## [206]    train-error:0.084034
## [207]    train-error:0.084034
## [208]    train-error:0.081232
## [209]    train-error:0.086835
## [210]    train-error:0.086835
## [211]    train-error:0.089636
## [212]    train-error:0.081232
## [213]    train-error:0.081232
## [214]    train-error:0.084034
## [215]    train-error:0.081232
## [216]    train-error:0.089636
## [217]    train-error:0.081232
## [218]    train-error:0.081232
## [219]    train-error:0.078431
## [220]    train-error:0.084034
## [221]    train-error:0.081232
## [222]    train-error:0.086835
## [223]    train-error:0.089636
## [224]    train-error:0.086835
## [225]    train-error:0.075630
## [226]    train-error:0.078431
## [227]    train-error:0.092437
## [228]    train-error:0.084034
## [229]    train-error:0.089636
## [230]    train-error:0.084034
## [231]    train-error:0.081232
## [232]    train-error:0.084034
## [233]    train-error:0.081232
## [234]    train-error:0.081232
## [235]    train-error:0.086835
## [236]    train-error:0.078431
## [237]    train-error:0.081232
## [238]    train-error:0.072829
## [239]    train-error:0.081232
## [240]    train-error:0.089636
## [241]    train-error:0.086835
## [242]    train-error:0.084034
## [243]    train-error:0.089636
## [244]    train-error:0.084034
## [245]    train-error:0.089636
## [246]    train-error:0.084034
## [247]    train-error:0.084034
## [248]    train-error:0.084034
## [249]    train-error:0.078431
## [250]    train-error:0.078431
## [251]    train-error:0.075630
## [252]    train-error:0.075630
## [253]    train-error:0.084034
## [254]    train-error:0.075630
## [255]    train-error:0.078431
## [256]    train-error:0.078431
## [257]    train-error:0.081232
## [258]    train-error:0.075630
## [259]    train-error:0.075630
## [260]    train-error:0.084034
## [261]    train-error:0.081232
## [262]    train-error:0.078431
## [263]    train-error:0.067227
## [264]    train-error:0.098039
## [265]    train-error:0.067227
## [266]    train-error:0.075630
## [267]    train-error:0.072829
## [0]  train-error:0.232493
## [1]  train-error:0.196078
## [2]  train-error:0.196078
## [3]  train-error:0.196078
## [4]  train-error:0.190476
## [5]  train-error:0.173669
## [6]  train-error:0.176471
## [7]  train-error:0.162465
## [8]  train-error:0.162465
## [9]  train-error:0.162465
## [10] train-error:0.154062
## [11] train-error:0.151261
## [12] train-error:0.142857
## [13] train-error:0.134454
## [14] train-error:0.131653
## [15] train-error:0.137255
## [16] train-error:0.137255
## [17] train-error:0.137255
## [18] train-error:0.137255
## [19] train-error:0.131653
## [20] train-error:0.142857
## [21] train-error:0.134454
## [22] train-error:0.140056
## [23] train-error:0.148459
## [24] train-error:0.128852
## [25] train-error:0.131653
## [26] train-error:0.128852
## [27] train-error:0.140056
## [28] train-error:0.134454
## [29] train-error:0.137255
## [30] train-error:0.148459
## [31] train-error:0.137255
## [32] train-error:0.131653
## [33] train-error:0.137255
## [34] train-error:0.134454
## [35] train-error:0.123249
## [36] train-error:0.131653
## [37] train-error:0.117647
## [38] train-error:0.123249
## [39] train-error:0.123249
## [40] train-error:0.117647
## [41] train-error:0.128852
## [42] train-error:0.128852
## [43] train-error:0.120448
## [44] train-error:0.114846
## [45] train-error:0.114846
## [46] train-error:0.117647
## [47] train-error:0.120448
## [48] train-error:0.117647
## [49] train-error:0.117647
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.114846
## [53] train-error:0.131653
## [54] train-error:0.126050
## [55] train-error:0.134454
## [56] train-error:0.126050
## [57] train-error:0.117647
## [58] train-error:0.109244
## [59] train-error:0.106443
## [60] train-error:0.114846
## [61] train-error:0.100840
## [62] train-error:0.106443
## [63] train-error:0.112045
## [64] train-error:0.112045
## [65] train-error:0.103641
## [66] train-error:0.109244
## [67] train-error:0.103641
## [68] train-error:0.103641
## [69] train-error:0.106443
## [70] train-error:0.098039
## [71] train-error:0.100840
## [72] train-error:0.100840
## [73] train-error:0.106443
## [74] train-error:0.103641
## [75] train-error:0.103641
## [76] train-error:0.106443
## [77] train-error:0.100840
## [78] train-error:0.106443
## [79] train-error:0.112045
## [80] train-error:0.117647
## [81] train-error:0.098039
## [82] train-error:0.109244
## [83] train-error:0.106443
## [84] train-error:0.109244
## [85] train-error:0.120448
## [86] train-error:0.114846
## [87] train-error:0.109244
## [88] train-error:0.106443
## [89] train-error:0.109244
## [90] train-error:0.114846
## [91] train-error:0.106443
## [92] train-error:0.114846
## [93] train-error:0.109244
## [94] train-error:0.098039
## [95] train-error:0.106443
## [96] train-error:0.103641
## [97] train-error:0.095238
## [98] train-error:0.103641
## [99] train-error:0.114846
## [100]    train-error:0.100840
## [101]    train-error:0.084034
## [102]    train-error:0.092437
## [103]    train-error:0.095238
## [104]    train-error:0.098039
## [105]    train-error:0.092437
## [106]    train-error:0.098039
## [107]    train-error:0.095238
## [108]    train-error:0.098039
## [109]    train-error:0.098039
## [110]    train-error:0.100840
## [111]    train-error:0.098039
## [112]    train-error:0.103641
## [113]    train-error:0.089636
## [114]    train-error:0.106443
## [115]    train-error:0.109244
## [116]    train-error:0.103641
## [117]    train-error:0.103641
## [118]    train-error:0.106443
## [119]    train-error:0.100840
## [120]    train-error:0.106443
## [121]    train-error:0.103641
## [122]    train-error:0.103641
## [123]    train-error:0.103641
## [124]    train-error:0.106443
## [125]    train-error:0.109244
## [126]    train-error:0.098039
## [127]    train-error:0.089636
## [128]    train-error:0.086835
## [129]    train-error:0.095238
## [130]    train-error:0.106443
## [131]    train-error:0.100840
## [132]    train-error:0.095238
## [133]    train-error:0.095238
## [134]    train-error:0.095238
## [135]    train-error:0.095238
## [136]    train-error:0.092437
## [137]    train-error:0.092437
## [138]    train-error:0.092437
## [139]    train-error:0.086835
## [140]    train-error:0.084034
## [141]    train-error:0.089636
## [142]    train-error:0.089636
## [143]    train-error:0.089636
## [144]    train-error:0.095238
## [145]    train-error:0.089636
## [146]    train-error:0.095238
## [147]    train-error:0.095238
## [148]    train-error:0.095238
## [149]    train-error:0.103641
## [150]    train-error:0.095238
## [151]    train-error:0.092437
## [152]    train-error:0.095238
## [153]    train-error:0.095238
## [154]    train-error:0.081232
## [155]    train-error:0.089636
## [156]    train-error:0.078431
## [157]    train-error:0.078431
## [158]    train-error:0.086835
## [159]    train-error:0.092437
## [160]    train-error:0.098039
## [161]    train-error:0.092437
## [162]    train-error:0.081232
## [163]    train-error:0.084034
## [164]    train-error:0.092437
## [165]    train-error:0.089636
## [166]    train-error:0.086835
## [167]    train-error:0.092437
## [168]    train-error:0.086835
## [169]    train-error:0.086835
## [170]    train-error:0.081232
## [171]    train-error:0.084034
## [172]    train-error:0.095238
## [173]    train-error:0.086835
## [174]    train-error:0.081232
## [175]    train-error:0.095238
## [176]    train-error:0.089636
## [177]    train-error:0.092437
## [178]    train-error:0.089636
## [179]    train-error:0.086835
## [180]    train-error:0.089636
## [181]    train-error:0.098039
## [182]    train-error:0.086835
## [183]    train-error:0.095238
## [184]    train-error:0.086835
## [185]    train-error:0.095238
## [186]    train-error:0.095238
## [187]    train-error:0.092437
## [188]    train-error:0.089636
## [189]    train-error:0.084034
## [190]    train-error:0.089636
## [191]    train-error:0.089636
## [192]    train-error:0.089636
## [193]    train-error:0.089636
## [194]    train-error:0.086835
## [195]    train-error:0.098039
## [196]    train-error:0.095238
## [197]    train-error:0.095238
## [198]    train-error:0.086835
## [199]    train-error:0.092437
## [200]    train-error:0.089636
## [201]    train-error:0.086835
## [202]    train-error:0.081232
## [203]    train-error:0.098039
## [204]    train-error:0.095238
## [205]    train-error:0.095238
## [206]    train-error:0.086835
## [207]    train-error:0.098039
## [208]    train-error:0.075630
## [209]    train-error:0.084034
## [210]    train-error:0.081232
## [211]    train-error:0.086835
## [212]    train-error:0.078431
## [213]    train-error:0.095238
## [214]    train-error:0.070028
## [215]    train-error:0.081232
## [216]    train-error:0.098039
## [217]    train-error:0.092437
## [218]    train-error:0.089636
## [219]    train-error:0.086835
## [220]    train-error:0.092437
## [221]    train-error:0.092437
## [222]    train-error:0.092437
## [223]    train-error:0.100840
## [224]    train-error:0.089636
## [225]    train-error:0.089636
## [226]    train-error:0.089636
## [227]    train-error:0.092437
## [228]    train-error:0.092437
## [229]    train-error:0.100840
## [230]    train-error:0.092437
## [231]    train-error:0.089636
## [232]    train-error:0.078431
## [233]    train-error:0.084034
## [234]    train-error:0.086835
## [235]    train-error:0.084034
## [236]    train-error:0.078431
## [237]    train-error:0.086835
## [238]    train-error:0.081232
## [239]    train-error:0.078431
## [240]    train-error:0.078431
## [241]    train-error:0.072829
## [242]    train-error:0.075630
## [243]    train-error:0.078431
## [244]    train-error:0.078431
## [245]    train-error:0.081232
## [246]    train-error:0.075630
## [247]    train-error:0.086835
## [248]    train-error:0.086835
## [249]    train-error:0.078431
## [250]    train-error:0.075630
## [251]    train-error:0.072829
## [252]    train-error:0.072829
## [253]    train-error:0.072829
## [254]    train-error:0.070028
## [255]    train-error:0.072829
## [256]    train-error:0.072829
## [257]    train-error:0.081232
## [258]    train-error:0.081232
## [259]    train-error:0.081232
## [260]    train-error:0.078431
## [261]    train-error:0.081232
## [262]    train-error:0.081232
## [263]    train-error:0.070028
## [264]    train-error:0.072829
## [265]    train-error:0.070028
## [266]    train-error:0.072829
## [267]    train-error:0.075630
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.189944
## [8]  train-error:0.198324
## [9]  train-error:0.198324
## [10] train-error:0.198324
## [11] train-error:0.198324
## [12] train-error:0.198324
## [13] train-error:0.187151
## [14] train-error:0.187151
## [15] train-error:0.181564
## [16] train-error:0.181564
## [17] train-error:0.173184
## [18] train-error:0.175978
## [19] train-error:0.173184
## [20] train-error:0.173184
## [21] train-error:0.170391
## [22] train-error:0.173184
## [23] train-error:0.164804
## [24] train-error:0.167598
## [25] train-error:0.167598
## [26] train-error:0.162011
## [27] train-error:0.162011
## [28] train-error:0.156425
## [29] train-error:0.156425
## [30] train-error:0.159218
## [31] train-error:0.159218
## [32] train-error:0.164804
## [33] train-error:0.159218
## [34] train-error:0.150838
## [35] train-error:0.150838
## [36] train-error:0.145251
## [37] train-error:0.148045
## [38] train-error:0.148045
## [39] train-error:0.150838
## [40] train-error:0.148045
## [41] train-error:0.145251
## [42] train-error:0.145251
## [43] train-error:0.145251
## [44] train-error:0.145251
## [45] train-error:0.148045
## [46] train-error:0.150838
## [47] train-error:0.145251
## [48] train-error:0.148045
## [49] train-error:0.145251
## [50] train-error:0.145251
## [51] train-error:0.153631
## [52] train-error:0.150838
## [53] train-error:0.159218
## [54] train-error:0.156425
## [55] train-error:0.145251
## [56] train-error:0.150838
## [57] train-error:0.153631
## [58] train-error:0.148045
## [59] train-error:0.150838
## [60] train-error:0.156425
## [61] train-error:0.156425
## [62] train-error:0.148045
## [63] train-error:0.148045
## [64] train-error:0.148045
## [65] train-error:0.148045
## [66] train-error:0.148045
## [67] train-error:0.148045
## [68] train-error:0.142458
## [69] train-error:0.142458
## [70] train-error:0.145251
## [71] train-error:0.145251
## [72] train-error:0.148045
## [73] train-error:0.150838
## [74] train-error:0.145251
## [75] train-error:0.145251
## [76] train-error:0.142458
## [77] train-error:0.136872
## [78] train-error:0.134078
## [79] train-error:0.139665
## [80] train-error:0.142458
## [81] train-error:0.139665
## [82] train-error:0.145251
## [83] train-error:0.145251
## [84] train-error:0.139665
## [85] train-error:0.139665
## [86] train-error:0.145251
## [87] train-error:0.142458
## [88] train-error:0.139665
## [89] train-error:0.145251
## [90] train-error:0.145251
## [91] train-error:0.142458
## [92] train-error:0.142458
## [93] train-error:0.145251
## [94] train-error:0.145251
## [95] train-error:0.145251
## [96] train-error:0.145251
## [97] train-error:0.142458
## [98] train-error:0.139665
## [99] train-error:0.136872
## [100]    train-error:0.136872
## [101]    train-error:0.134078
## [102]    train-error:0.142458
## [103]    train-error:0.142458
## [104]    train-error:0.145251
## [105]    train-error:0.145251
## [106]    train-error:0.139665
## [107]    train-error:0.139665
## [108]    train-error:0.136872
## [109]    train-error:0.134078
## [110]    train-error:0.134078
## [111]    train-error:0.134078
## [112]    train-error:0.136872
## [113]    train-error:0.134078
## [114]    train-error:0.136872
## [115]    train-error:0.136872
## [116]    train-error:0.136872
## [117]    train-error:0.128492
## [118]    train-error:0.134078
## [119]    train-error:0.128492
## [120]    train-error:0.131285
## [121]    train-error:0.131285
## [122]    train-error:0.131285
## [123]    train-error:0.128492
## [124]    train-error:0.131285
## [125]    train-error:0.128492
## [126]    train-error:0.131285
## [127]    train-error:0.131285
## [128]    train-error:0.125698
## [129]    train-error:0.134078
## [130]    train-error:0.131285
## [131]    train-error:0.131285
## [132]    train-error:0.131285
## [133]    train-error:0.131285
## [134]    train-error:0.139665
## [135]    train-error:0.136872
## [136]    train-error:0.139665
## [137]    train-error:0.136872
## [138]    train-error:0.134078
## [139]    train-error:0.131285
## [140]    train-error:0.139665
## [141]    train-error:0.128492
## [142]    train-error:0.125698
## [143]    train-error:0.125698
## [144]    train-error:0.131285
## [145]    train-error:0.134078
## [146]    train-error:0.134078
## [147]    train-error:0.136872
## [148]    train-error:0.136872
## [149]    train-error:0.131285
## [150]    train-error:0.128492
## [151]    train-error:0.131285
## [152]    train-error:0.128492
## [153]    train-error:0.125698
## [154]    train-error:0.125698
## [155]    train-error:0.125698
## [156]    train-error:0.125698
## [157]    train-error:0.120112
## [158]    train-error:0.122905
## [159]    train-error:0.122905
## [160]    train-error:0.122905
## [161]    train-error:0.128492
## [162]    train-error:0.128492
## [163]    train-error:0.125698
## [164]    train-error:0.125698
## [165]    train-error:0.122905
## [166]    train-error:0.125698
## [167]    train-error:0.125698
## [168]    train-error:0.125698
## [169]    train-error:0.134078
## [170]    train-error:0.134078
## [171]    train-error:0.131285
## [172]    train-error:0.128492
## [173]    train-error:0.125698
## [174]    train-error:0.128492
## [175]    train-error:0.128492
## [176]    train-error:0.131285
## [177]    train-error:0.125698
## [178]    train-error:0.131285
## [179]    train-error:0.131285
## [180]    train-error:0.131285
## [181]    train-error:0.131285
## [182]    train-error:0.125698
## [183]    train-error:0.117318
## [184]    train-error:0.128492
## [185]    train-error:0.125698
## [186]    train-error:0.125698
## [187]    train-error:0.122905
## [188]    train-error:0.122905
## [189]    train-error:0.122905
## [190]    train-error:0.125698
## [191]    train-error:0.131285
## [192]    train-error:0.131285
## [193]    train-error:0.131285
## [194]    train-error:0.125698
## [195]    train-error:0.122905
## [196]    train-error:0.117318
## [197]    train-error:0.122905
## [198]    train-error:0.120112
## [199]    train-error:0.120112
## [200]    train-error:0.125698
## [201]    train-error:0.120112
## [202]    train-error:0.122905
## [203]    train-error:0.120112
## [204]    train-error:0.122905
## [205]    train-error:0.117318
## [206]    train-error:0.122905
## [207]    train-error:0.120112
## [208]    train-error:0.120112
## [209]    train-error:0.120112
## [210]    train-error:0.120112
## [211]    train-error:0.120112
## [212]    train-error:0.114525
## [213]    train-error:0.122905
## [214]    train-error:0.117318
## [215]    train-error:0.122905
## [216]    train-error:0.122905
## [217]    train-error:0.120112
## [218]    train-error:0.114525
## [219]    train-error:0.114525
## [220]    train-error:0.111732
## [221]    train-error:0.111732
## [222]    train-error:0.120112
## [223]    train-error:0.114525
## [224]    train-error:0.111732
## [225]    train-error:0.117318
## [226]    train-error:0.117318
## [227]    train-error:0.114525
## [228]    train-error:0.117318
## [229]    train-error:0.120112
## [230]    train-error:0.114525
## [231]    train-error:0.120112
## [232]    train-error:0.117318
## [233]    train-error:0.117318
## [234]    train-error:0.122905
## [235]    train-error:0.120112
## [236]    train-error:0.117318
## [237]    train-error:0.120112
## [238]    train-error:0.117318
## [239]    train-error:0.114525
## [240]    train-error:0.117318
## [241]    train-error:0.111732
## [242]    train-error:0.111732
## [243]    train-error:0.114525
## [244]    train-error:0.114525
## [245]    train-error:0.114525
## [246]    train-error:0.114525
## [247]    train-error:0.111732
## [248]    train-error:0.114525
## [249]    train-error:0.114525
## [250]    train-error:0.120112
## [251]    train-error:0.114525
## [252]    train-error:0.117318
## [253]    train-error:0.120112
## [0]  train-error:0.271709
## [1]  train-error:0.249300
## [2]  train-error:0.184874
## [3]  train-error:0.179272
## [4]  train-error:0.182073
## [5]  train-error:0.170868
## [6]  train-error:0.170868
## [7]  train-error:0.179272
## [8]  train-error:0.168067
## [9]  train-error:0.170868
## [10] train-error:0.168067
## [11] train-error:0.168067
## [12] train-error:0.159664
## [13] train-error:0.154062
## [14] train-error:0.154062
## [15] train-error:0.154062
## [16] train-error:0.151261
## [17] train-error:0.140056
## [18] train-error:0.145658
## [19] train-error:0.148459
## [20] train-error:0.145658
## [21] train-error:0.131653
## [22] train-error:0.134454
## [23] train-error:0.134454
## [24] train-error:0.126050
## [25] train-error:0.137255
## [26] train-error:0.140056
## [27] train-error:0.134454
## [28] train-error:0.134454
## [29] train-error:0.137255
## [30] train-error:0.140056
## [31] train-error:0.131653
## [32] train-error:0.134454
## [33] train-error:0.140056
## [34] train-error:0.137255
## [35] train-error:0.137255
## [36] train-error:0.128852
## [37] train-error:0.126050
## [38] train-error:0.128852
## [39] train-error:0.126050
## [40] train-error:0.123249
## [41] train-error:0.123249
## [42] train-error:0.109244
## [43] train-error:0.112045
## [44] train-error:0.114846
## [45] train-error:0.117647
## [46] train-error:0.106443
## [47] train-error:0.114846
## [48] train-error:0.117647
## [49] train-error:0.117647
## [50] train-error:0.117647
## [51] train-error:0.123249
## [52] train-error:0.126050
## [53] train-error:0.123249
## [54] train-error:0.120448
## [55] train-error:0.123249
## [56] train-error:0.114846
## [57] train-error:0.123249
## [58] train-error:0.120448
## [59] train-error:0.114846
## [60] train-error:0.123249
## [61] train-error:0.114846
## [62] train-error:0.117647
## [63] train-error:0.114846
## [64] train-error:0.120448
## [65] train-error:0.126050
## [66] train-error:0.128852
## [67] train-error:0.126050
## [68] train-error:0.123249
## [69] train-error:0.123249
## [70] train-error:0.120448
## [71] train-error:0.117647
## [72] train-error:0.114846
## [73] train-error:0.114846
## [74] train-error:0.117647
## [75] train-error:0.117647
## [76] train-error:0.117647
## [77] train-error:0.114846
## [78] train-error:0.114846
## [79] train-error:0.117647
## [80] train-error:0.117647
## [81] train-error:0.117647
## [82] train-error:0.123249
## [83] train-error:0.117647
## [84] train-error:0.120448
## [85] train-error:0.117647
## [86] train-error:0.117647
## [87] train-error:0.117647
## [88] train-error:0.117647
## [89] train-error:0.120448
## [90] train-error:0.120448
## [91] train-error:0.123249
## [92] train-error:0.123249
## [93] train-error:0.117647
## [94] train-error:0.123249
## [95] train-error:0.120448
## [96] train-error:0.112045
## [97] train-error:0.114846
## [98] train-error:0.114846
## [99] train-error:0.106443
## [100]    train-error:0.109244
## [101]    train-error:0.109244
## [102]    train-error:0.112045
## [103]    train-error:0.103641
## [104]    train-error:0.106443
## [105]    train-error:0.109244
## [106]    train-error:0.112045
## [107]    train-error:0.109244
## [108]    train-error:0.114846
## [109]    train-error:0.114846
## [110]    train-error:0.114846
## [111]    train-error:0.114846
## [112]    train-error:0.117647
## [113]    train-error:0.112045
## [114]    train-error:0.112045
## [115]    train-error:0.114846
## [116]    train-error:0.112045
## [117]    train-error:0.112045
## [118]    train-error:0.114846
## [119]    train-error:0.112045
## [120]    train-error:0.112045
## [121]    train-error:0.109244
## [122]    train-error:0.109244
## [123]    train-error:0.109244
## [124]    train-error:0.109244
## [125]    train-error:0.109244
## [126]    train-error:0.103641
## [127]    train-error:0.100840
## [128]    train-error:0.103641
## [129]    train-error:0.100840
## [130]    train-error:0.098039
## [131]    train-error:0.103641
## [132]    train-error:0.103641
## [133]    train-error:0.106443
## [134]    train-error:0.109244
## [135]    train-error:0.100840
## [136]    train-error:0.100840
## [137]    train-error:0.095238
## [138]    train-error:0.100840
## [139]    train-error:0.103641
## [140]    train-error:0.100840
## [141]    train-error:0.098039
## [142]    train-error:0.089636
## [143]    train-error:0.100840
## [144]    train-error:0.089636
## [145]    train-error:0.098039
## [146]    train-error:0.092437
## [147]    train-error:0.098039
## [148]    train-error:0.092437
## [149]    train-error:0.098039
## [150]    train-error:0.092437
## [151]    train-error:0.092437
## [152]    train-error:0.095238
## [153]    train-error:0.095238
## [154]    train-error:0.095238
## [155]    train-error:0.100840
## [156]    train-error:0.100840
## [157]    train-error:0.100840
## [158]    train-error:0.095238
## [159]    train-error:0.100840
## [160]    train-error:0.098039
## [161]    train-error:0.098039
## [162]    train-error:0.100840
## [163]    train-error:0.098039
## [164]    train-error:0.103641
## [165]    train-error:0.098039
## [166]    train-error:0.100840
## [167]    train-error:0.095238
## [168]    train-error:0.103641
## [169]    train-error:0.098039
## [170]    train-error:0.098039
## [171]    train-error:0.095238
## [172]    train-error:0.095238
## [173]    train-error:0.095238
## [174]    train-error:0.098039
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.098039
## [178]    train-error:0.095238
## [179]    train-error:0.095238
## [180]    train-error:0.092437
## [181]    train-error:0.095238
## [182]    train-error:0.092437
## [183]    train-error:0.095238
## [184]    train-error:0.092437
## [185]    train-error:0.092437
## [186]    train-error:0.089636
## [187]    train-error:0.089636
## [188]    train-error:0.089636
## [189]    train-error:0.089636
## [190]    train-error:0.089636
## [191]    train-error:0.086835
## [192]    train-error:0.086835
## [193]    train-error:0.086835
## [194]    train-error:0.086835
## [195]    train-error:0.086835
## [196]    train-error:0.086835
## [197]    train-error:0.092437
## [198]    train-error:0.092437
## [199]    train-error:0.089636
## [200]    train-error:0.089636
## [201]    train-error:0.089636
## [202]    train-error:0.089636
## [203]    train-error:0.089636
## [204]    train-error:0.089636
## [205]    train-error:0.089636
## [206]    train-error:0.092437
## [207]    train-error:0.092437
## [208]    train-error:0.092437
## [209]    train-error:0.095238
## [210]    train-error:0.095238
## [211]    train-error:0.089636
## [212]    train-error:0.086835
## [213]    train-error:0.086835
## [214]    train-error:0.095238
## [215]    train-error:0.095238
## [216]    train-error:0.095238
## [217]    train-error:0.092437
## [218]    train-error:0.100840
## [219]    train-error:0.098039
## [220]    train-error:0.086835
## [221]    train-error:0.089636
## [222]    train-error:0.089636
## [223]    train-error:0.086835
## [224]    train-error:0.092437
## [225]    train-error:0.084034
## [226]    train-error:0.081232
## [227]    train-error:0.086835
## [228]    train-error:0.086835
## [229]    train-error:0.086835
## [230]    train-error:0.086835
## [231]    train-error:0.078431
## [232]    train-error:0.086835
## [233]    train-error:0.086835
## [234]    train-error:0.086835
## [235]    train-error:0.089636
## [236]    train-error:0.086835
## [237]    train-error:0.084034
## [238]    train-error:0.089636
## [239]    train-error:0.084034
## [240]    train-error:0.081232
## [241]    train-error:0.084034
## [242]    train-error:0.081232
## [243]    train-error:0.081232
## [244]    train-error:0.078431
## [245]    train-error:0.084034
## [246]    train-error:0.084034
## [247]    train-error:0.081232
## [248]    train-error:0.086835
## [249]    train-error:0.086835
## [250]    train-error:0.086835
## [251]    train-error:0.081232
## [252]    train-error:0.081232
## [253]    train-error:0.086835
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.212885
## [6]  train-error:0.218487
## [7]  train-error:0.210084
## [8]  train-error:0.207283
## [9]  train-error:0.204482
## [10] train-error:0.190476
## [11] train-error:0.190476
## [12] train-error:0.173669
## [13] train-error:0.173669
## [14] train-error:0.165266
## [15] train-error:0.168067
## [16] train-error:0.162465
## [17] train-error:0.156863
## [18] train-error:0.151261
## [19] train-error:0.154062
## [20] train-error:0.142857
## [21] train-error:0.140056
## [22] train-error:0.137255
## [23] train-error:0.134454
## [24] train-error:0.131653
## [25] train-error:0.134454
## [26] train-error:0.137255
## [27] train-error:0.134454
## [28] train-error:0.142857
## [29] train-error:0.142857
## [30] train-error:0.120448
## [31] train-error:0.126050
## [32] train-error:0.131653
## [33] train-error:0.126050
## [34] train-error:0.126050
## [35] train-error:0.128852
## [36] train-error:0.117647
## [37] train-error:0.123249
## [38] train-error:0.123249
## [39] train-error:0.114846
## [40] train-error:0.120448
## [41] train-error:0.114846
## [42] train-error:0.109244
## [43] train-error:0.109244
## [44] train-error:0.120448
## [45] train-error:0.117647
## [46] train-error:0.123249
## [47] train-error:0.123249
## [48] train-error:0.120448
## [49] train-error:0.123249
## [50] train-error:0.117647
## [51] train-error:0.112045
## [52] train-error:0.112045
## [53] train-error:0.123249
## [54] train-error:0.112045
## [55] train-error:0.114846
## [56] train-error:0.112045
## [57] train-error:0.114846
## [58] train-error:0.123249
## [59] train-error:0.109244
## [60] train-error:0.120448
## [61] train-error:0.109244
## [62] train-error:0.112045
## [63] train-error:0.109244
## [64] train-error:0.109244
## [65] train-error:0.112045
## [66] train-error:0.112045
## [67] train-error:0.112045
## [68] train-error:0.114846
## [69] train-error:0.103641
## [70] train-error:0.109244
## [71] train-error:0.098039
## [72] train-error:0.109244
## [73] train-error:0.112045
## [74] train-error:0.114846
## [75] train-error:0.109244
## [76] train-error:0.112045
## [77] train-error:0.114846
## [78] train-error:0.106443
## [79] train-error:0.109244
## [80] train-error:0.103641
## [81] train-error:0.106443
## [82] train-error:0.112045
## [83] train-error:0.103641
## [84] train-error:0.112045
## [85] train-error:0.106443
## [86] train-error:0.109244
## [87] train-error:0.109244
## [88] train-error:0.112045
## [89] train-error:0.112045
## [90] train-error:0.114846
## [91] train-error:0.106443
## [92] train-error:0.106443
## [93] train-error:0.109244
## [94] train-error:0.106443
## [95] train-error:0.109244
## [96] train-error:0.106443
## [97] train-error:0.106443
## [98] train-error:0.109244
## [99] train-error:0.112045
## [100]    train-error:0.117647
## [101]    train-error:0.112045
## [102]    train-error:0.106443
## [103]    train-error:0.103641
## [104]    train-error:0.106443
## [105]    train-error:0.112045
## [106]    train-error:0.112045
## [107]    train-error:0.117647
## [108]    train-error:0.117647
## [109]    train-error:0.109244
## [110]    train-error:0.106443
## [111]    train-error:0.106443
## [112]    train-error:0.106443
## [113]    train-error:0.103641
## [114]    train-error:0.100840
## [115]    train-error:0.098039
## [116]    train-error:0.100840
## [117]    train-error:0.100840
## [118]    train-error:0.095238
## [119]    train-error:0.098039
## [120]    train-error:0.095238
## [121]    train-error:0.103641
## [122]    train-error:0.095238
## [123]    train-error:0.095238
## [124]    train-error:0.095238
## [125]    train-error:0.092437
## [126]    train-error:0.092437
## [127]    train-error:0.092437
## [128]    train-error:0.092437
## [129]    train-error:0.086835
## [130]    train-error:0.092437
## [131]    train-error:0.092437
## [132]    train-error:0.092437
## [133]    train-error:0.089636
## [134]    train-error:0.092437
## [135]    train-error:0.092437
## [136]    train-error:0.089636
## [137]    train-error:0.089636
## [138]    train-error:0.086835
## [139]    train-error:0.092437
## [140]    train-error:0.095238
## [141]    train-error:0.098039
## [142]    train-error:0.095238
## [143]    train-error:0.092437
## [144]    train-error:0.095238
## [145]    train-error:0.089636
## [146]    train-error:0.092437
## [147]    train-error:0.095238
## [148]    train-error:0.098039
## [149]    train-error:0.103641
## [150]    train-error:0.100840
## [151]    train-error:0.092437
## [152]    train-error:0.098039
## [153]    train-error:0.100840
## [154]    train-error:0.098039
## [155]    train-error:0.092437
## [156]    train-error:0.095238
## [157]    train-error:0.092437
## [158]    train-error:0.089636
## [159]    train-error:0.095238
## [160]    train-error:0.095238
## [161]    train-error:0.098039
## [162]    train-error:0.098039
## [163]    train-error:0.098039
## [164]    train-error:0.100840
## [165]    train-error:0.106443
## [166]    train-error:0.098039
## [167]    train-error:0.095238
## [168]    train-error:0.092437
## [169]    train-error:0.089636
## [170]    train-error:0.092437
## [171]    train-error:0.092437
## [172]    train-error:0.098039
## [173]    train-error:0.092437
## [174]    train-error:0.086835
## [175]    train-error:0.092437
## [176]    train-error:0.086835
## [177]    train-error:0.095238
## [178]    train-error:0.100840
## [179]    train-error:0.095238
## [180]    train-error:0.095238
## [181]    train-error:0.092437
## [182]    train-error:0.100840
## [183]    train-error:0.098039
## [184]    train-error:0.095238
## [185]    train-error:0.089636
## [186]    train-error:0.092437
## [187]    train-error:0.095238
## [188]    train-error:0.098039
## [189]    train-error:0.092437
## [190]    train-error:0.095238
## [191]    train-error:0.095238
## [192]    train-error:0.092437
## [193]    train-error:0.086835
## [194]    train-error:0.092437
## [195]    train-error:0.092437
## [196]    train-error:0.086835
## [197]    train-error:0.089636
## [198]    train-error:0.086835
## [199]    train-error:0.084034
## [200]    train-error:0.084034
## [201]    train-error:0.086835
## [202]    train-error:0.086835
## [203]    train-error:0.084034
## [204]    train-error:0.086835
## [205]    train-error:0.084034
## [206]    train-error:0.086835
## [207]    train-error:0.084034
## [208]    train-error:0.089636
## [209]    train-error:0.086835
## [210]    train-error:0.092437
## [211]    train-error:0.089636
## [212]    train-error:0.089636
## [213]    train-error:0.089636
## [214]    train-error:0.092437
## [215]    train-error:0.092437
## [216]    train-error:0.089636
## [217]    train-error:0.089636
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.089636
## [221]    train-error:0.095238
## [222]    train-error:0.095238
## [223]    train-error:0.092437
## [224]    train-error:0.100840
## [225]    train-error:0.103641
## [226]    train-error:0.095238
## [227]    train-error:0.098039
## [228]    train-error:0.098039
## [229]    train-error:0.095238
## [230]    train-error:0.098039
## [231]    train-error:0.092437
## [232]    train-error:0.089636
## [233]    train-error:0.098039
## [234]    train-error:0.095238
## [235]    train-error:0.092437
## [236]    train-error:0.092437
## [237]    train-error:0.089636
## [238]    train-error:0.092437
## [239]    train-error:0.092437
## [240]    train-error:0.095238
## [241]    train-error:0.098039
## [242]    train-error:0.095238
## [243]    train-error:0.089636
## [244]    train-error:0.089636
## [245]    train-error:0.095238
## [246]    train-error:0.092437
## [247]    train-error:0.095238
## [248]    train-error:0.092437
## [249]    train-error:0.092437
## [250]    train-error:0.092437
## [251]    train-error:0.086835
## [252]    train-error:0.095238
## [253]    train-error:0.095238
## [0]  train-error:0.332402
## [1]  train-error:0.270950
## [2]  train-error:0.184358
## [3]  train-error:0.198324
## [4]  train-error:0.170391
## [5]  train-error:0.167598
## [6]  train-error:0.170391
## [7]  train-error:0.173184
## [8]  train-error:0.164804
## [9]  train-error:0.167598
## [10] train-error:0.167598
## [11] train-error:0.178771
## [12] train-error:0.173184
## [13] train-error:0.175978
## [14] train-error:0.167598
## [15] train-error:0.167598
## [16] train-error:0.162011
## [17] train-error:0.164804
## [18] train-error:0.162011
## [19] train-error:0.156425
## [20] train-error:0.156425
## [21] train-error:0.156425
## [22] train-error:0.159218
## [23] train-error:0.159218
## [24] train-error:0.159218
## [25] train-error:0.153631
## [26] train-error:0.156425
## [27] train-error:0.156425
## [28] train-error:0.153631
## [29] train-error:0.150838
## [30] train-error:0.153631
## [31] train-error:0.156425
## [32] train-error:0.156425
## [33] train-error:0.153631
## [34] train-error:0.148045
## [35] train-error:0.148045
## [36] train-error:0.148045
## [37] train-error:0.150838
## [38] train-error:0.150838
## [39] train-error:0.150838
## [40] train-error:0.145251
## [41] train-error:0.153631
## [42] train-error:0.148045
## [43] train-error:0.145251
## [44] train-error:0.150838
## [45] train-error:0.145251
## [46] train-error:0.142458
## [47] train-error:0.139665
## [48] train-error:0.142458
## [49] train-error:0.136872
## [50] train-error:0.139665
## [51] train-error:0.139665
## [52] train-error:0.139665
## [53] train-error:0.136872
## [54] train-error:0.136872
## [55] train-error:0.139665
## [56] train-error:0.139665
## [57] train-error:0.136872
## [58] train-error:0.139665
## [59] train-error:0.136872
## [60] train-error:0.139665
## [61] train-error:0.134078
## [62] train-error:0.131285
## [63] train-error:0.134078
## [64] train-error:0.131285
## [65] train-error:0.134078
## [66] train-error:0.134078
## [67] train-error:0.134078
## [68] train-error:0.134078
## [69] train-error:0.131285
## [70] train-error:0.131285
## [71] train-error:0.136872
## [72] train-error:0.131285
## [73] train-error:0.136872
## [74] train-error:0.131285
## [75] train-error:0.122905
## [76] train-error:0.125698
## [77] train-error:0.131285
## [78] train-error:0.128492
## [79] train-error:0.125698
## [80] train-error:0.125698
## [81] train-error:0.125698
## [82] train-error:0.128492
## [83] train-error:0.122905
## [84] train-error:0.122905
## [85] train-error:0.125698
## [86] train-error:0.122905
## [87] train-error:0.120112
## [88] train-error:0.120112
## [89] train-error:0.125698
## [90] train-error:0.122905
## [91] train-error:0.122905
## [92] train-error:0.122905
## [93] train-error:0.120112
## [94] train-error:0.120112
## [95] train-error:0.120112
## [96] train-error:0.120112
## [97] train-error:0.120112
## [98] train-error:0.120112
## [99] train-error:0.114525
## [100]    train-error:0.117318
## [101]    train-error:0.117318
## [102]    train-error:0.117318
## [103]    train-error:0.117318
## [104]    train-error:0.117318
## [105]    train-error:0.117318
## [106]    train-error:0.122905
## [107]    train-error:0.125698
## [108]    train-error:0.125698
## [109]    train-error:0.125698
## [110]    train-error:0.122905
## [111]    train-error:0.122905
## [112]    train-error:0.125698
## [113]    train-error:0.125698
## [114]    train-error:0.125698
## [115]    train-error:0.128492
## [116]    train-error:0.122905
## [117]    train-error:0.125698
## [118]    train-error:0.125698
## [119]    train-error:0.122905
## [120]    train-error:0.125698
## [121]    train-error:0.122905
## [122]    train-error:0.122905
## [123]    train-error:0.125698
## [124]    train-error:0.125698
## [125]    train-error:0.122905
## [126]    train-error:0.122905
## [127]    train-error:0.117318
## [128]    train-error:0.114525
## [129]    train-error:0.120112
## [130]    train-error:0.120112
## [131]    train-error:0.120112
## [132]    train-error:0.117318
## [133]    train-error:0.114525
## [134]    train-error:0.117318
## [135]    train-error:0.114525
## [136]    train-error:0.117318
## [137]    train-error:0.114525
## [138]    train-error:0.114525
## [139]    train-error:0.117318
## [140]    train-error:0.117318
## [141]    train-error:0.117318
## [142]    train-error:0.117318
## [143]    train-error:0.117318
## [144]    train-error:0.111732
## [145]    train-error:0.114525
## [146]    train-error:0.114525
## [147]    train-error:0.114525
## [148]    train-error:0.114525
## [149]    train-error:0.111732
## [150]    train-error:0.114525
## [151]    train-error:0.114525
## [152]    train-error:0.111732
## [153]    train-error:0.108939
## [154]    train-error:0.108939
## [155]    train-error:0.111732
## [156]    train-error:0.108939
## [157]    train-error:0.103352
## [158]    train-error:0.114525
## [159]    train-error:0.114525
## [160]    train-error:0.114525
## [161]    train-error:0.111732
## [162]    train-error:0.111732
## [163]    train-error:0.106145
## [164]    train-error:0.108939
## [165]    train-error:0.108939
## [166]    train-error:0.108939
## [167]    train-error:0.108939
## [168]    train-error:0.106145
## [169]    train-error:0.108939
## [170]    train-error:0.108939
## [171]    train-error:0.108939
## [172]    train-error:0.108939
## [173]    train-error:0.108939
## [174]    train-error:0.108939
## [175]    train-error:0.103352
## [176]    train-error:0.106145
## [177]    train-error:0.108939
## [178]    train-error:0.108939
## [179]    train-error:0.108939
## [180]    train-error:0.108939
## [181]    train-error:0.108939
## [182]    train-error:0.108939
## [183]    train-error:0.108939
## [184]    train-error:0.108939
## [185]    train-error:0.106145
## [186]    train-error:0.106145
## [187]    train-error:0.106145
## [188]    train-error:0.100559
## [189]    train-error:0.103352
## [190]    train-error:0.106145
## [191]    train-error:0.103352
## [192]    train-error:0.106145
## [193]    train-error:0.106145
## [194]    train-error:0.103352
## [195]    train-error:0.100559
## [196]    train-error:0.100559
## [197]    train-error:0.100559
## [198]    train-error:0.100559
## [199]    train-error:0.103352
## [200]    train-error:0.103352
## [201]    train-error:0.103352
## [202]    train-error:0.100559
## [203]    train-error:0.103352
## [204]    train-error:0.100559
## [205]    train-error:0.097765
## [206]    train-error:0.106145
## [207]    train-error:0.100559
## [208]    train-error:0.103352
## [209]    train-error:0.100559
## [210]    train-error:0.097765
## [211]    train-error:0.100559
## [212]    train-error:0.100559
## [213]    train-error:0.097765
## [214]    train-error:0.100559
## [215]    train-error:0.100559
## [216]    train-error:0.100559
## [217]    train-error:0.100559
## [218]    train-error:0.094972
## [219]    train-error:0.094972
## [220]    train-error:0.092179
## [221]    train-error:0.092179
## [222]    train-error:0.094972
## [223]    train-error:0.097765
## [224]    train-error:0.100559
## [225]    train-error:0.100559
## [226]    train-error:0.097765
## [227]    train-error:0.094972
## [228]    train-error:0.094972
## [229]    train-error:0.103352
## [230]    train-error:0.100559
## [231]    train-error:0.097765
## [232]    train-error:0.097765
## [233]    train-error:0.103352
## [234]    train-error:0.100559
## [235]    train-error:0.097765
## [236]    train-error:0.100559
## [237]    train-error:0.100559
## [238]    train-error:0.097765
## [239]    train-error:0.097765
## [240]    train-error:0.094972
## [241]    train-error:0.089385
## [242]    train-error:0.092179
## [243]    train-error:0.089385
## [244]    train-error:0.089385
## [245]    train-error:0.089385
## [246]    train-error:0.089385
## [247]    train-error:0.089385
## [248]    train-error:0.089385
## [249]    train-error:0.086592
## [250]    train-error:0.086592
## [251]    train-error:0.089385
## [252]    train-error:0.089385
## [253]    train-error:0.089385
## [254]    train-error:0.086592
## [255]    train-error:0.089385
## [256]    train-error:0.089385
## [257]    train-error:0.089385
## [258]    train-error:0.086592
## [259]    train-error:0.086592
## [260]    train-error:0.086592
## [261]    train-error:0.086592
## [262]    train-error:0.086592
## [263]    train-error:0.092179
## [264]    train-error:0.089385
## [265]    train-error:0.086592
## [266]    train-error:0.089385
## [267]    train-error:0.089385
## [268]    train-error:0.089385
## [269]    train-error:0.089385
## [270]    train-error:0.089385
## [271]    train-error:0.089385
## [272]    train-error:0.089385
## [273]    train-error:0.089385
## [274]    train-error:0.092179
## [275]    train-error:0.092179
## [276]    train-error:0.092179
## [277]    train-error:0.092179
## [278]    train-error:0.092179
## [279]    train-error:0.092179
## [280]    train-error:0.089385
## [281]    train-error:0.089385
## [282]    train-error:0.089385
## [283]    train-error:0.086592
## [284]    train-error:0.086592
## [285]    train-error:0.086592
## [286]    train-error:0.086592
## [287]    train-error:0.086592
## [288]    train-error:0.086592
## [289]    train-error:0.086592
## [290]    train-error:0.086592
## [291]    train-error:0.083799
## [292]    train-error:0.089385
## [293]    train-error:0.092179
## [294]    train-error:0.083799
## [295]    train-error:0.086592
## [296]    train-error:0.089385
## [297]    train-error:0.089385
## [298]    train-error:0.083799
## [299]    train-error:0.086592
## [300]    train-error:0.086592
## [301]    train-error:0.086592
## [302]    train-error:0.081006
## [303]    train-error:0.083799
## [304]    train-error:0.086592
## [305]    train-error:0.086592
## [306]    train-error:0.078212
## [307]    train-error:0.072626
## [308]    train-error:0.078212
## [309]    train-error:0.075419
## [310]    train-error:0.078212
## [311]    train-error:0.075419
## [312]    train-error:0.072626
## [313]    train-error:0.072626
## [314]    train-error:0.072626
## [315]    train-error:0.072626
## [316]    train-error:0.072626
## [317]    train-error:0.072626
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.165266
## [3]  train-error:0.165266
## [4]  train-error:0.170868
## [5]  train-error:0.173669
## [6]  train-error:0.176471
## [7]  train-error:0.173669
## [8]  train-error:0.173669
## [9]  train-error:0.173669
## [10] train-error:0.173669
## [11] train-error:0.179272
## [12] train-error:0.173669
## [13] train-error:0.168067
## [14] train-error:0.173669
## [15] train-error:0.162465
## [16] train-error:0.156863
## [17] train-error:0.165266
## [18] train-error:0.140056
## [19] train-error:0.145658
## [20] train-error:0.142857
## [21] train-error:0.140056
## [22] train-error:0.134454
## [23] train-error:0.128852
## [24] train-error:0.134454
## [25] train-error:0.126050
## [26] train-error:0.148459
## [27] train-error:0.137255
## [28] train-error:0.134454
## [29] train-error:0.134454
## [30] train-error:0.137255
## [31] train-error:0.134454
## [32] train-error:0.142857
## [33] train-error:0.134454
## [34] train-error:0.128852
## [35] train-error:0.131653
## [36] train-error:0.120448
## [37] train-error:0.120448
## [38] train-error:0.128852
## [39] train-error:0.126050
## [40] train-error:0.131653
## [41] train-error:0.120448
## [42] train-error:0.123249
## [43] train-error:0.117647
## [44] train-error:0.117647
## [45] train-error:0.117647
## [46] train-error:0.114846
## [47] train-error:0.114846
## [48] train-error:0.117647
## [49] train-error:0.120448
## [50] train-error:0.117647
## [51] train-error:0.117647
## [52] train-error:0.117647
## [53] train-error:0.114846
## [54] train-error:0.114846
## [55] train-error:0.114846
## [56] train-error:0.114846
## [57] train-error:0.112045
## [58] train-error:0.109244
## [59] train-error:0.109244
## [60] train-error:0.106443
## [61] train-error:0.106443
## [62] train-error:0.109244
## [63] train-error:0.106443
## [64] train-error:0.106443
## [65] train-error:0.106443
## [66] train-error:0.106443
## [67] train-error:0.106443
## [68] train-error:0.112045
## [69] train-error:0.112045
## [70] train-error:0.112045
## [71] train-error:0.112045
## [72] train-error:0.112045
## [73] train-error:0.103641
## [74] train-error:0.106443
## [75] train-error:0.100840
## [76] train-error:0.103641
## [77] train-error:0.100840
## [78] train-error:0.106443
## [79] train-error:0.103641
## [80] train-error:0.100840
## [81] train-error:0.103641
## [82] train-error:0.098039
## [83] train-error:0.100840
## [84] train-error:0.103641
## [85] train-error:0.095238
## [86] train-error:0.092437
## [87] train-error:0.092437
## [88] train-error:0.095238
## [89] train-error:0.098039
## [90] train-error:0.092437
## [91] train-error:0.092437
## [92] train-error:0.098039
## [93] train-error:0.092437
## [94] train-error:0.095238
## [95] train-error:0.098039
## [96] train-error:0.098039
## [97] train-error:0.095238
## [98] train-error:0.092437
## [99] train-error:0.092437
## [100]    train-error:0.089636
## [101]    train-error:0.089636
## [102]    train-error:0.086835
## [103]    train-error:0.086835
## [104]    train-error:0.086835
## [105]    train-error:0.089636
## [106]    train-error:0.089636
## [107]    train-error:0.092437
## [108]    train-error:0.092437
## [109]    train-error:0.092437
## [110]    train-error:0.092437
## [111]    train-error:0.095238
## [112]    train-error:0.095238
## [113]    train-error:0.095238
## [114]    train-error:0.095238
## [115]    train-error:0.095238
## [116]    train-error:0.095238
## [117]    train-error:0.092437
## [118]    train-error:0.098039
## [119]    train-error:0.092437
## [120]    train-error:0.095238
## [121]    train-error:0.092437
## [122]    train-error:0.095238
## [123]    train-error:0.095238
## [124]    train-error:0.095238
## [125]    train-error:0.095238
## [126]    train-error:0.092437
## [127]    train-error:0.092437
## [128]    train-error:0.089636
## [129]    train-error:0.089636
## [130]    train-error:0.092437
## [131]    train-error:0.089636
## [132]    train-error:0.089636
## [133]    train-error:0.089636
## [134]    train-error:0.092437
## [135]    train-error:0.089636
## [136]    train-error:0.089636
## [137]    train-error:0.089636
## [138]    train-error:0.086835
## [139]    train-error:0.084034
## [140]    train-error:0.084034
## [141]    train-error:0.084034
## [142]    train-error:0.081232
## [143]    train-error:0.084034
## [144]    train-error:0.089636
## [145]    train-error:0.086835
## [146]    train-error:0.089636
## [147]    train-error:0.081232
## [148]    train-error:0.086835
## [149]    train-error:0.081232
## [150]    train-error:0.084034
## [151]    train-error:0.086835
## [152]    train-error:0.089636
## [153]    train-error:0.081232
## [154]    train-error:0.081232
## [155]    train-error:0.081232
## [156]    train-error:0.084034
## [157]    train-error:0.084034
## [158]    train-error:0.081232
## [159]    train-error:0.084034
## [160]    train-error:0.081232
## [161]    train-error:0.081232
## [162]    train-error:0.081232
## [163]    train-error:0.081232
## [164]    train-error:0.081232
## [165]    train-error:0.081232
## [166]    train-error:0.084034
## [167]    train-error:0.084034
## [168]    train-error:0.089636
## [169]    train-error:0.089636
## [170]    train-error:0.084034
## [171]    train-error:0.084034
## [172]    train-error:0.086835
## [173]    train-error:0.078431
## [174]    train-error:0.078431
## [175]    train-error:0.081232
## [176]    train-error:0.081232
## [177]    train-error:0.081232
## [178]    train-error:0.078431
## [179]    train-error:0.081232
## [180]    train-error:0.081232
## [181]    train-error:0.081232
## [182]    train-error:0.081232
## [183]    train-error:0.081232
## [184]    train-error:0.078431
## [185]    train-error:0.078431
## [186]    train-error:0.081232
## [187]    train-error:0.081232
## [188]    train-error:0.081232
## [189]    train-error:0.081232
## [190]    train-error:0.081232
## [191]    train-error:0.081232
## [192]    train-error:0.081232
## [193]    train-error:0.081232
## [194]    train-error:0.081232
## [195]    train-error:0.078431
## [196]    train-error:0.081232
## [197]    train-error:0.078431
## [198]    train-error:0.081232
## [199]    train-error:0.078431
## [200]    train-error:0.078431
## [201]    train-error:0.078431
## [202]    train-error:0.081232
## [203]    train-error:0.084034
## [204]    train-error:0.081232
## [205]    train-error:0.078431
## [206]    train-error:0.078431
## [207]    train-error:0.078431
## [208]    train-error:0.078431
## [209]    train-error:0.078431
## [210]    train-error:0.081232
## [211]    train-error:0.081232
## [212]    train-error:0.081232
## [213]    train-error:0.084034
## [214]    train-error:0.084034
## [215]    train-error:0.084034
## [216]    train-error:0.084034
## [217]    train-error:0.084034
## [218]    train-error:0.092437
## [219]    train-error:0.089636
## [220]    train-error:0.084034
## [221]    train-error:0.081232
## [222]    train-error:0.084034
## [223]    train-error:0.084034
## [224]    train-error:0.086835
## [225]    train-error:0.084034
## [226]    train-error:0.084034
## [227]    train-error:0.081232
## [228]    train-error:0.078431
## [229]    train-error:0.078431
## [230]    train-error:0.078431
## [231]    train-error:0.081232
## [232]    train-error:0.081232
## [233]    train-error:0.081232
## [234]    train-error:0.089636
## [235]    train-error:0.081232
## [236]    train-error:0.084034
## [237]    train-error:0.084034
## [238]    train-error:0.081232
## [239]    train-error:0.081232
## [240]    train-error:0.081232
## [241]    train-error:0.078431
## [242]    train-error:0.081232
## [243]    train-error:0.084034
## [244]    train-error:0.084034
## [245]    train-error:0.086835
## [246]    train-error:0.084034
## [247]    train-error:0.086835
## [248]    train-error:0.086835
## [249]    train-error:0.086835
## [250]    train-error:0.081232
## [251]    train-error:0.081232
## [252]    train-error:0.081232
## [253]    train-error:0.084034
## [254]    train-error:0.086835
## [255]    train-error:0.084034
## [256]    train-error:0.081232
## [257]    train-error:0.081232
## [258]    train-error:0.078431
## [259]    train-error:0.075630
## [260]    train-error:0.072829
## [261]    train-error:0.075630
## [262]    train-error:0.078431
## [263]    train-error:0.078431
## [264]    train-error:0.078431
## [265]    train-error:0.078431
## [266]    train-error:0.078431
## [267]    train-error:0.078431
## [268]    train-error:0.078431
## [269]    train-error:0.078431
## [270]    train-error:0.078431
## [271]    train-error:0.078431
## [272]    train-error:0.078431
## [273]    train-error:0.078431
## [274]    train-error:0.078431
## [275]    train-error:0.078431
## [276]    train-error:0.078431
## [277]    train-error:0.075630
## [278]    train-error:0.078431
## [279]    train-error:0.075630
## [280]    train-error:0.072829
## [281]    train-error:0.072829
## [282]    train-error:0.072829
## [283]    train-error:0.075630
## [284]    train-error:0.075630
## [285]    train-error:0.078431
## [286]    train-error:0.078431
## [287]    train-error:0.078431
## [288]    train-error:0.078431
## [289]    train-error:0.078431
## [290]    train-error:0.078431
## [291]    train-error:0.081232
## [292]    train-error:0.081232
## [293]    train-error:0.078431
## [294]    train-error:0.081232
## [295]    train-error:0.081232
## [296]    train-error:0.078431
## [297]    train-error:0.078431
## [298]    train-error:0.075630
## [299]    train-error:0.072829
## [300]    train-error:0.078431
## [301]    train-error:0.078431
## [302]    train-error:0.075630
## [303]    train-error:0.075630
## [304]    train-error:0.078431
## [305]    train-error:0.075630
## [306]    train-error:0.078431
## [307]    train-error:0.075630
## [308]    train-error:0.075630
## [309]    train-error:0.078431
## [310]    train-error:0.078431
## [311]    train-error:0.078431
## [312]    train-error:0.081232
## [313]    train-error:0.081232
## [314]    train-error:0.078431
## [315]    train-error:0.078431
## [316]    train-error:0.075630
## [317]    train-error:0.078431
## [0]  train-error:0.294118
## [1]  train-error:0.207283
## [2]  train-error:0.196078
## [3]  train-error:0.198880
## [4]  train-error:0.179272
## [5]  train-error:0.187675
## [6]  train-error:0.182073
## [7]  train-error:0.182073
## [8]  train-error:0.148459
## [9]  train-error:0.151261
## [10] train-error:0.145658
## [11] train-error:0.148459
## [12] train-error:0.137255
## [13] train-error:0.140056
## [14] train-error:0.140056
## [15] train-error:0.137255
## [16] train-error:0.145658
## [17] train-error:0.137255
## [18] train-error:0.128852
## [19] train-error:0.126050
## [20] train-error:0.123249
## [21] train-error:0.126050
## [22] train-error:0.128852
## [23] train-error:0.134454
## [24] train-error:0.131653
## [25] train-error:0.131653
## [26] train-error:0.131653
## [27] train-error:0.128852
## [28] train-error:0.128852
## [29] train-error:0.131653
## [30] train-error:0.128852
## [31] train-error:0.120448
## [32] train-error:0.123249
## [33] train-error:0.126050
## [34] train-error:0.114846
## [35] train-error:0.112045
## [36] train-error:0.114846
## [37] train-error:0.114846
## [38] train-error:0.112045
## [39] train-error:0.103641
## [40] train-error:0.103641
## [41] train-error:0.112045
## [42] train-error:0.109244
## [43] train-error:0.100840
## [44] train-error:0.103641
## [45] train-error:0.103641
## [46] train-error:0.100840
## [47] train-error:0.100840
## [48] train-error:0.100840
## [49] train-error:0.103641
## [50] train-error:0.098039
## [51] train-error:0.109244
## [52] train-error:0.109244
## [53] train-error:0.103641
## [54] train-error:0.106443
## [55] train-error:0.106443
## [56] train-error:0.106443
## [57] train-error:0.100840
## [58] train-error:0.103641
## [59] train-error:0.103641
## [60] train-error:0.103641
## [61] train-error:0.106443
## [62] train-error:0.114846
## [63] train-error:0.112045
## [64] train-error:0.106443
## [65] train-error:0.109244
## [66] train-error:0.103641
## [67] train-error:0.112045
## [68] train-error:0.109244
## [69] train-error:0.100840
## [70] train-error:0.100840
## [71] train-error:0.098039
## [72] train-error:0.098039
## [73] train-error:0.103641
## [74] train-error:0.100840
## [75] train-error:0.103641
## [76] train-error:0.106443
## [77] train-error:0.109244
## [78] train-error:0.100840
## [79] train-error:0.098039
## [80] train-error:0.098039
## [81] train-error:0.098039
## [82] train-error:0.098039
## [83] train-error:0.095238
## [84] train-error:0.098039
## [85] train-error:0.100840
## [86] train-error:0.100840
## [87] train-error:0.100840
## [88] train-error:0.095238
## [89] train-error:0.095238
## [90] train-error:0.103641
## [91] train-error:0.095238
## [92] train-error:0.095238
## [93] train-error:0.089636
## [94] train-error:0.095238
## [95] train-error:0.092437
## [96] train-error:0.092437
## [97] train-error:0.095238
## [98] train-error:0.095238
## [99] train-error:0.092437
## [100]    train-error:0.089636
## [101]    train-error:0.089636
## [102]    train-error:0.089636
## [103]    train-error:0.086835
## [104]    train-error:0.089636
## [105]    train-error:0.089636
## [106]    train-error:0.086835
## [107]    train-error:0.092437
## [108]    train-error:0.092437
## [109]    train-error:0.092437
## [110]    train-error:0.092437
## [111]    train-error:0.092437
## [112]    train-error:0.092437
## [113]    train-error:0.092437
## [114]    train-error:0.095238
## [115]    train-error:0.092437
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.092437
## [119]    train-error:0.092437
## [120]    train-error:0.092437
## [121]    train-error:0.086835
## [122]    train-error:0.086835
## [123]    train-error:0.089636
## [124]    train-error:0.089636
## [125]    train-error:0.086835
## [126]    train-error:0.086835
## [127]    train-error:0.086835
## [128]    train-error:0.086835
## [129]    train-error:0.086835
## [130]    train-error:0.089636
## [131]    train-error:0.086835
## [132]    train-error:0.086835
## [133]    train-error:0.089636
## [134]    train-error:0.086835
## [135]    train-error:0.086835
## [136]    train-error:0.084034
## [137]    train-error:0.086835
## [138]    train-error:0.089636
## [139]    train-error:0.086835
## [140]    train-error:0.084034
## [141]    train-error:0.084034
## [142]    train-error:0.084034
## [143]    train-error:0.084034
## [144]    train-error:0.081232
## [145]    train-error:0.078431
## [146]    train-error:0.078431
## [147]    train-error:0.078431
## [148]    train-error:0.078431
## [149]    train-error:0.078431
## [150]    train-error:0.078431
## [151]    train-error:0.075630
## [152]    train-error:0.075630
## [153]    train-error:0.078431
## [154]    train-error:0.078431
## [155]    train-error:0.081232
## [156]    train-error:0.078431
## [157]    train-error:0.081232
## [158]    train-error:0.078431
## [159]    train-error:0.081232
## [160]    train-error:0.078431
## [161]    train-error:0.075630
## [162]    train-error:0.075630
## [163]    train-error:0.075630
## [164]    train-error:0.078431
## [165]    train-error:0.078431
## [166]    train-error:0.075630
## [167]    train-error:0.075630
## [168]    train-error:0.075630
## [169]    train-error:0.075630
## [170]    train-error:0.075630
## [171]    train-error:0.075630
## [172]    train-error:0.072829
## [173]    train-error:0.072829
## [174]    train-error:0.072829
## [175]    train-error:0.072829
## [176]    train-error:0.075630
## [177]    train-error:0.075630
## [178]    train-error:0.078431
## [179]    train-error:0.078431
## [180]    train-error:0.078431
## [181]    train-error:0.078431
## [182]    train-error:0.075630
## [183]    train-error:0.078431
## [184]    train-error:0.078431
## [185]    train-error:0.081232
## [186]    train-error:0.078431
## [187]    train-error:0.075630
## [188]    train-error:0.072829
## [189]    train-error:0.078431
## [190]    train-error:0.078431
## [191]    train-error:0.078431
## [192]    train-error:0.078431
## [193]    train-error:0.075630
## [194]    train-error:0.075630
## [195]    train-error:0.084034
## [196]    train-error:0.078431
## [197]    train-error:0.078431
## [198]    train-error:0.075630
## [199]    train-error:0.078431
## [200]    train-error:0.075630
## [201]    train-error:0.078431
## [202]    train-error:0.081232
## [203]    train-error:0.072829
## [204]    train-error:0.072829
## [205]    train-error:0.072829
## [206]    train-error:0.072829
## [207]    train-error:0.072829
## [208]    train-error:0.078431
## [209]    train-error:0.078431
## [210]    train-error:0.078431
## [211]    train-error:0.078431
## [212]    train-error:0.075630
## [213]    train-error:0.075630
## [214]    train-error:0.072829
## [215]    train-error:0.072829
## [216]    train-error:0.075630
## [217]    train-error:0.075630
## [218]    train-error:0.075630
## [219]    train-error:0.075630
## [220]    train-error:0.072829
## [221]    train-error:0.075630
## [222]    train-error:0.078431
## [223]    train-error:0.078431
## [224]    train-error:0.075630
## [225]    train-error:0.075630
## [226]    train-error:0.075630
## [227]    train-error:0.075630
## [228]    train-error:0.075630
## [229]    train-error:0.075630
## [230]    train-error:0.075630
## [231]    train-error:0.075630
## [232]    train-error:0.075630
## [233]    train-error:0.072829
## [234]    train-error:0.072829
## [235]    train-error:0.072829
## [236]    train-error:0.072829
## [237]    train-error:0.075630
## [238]    train-error:0.072829
## [239]    train-error:0.075630
## [240]    train-error:0.072829
## [241]    train-error:0.075630
## [242]    train-error:0.075630
## [243]    train-error:0.072829
## [244]    train-error:0.070028
## [245]    train-error:0.070028
## [246]    train-error:0.072829
## [247]    train-error:0.075630
## [248]    train-error:0.075630
## [249]    train-error:0.081232
## [250]    train-error:0.081232
## [251]    train-error:0.081232
## [252]    train-error:0.081232
## [253]    train-error:0.081232
## [254]    train-error:0.081232
## [255]    train-error:0.081232
## [256]    train-error:0.081232
## [257]    train-error:0.078431
## [258]    train-error:0.078431
## [259]    train-error:0.078431
## [260]    train-error:0.081232
## [261]    train-error:0.081232
## [262]    train-error:0.081232
## [263]    train-error:0.081232
## [264]    train-error:0.078431
## [265]    train-error:0.075630
## [266]    train-error:0.075630
## [267]    train-error:0.075630
## [268]    train-error:0.075630
## [269]    train-error:0.072829
## [270]    train-error:0.072829
## [271]    train-error:0.072829
## [272]    train-error:0.075630
## [273]    train-error:0.078431
## [274]    train-error:0.075630
## [275]    train-error:0.075630
## [276]    train-error:0.075630
## [277]    train-error:0.075630
## [278]    train-error:0.075630
## [279]    train-error:0.075630
## [280]    train-error:0.075630
## [281]    train-error:0.075630
## [282]    train-error:0.075630
## [283]    train-error:0.072829
## [284]    train-error:0.070028
## [285]    train-error:0.067227
## [286]    train-error:0.067227
## [287]    train-error:0.067227
## [288]    train-error:0.067227
## [289]    train-error:0.064426
## [290]    train-error:0.064426
## [291]    train-error:0.064426
## [292]    train-error:0.067227
## [293]    train-error:0.067227
## [294]    train-error:0.067227
## [295]    train-error:0.070028
## [296]    train-error:0.070028
## [297]    train-error:0.070028
## [298]    train-error:0.070028
## [299]    train-error:0.067227
## [300]    train-error:0.070028
## [301]    train-error:0.070028
## [302]    train-error:0.064426
## [303]    train-error:0.070028
## [304]    train-error:0.064426
## [305]    train-error:0.064426
## [306]    train-error:0.064426
## [307]    train-error:0.064426
## [308]    train-error:0.064426
## [309]    train-error:0.064426
## [310]    train-error:0.064426
## [311]    train-error:0.064426
## [312]    train-error:0.064426
## [313]    train-error:0.064426
## [314]    train-error:0.061625
## [315]    train-error:0.064426
## [316]    train-error:0.061625
## [317]    train-error:0.067227
## [0]  train-error:0.209497
## [1]  train-error:0.209497
## [2]  train-error:0.209497
## [3]  train-error:0.212290
## [4]  train-error:0.198324
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.203911
## [9]  train-error:0.201117
## [10] train-error:0.187151
## [11] train-error:0.189944
## [12] train-error:0.178771
## [13] train-error:0.181564
## [14] train-error:0.187151
## [15] train-error:0.181564
## [16] train-error:0.189944
## [17] train-error:0.181564
## [18] train-error:0.184358
## [19] train-error:0.184358
## [20] train-error:0.167598
## [21] train-error:0.181564
## [22] train-error:0.178771
## [23] train-error:0.167598
## [24] train-error:0.173184
## [25] train-error:0.170391
## [26] train-error:0.175978
## [27] train-error:0.170391
## [28] train-error:0.175978
## [29] train-error:0.173184
## [30] train-error:0.170391
## [31] train-error:0.173184
## [32] train-error:0.175978
## [33] train-error:0.164804
## [34] train-error:0.162011
## [35] train-error:0.167598
## [36] train-error:0.173184
## [37] train-error:0.173184
## [38] train-error:0.173184
## [39] train-error:0.164804
## [40] train-error:0.173184
## [41] train-error:0.162011
## [42] train-error:0.170391
## [43] train-error:0.167598
## [44] train-error:0.162011
## [45] train-error:0.167598
## [46] train-error:0.173184
## [47] train-error:0.175978
## [48] train-error:0.178771
## [49] train-error:0.175978
## [50] train-error:0.170391
## [51] train-error:0.167598
## [52] train-error:0.170391
## [53] train-error:0.167598
## [54] train-error:0.167598
## [55] train-error:0.164804
## [56] train-error:0.159218
## [57] train-error:0.159218
## [58] train-error:0.156425
## [59] train-error:0.162011
## [60] train-error:0.162011
## [61] train-error:0.156425
## [62] train-error:0.150838
## [63] train-error:0.148045
## [64] train-error:0.148045
## [65] train-error:0.150838
## [66] train-error:0.150838
## [67] train-error:0.148045
## [68] train-error:0.150838
## [69] train-error:0.153631
## [70] train-error:0.150838
## [71] train-error:0.150838
## [72] train-error:0.139665
## [73] train-error:0.136872
## [74] train-error:0.142458
## [75] train-error:0.139665
## [76] train-error:0.136872
## [77] train-error:0.142458
## [78] train-error:0.145251
## [79] train-error:0.148045
## [80] train-error:0.139665
## [81] train-error:0.145251
## [82] train-error:0.145251
## [83] train-error:0.145251
## [84] train-error:0.142458
## [85] train-error:0.148045
## [86] train-error:0.145251
## [87] train-error:0.148045
## [88] train-error:0.145251
## [89] train-error:0.150838
## [90] train-error:0.150838
## [91] train-error:0.148045
## [92] train-error:0.145251
## [93] train-error:0.145251
## [94] train-error:0.142458
## [95] train-error:0.153631
## [96] train-error:0.153631
## [97] train-error:0.150838
## [98] train-error:0.145251
## [99] train-error:0.145251
## [100]    train-error:0.136872
## [101]    train-error:0.139665
## [102]    train-error:0.139665
## [103]    train-error:0.136872
## [104]    train-error:0.136872
## [105]    train-error:0.134078
## [106]    train-error:0.136872
## [107]    train-error:0.145251
## [108]    train-error:0.142458
## [109]    train-error:0.139665
## [110]    train-error:0.142458
## [111]    train-error:0.145251
## [112]    train-error:0.134078
## [113]    train-error:0.136872
## [114]    train-error:0.134078
## [115]    train-error:0.136872
## [116]    train-error:0.134078
## [117]    train-error:0.139665
## [118]    train-error:0.136872
## [119]    train-error:0.136872
## [120]    train-error:0.134078
## [121]    train-error:0.134078
## [122]    train-error:0.136872
## [123]    train-error:0.136872
## [124]    train-error:0.134078
## [125]    train-error:0.134078
## [126]    train-error:0.139665
## [127]    train-error:0.136872
## [128]    train-error:0.136872
## [129]    train-error:0.136872
## [130]    train-error:0.134078
## [131]    train-error:0.139665
## [132]    train-error:0.139665
## [133]    train-error:0.136872
## [134]    train-error:0.139665
## [135]    train-error:0.139665
## [136]    train-error:0.136872
## [137]    train-error:0.139665
## [138]    train-error:0.139665
## [139]    train-error:0.139665
## [140]    train-error:0.134078
## [141]    train-error:0.134078
## [142]    train-error:0.134078
## [143]    train-error:0.139665
## [144]    train-error:0.134078
## [145]    train-error:0.139665
## [146]    train-error:0.142458
## [147]    train-error:0.142458
## [148]    train-error:0.142458
## [149]    train-error:0.145251
## [150]    train-error:0.136872
## [151]    train-error:0.136872
## [152]    train-error:0.134078
## [153]    train-error:0.134078
## [154]    train-error:0.136872
## [155]    train-error:0.139665
## [156]    train-error:0.139665
## [157]    train-error:0.136872
## [158]    train-error:0.136872
## [159]    train-error:0.136872
## [160]    train-error:0.139665
## [161]    train-error:0.134078
## [162]    train-error:0.131285
## [163]    train-error:0.131285
## [164]    train-error:0.131285
## [165]    train-error:0.134078
## [166]    train-error:0.136872
## [167]    train-error:0.136872
## [168]    train-error:0.134078
## [169]    train-error:0.134078
## [170]    train-error:0.134078
## [171]    train-error:0.136872
## [172]    train-error:0.136872
## [173]    train-error:0.136872
## [174]    train-error:0.136872
## [175]    train-error:0.139665
## [176]    train-error:0.139665
## [177]    train-error:0.139665
## [178]    train-error:0.139665
## [179]    train-error:0.136872
## [180]    train-error:0.134078
## [181]    train-error:0.134078
## [182]    train-error:0.131285
## [183]    train-error:0.134078
## [184]    train-error:0.134078
## [185]    train-error:0.134078
## [186]    train-error:0.134078
## [187]    train-error:0.134078
## [188]    train-error:0.134078
## [189]    train-error:0.134078
## [190]    train-error:0.134078
## [191]    train-error:0.134078
## [192]    train-error:0.134078
## [193]    train-error:0.134078
## [194]    train-error:0.136872
## [195]    train-error:0.136872
## [196]    train-error:0.134078
## [197]    train-error:0.134078
## [198]    train-error:0.136872
## [199]    train-error:0.136872
## [200]    train-error:0.134078
## [201]    train-error:0.136872
## [202]    train-error:0.136872
## [203]    train-error:0.128492
## [204]    train-error:0.134078
## [205]    train-error:0.134078
## [206]    train-error:0.134078
## [207]    train-error:0.131285
## [208]    train-error:0.131285
## [209]    train-error:0.131285
## [210]    train-error:0.134078
## [211]    train-error:0.131285
## [212]    train-error:0.134078
## [213]    train-error:0.134078
## [214]    train-error:0.136872
## [215]    train-error:0.136872
## [216]    train-error:0.131285
## [217]    train-error:0.128492
## [218]    train-error:0.128492
## [219]    train-error:0.134078
## [220]    train-error:0.136872
## [221]    train-error:0.134078
## [222]    train-error:0.131285
## [223]    train-error:0.131285
## [224]    train-error:0.134078
## [225]    train-error:0.131285
## [226]    train-error:0.128492
## [227]    train-error:0.134078
## [228]    train-error:0.128492
## [229]    train-error:0.134078
## [230]    train-error:0.122905
## [231]    train-error:0.125698
## [232]    train-error:0.125698
## [233]    train-error:0.125698
## [234]    train-error:0.128492
## [235]    train-error:0.131285
## [236]    train-error:0.131285
## [237]    train-error:0.128492
## [238]    train-error:0.122905
## [239]    train-error:0.128492
## [240]    train-error:0.128492
## [241]    train-error:0.125698
## [242]    train-error:0.128492
## [243]    train-error:0.125698
## [244]    train-error:0.125698
## [245]    train-error:0.122905
## [246]    train-error:0.125698
## [247]    train-error:0.122905
## [248]    train-error:0.128492
## [249]    train-error:0.125698
## [250]    train-error:0.128492
## [251]    train-error:0.125698
## [252]    train-error:0.131285
## [253]    train-error:0.131285
## [254]    train-error:0.131285
## [255]    train-error:0.128492
## [256]    train-error:0.131285
## [257]    train-error:0.131285
## [258]    train-error:0.128492
## [259]    train-error:0.120112
## [260]    train-error:0.120112
## [261]    train-error:0.122905
## [262]    train-error:0.122905
## [263]    train-error:0.120112
## [264]    train-error:0.122905
## [265]    train-error:0.120112
## [266]    train-error:0.122905
## [267]    train-error:0.122905
## [268]    train-error:0.117318
## [269]    train-error:0.120112
## [270]    train-error:0.117318
## [271]    train-error:0.120112
## [272]    train-error:0.117318
## [273]    train-error:0.120112
## [274]    train-error:0.114525
## [275]    train-error:0.114525
## [276]    train-error:0.114525
## [277]    train-error:0.111732
## [278]    train-error:0.114525
## [279]    train-error:0.114525
## [280]    train-error:0.117318
## [281]    train-error:0.117318
## [282]    train-error:0.114525
## [283]    train-error:0.114525
## [284]    train-error:0.114525
## [285]    train-error:0.114525
## [286]    train-error:0.117318
## [287]    train-error:0.117318
## [288]    train-error:0.114525
## [289]    train-error:0.117318
## [290]    train-error:0.122905
## [291]    train-error:0.122905
## [292]    train-error:0.120112
## [293]    train-error:0.120112
## [294]    train-error:0.122905
## [295]    train-error:0.120112
## [296]    train-error:0.120112
## [297]    train-error:0.117318
## [298]    train-error:0.122905
## [299]    train-error:0.117318
## [300]    train-error:0.117318
## [301]    train-error:0.120112
## [302]    train-error:0.122905
## [303]    train-error:0.122905
## [304]    train-error:0.120112
## [305]    train-error:0.122905
## [306]    train-error:0.120112
## [307]    train-error:0.117318
## [308]    train-error:0.120112
## [309]    train-error:0.117318
## [310]    train-error:0.120112
## [311]    train-error:0.114525
## [312]    train-error:0.117318
## [313]    train-error:0.120112
## [314]    train-error:0.120112
## [315]    train-error:0.120112
## [316]    train-error:0.117318
## [317]    train-error:0.120112
## [318]    train-error:0.122905
## [319]    train-error:0.122905
## [320]    train-error:0.120112
## [321]    train-error:0.122905
## [322]    train-error:0.120112
## [323]    train-error:0.120112
## [324]    train-error:0.120112
## [325]    train-error:0.114525
## [326]    train-error:0.111732
## [327]    train-error:0.111732
## [328]    train-error:0.117318
## [329]    train-error:0.117318
## [330]    train-error:0.111732
## [331]    train-error:0.111732
## [332]    train-error:0.111732
## [333]    train-error:0.114525
## [334]    train-error:0.108939
## [335]    train-error:0.114525
## [336]    train-error:0.114525
## [337]    train-error:0.114525
## [338]    train-error:0.114525
## [339]    train-error:0.114525
## [340]    train-error:0.117318
## [341]    train-error:0.117318
## [342]    train-error:0.117318
## [343]    train-error:0.117318
## [344]    train-error:0.117318
## [345]    train-error:0.117318
## [346]    train-error:0.114525
## [347]    train-error:0.114525
## [348]    train-error:0.117318
## [349]    train-error:0.120112
## [350]    train-error:0.111732
## [351]    train-error:0.114525
## [352]    train-error:0.114525
## [353]    train-error:0.114525
## [354]    train-error:0.114525
## [355]    train-error:0.111732
## [356]    train-error:0.117318
## [357]    train-error:0.114525
## [358]    train-error:0.111732
## [359]    train-error:0.111732
## [360]    train-error:0.114525
## [361]    train-error:0.111732
## [362]    train-error:0.114525
## [363]    train-error:0.114525
## [364]    train-error:0.114525
## [365]    train-error:0.114525
## [366]    train-error:0.114525
## [367]    train-error:0.111732
## [368]    train-error:0.111732
## [369]    train-error:0.114525
## [370]    train-error:0.114525
## [371]    train-error:0.111732
## [372]    train-error:0.108939
## [373]    train-error:0.111732
## [374]    train-error:0.103352
## [375]    train-error:0.108939
## [376]    train-error:0.111732
## [377]    train-error:0.114525
## [378]    train-error:0.114525
## [379]    train-error:0.111732
## [380]    train-error:0.114525
## [381]    train-error:0.114525
## [382]    train-error:0.114525
## [383]    train-error:0.114525
## [384]    train-error:0.108939
## [385]    train-error:0.108939
## [386]    train-error:0.108939
## [387]    train-error:0.106145
## [388]    train-error:0.106145
## [389]    train-error:0.106145
## [390]    train-error:0.106145
## [391]    train-error:0.106145
## [392]    train-error:0.106145
## [393]    train-error:0.108939
## [394]    train-error:0.106145
## [395]    train-error:0.106145
## [396]    train-error:0.100559
## [397]    train-error:0.106145
## [398]    train-error:0.108939
## [399]    train-error:0.111732
## [400]    train-error:0.111732
## [401]    train-error:0.106145
## [402]    train-error:0.106145
## [403]    train-error:0.103352
## [404]    train-error:0.103352
## [405]    train-error:0.103352
## [406]    train-error:0.100559
## [407]    train-error:0.100559
## [408]    train-error:0.103352
## [409]    train-error:0.100559
## [410]    train-error:0.100559
## [411]    train-error:0.103352
## [412]    train-error:0.100559
## [413]    train-error:0.100559
## [414]    train-error:0.097765
## [415]    train-error:0.100559
## [416]    train-error:0.103352
## [417]    train-error:0.100559
## [418]    train-error:0.106145
## [419]    train-error:0.103352
## [420]    train-error:0.100559
## [421]    train-error:0.103352
## [422]    train-error:0.100559
## [423]    train-error:0.103352
## [424]    train-error:0.103352
## [425]    train-error:0.106145
## [426]    train-error:0.111732
## [427]    train-error:0.111732
## [428]    train-error:0.108939
## [429]    train-error:0.111732
## [430]    train-error:0.108939
## [431]    train-error:0.106145
## [432]    train-error:0.103352
## [433]    train-error:0.100559
## [434]    train-error:0.100559
## [435]    train-error:0.100559
## [436]    train-error:0.097765
## [437]    train-error:0.097765
## [438]    train-error:0.097765
## [439]    train-error:0.100559
## [440]    train-error:0.097765
## [441]    train-error:0.097765
## [442]    train-error:0.094972
## [443]    train-error:0.097765
## [444]    train-error:0.097765
## [445]    train-error:0.100559
## [446]    train-error:0.103352
## [447]    train-error:0.103352
## [448]    train-error:0.100559
## [449]    train-error:0.103352
## [450]    train-error:0.103352
## [451]    train-error:0.097765
## [452]    train-error:0.097765
## [453]    train-error:0.097765
## [454]    train-error:0.097765
## [455]    train-error:0.100559
## [456]    train-error:0.097765
## [457]    train-error:0.100559
## [458]    train-error:0.097765
## [459]    train-error:0.097765
## [460]    train-error:0.097765
## [461]    train-error:0.094972
## [462]    train-error:0.094972
## [463]    train-error:0.100559
## [464]    train-error:0.097765
## [465]    train-error:0.094972
## [466]    train-error:0.097765
## [467]    train-error:0.097765
## [468]    train-error:0.100559
## [469]    train-error:0.100559
## [470]    train-error:0.100559
## [471]    train-error:0.097765
## [472]    train-error:0.094972
## [473]    train-error:0.097765
## [474]    train-error:0.097765
## [475]    train-error:0.092179
## [476]    train-error:0.092179
## [477]    train-error:0.094972
## [478]    train-error:0.094972
## [479]    train-error:0.094972
## [480]    train-error:0.097765
## [481]    train-error:0.097765
## [482]    train-error:0.097765
## [483]    train-error:0.094972
## [484]    train-error:0.097765
## [485]    train-error:0.097765
## [486]    train-error:0.097765
## [487]    train-error:0.097765
## [488]    train-error:0.094972
## [489]    train-error:0.092179
## [490]    train-error:0.089385
## [491]    train-error:0.089385
## [492]    train-error:0.089385
## [493]    train-error:0.089385
## [494]    train-error:0.094972
## [495]    train-error:0.092179
## [496]    train-error:0.092179
## [497]    train-error:0.092179
## [498]    train-error:0.092179
## [499]    train-error:0.092179
## [500]    train-error:0.092179
## [501]    train-error:0.089385
## [502]    train-error:0.092179
## [503]    train-error:0.092179
## [504]    train-error:0.094972
## [505]    train-error:0.092179
## [506]    train-error:0.092179
## [507]    train-error:0.089385
## [508]    train-error:0.089385
## [509]    train-error:0.089385
## [510]    train-error:0.089385
## [511]    train-error:0.092179
## [512]    train-error:0.092179
## [513]    train-error:0.092179
## [514]    train-error:0.092179
## [515]    train-error:0.092179
## [516]    train-error:0.092179
## [517]    train-error:0.092179
## [518]    train-error:0.092179
## [519]    train-error:0.092179
## [520]    train-error:0.092179
## [521]    train-error:0.092179
## [522]    train-error:0.092179
## [523]    train-error:0.092179
## [524]    train-error:0.092179
## [525]    train-error:0.094972
## [526]    train-error:0.094972
## [527]    train-error:0.094972
## [528]    train-error:0.094972
## [529]    train-error:0.094972
## [530]    train-error:0.092179
## [531]    train-error:0.092179
## [532]    train-error:0.092179
## [533]    train-error:0.092179
## [534]    train-error:0.092179
## [535]    train-error:0.092179
## [536]    train-error:0.092179
## [537]    train-error:0.089385
## [538]    train-error:0.089385
## [539]    train-error:0.092179
## [540]    train-error:0.089385
## [541]    train-error:0.089385
## [542]    train-error:0.089385
## [543]    train-error:0.092179
## [544]    train-error:0.092179
## [545]    train-error:0.092179
## [546]    train-error:0.092179
## [547]    train-error:0.089385
## [548]    train-error:0.089385
## [549]    train-error:0.089385
## [550]    train-error:0.089385
## [551]    train-error:0.089385
## [552]    train-error:0.089385
## [553]    train-error:0.089385
## [554]    train-error:0.089385
## [555]    train-error:0.089385
## [556]    train-error:0.089385
## [557]    train-error:0.089385
## [558]    train-error:0.092179
## [559]    train-error:0.089385
## [560]    train-error:0.089385
## [561]    train-error:0.086592
## [562]    train-error:0.086592
## [563]    train-error:0.086592
## [564]    train-error:0.086592
## [565]    train-error:0.086592
## [566]    train-error:0.086592
## [567]    train-error:0.086592
## [568]    train-error:0.086592
## [569]    train-error:0.086592
## [570]    train-error:0.086592
## [571]    train-error:0.086592
## [572]    train-error:0.086592
## [573]    train-error:0.086592
## [574]    train-error:0.086592
## [575]    train-error:0.086592
## [576]    train-error:0.086592
## [577]    train-error:0.086592
## [578]    train-error:0.086592
## [579]    train-error:0.086592
## [580]    train-error:0.086592
## [581]    train-error:0.086592
## [582]    train-error:0.086592
## [583]    train-error:0.089385
## [584]    train-error:0.086592
## [585]    train-error:0.086592
## [586]    train-error:0.086592
## [587]    train-error:0.086592
## [588]    train-error:0.086592
## [589]    train-error:0.086592
## [590]    train-error:0.086592
## [591]    train-error:0.086592
## [592]    train-error:0.086592
## [593]    train-error:0.086592
## [594]    train-error:0.086592
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.184874
## [4]  train-error:0.162465
## [5]  train-error:0.156863
## [6]  train-error:0.154062
## [7]  train-error:0.145658
## [8]  train-error:0.159664
## [9]  train-error:0.156863
## [10] train-error:0.154062
## [11] train-error:0.154062
## [12] train-error:0.154062
## [13] train-error:0.156863
## [14] train-error:0.151261
## [15] train-error:0.145658
## [16] train-error:0.154062
## [17] train-error:0.159664
## [18] train-error:0.159664
## [19] train-error:0.162465
## [20] train-error:0.162465
## [21] train-error:0.162465
## [22] train-error:0.168067
## [23] train-error:0.165266
## [24] train-error:0.162465
## [25] train-error:0.159664
## [26] train-error:0.159664
## [27] train-error:0.154062
## [28] train-error:0.156863
## [29] train-error:0.142857
## [30] train-error:0.140056
## [31] train-error:0.140056
## [32] train-error:0.140056
## [33] train-error:0.134454
## [34] train-error:0.140056
## [35] train-error:0.142857
## [36] train-error:0.140056
## [37] train-error:0.134454
## [38] train-error:0.128852
## [39] train-error:0.134454
## [40] train-error:0.134454
## [41] train-error:0.128852
## [42] train-error:0.123249
## [43] train-error:0.128852
## [44] train-error:0.120448
## [45] train-error:0.123249
## [46] train-error:0.120448
## [47] train-error:0.126050
## [48] train-error:0.123249
## [49] train-error:0.126050
## [50] train-error:0.117647
## [51] train-error:0.117647
## [52] train-error:0.120448
## [53] train-error:0.123249
## [54] train-error:0.126050
## [55] train-error:0.126050
## [56] train-error:0.123249
## [57] train-error:0.126050
## [58] train-error:0.120448
## [59] train-error:0.120448
## [60] train-error:0.123249
## [61] train-error:0.120448
## [62] train-error:0.123249
## [63] train-error:0.123249
## [64] train-error:0.126050
## [65] train-error:0.123249
## [66] train-error:0.123249
## [67] train-error:0.123249
## [68] train-error:0.120448
## [69] train-error:0.114846
## [70] train-error:0.117647
## [71] train-error:0.126050
## [72] train-error:0.126050
## [73] train-error:0.126050
## [74] train-error:0.128852
## [75] train-error:0.123249
## [76] train-error:0.126050
## [77] train-error:0.126050
## [78] train-error:0.128852
## [79] train-error:0.120448
## [80] train-error:0.120448
## [81] train-error:0.120448
## [82] train-error:0.120448
## [83] train-error:0.120448
## [84] train-error:0.123249
## [85] train-error:0.117647
## [86] train-error:0.114846
## [87] train-error:0.114846
## [88] train-error:0.112045
## [89] train-error:0.114846
## [90] train-error:0.120448
## [91] train-error:0.117647
## [92] train-error:0.114846
## [93] train-error:0.114846
## [94] train-error:0.114846
## [95] train-error:0.114846
## [96] train-error:0.114846
## [97] train-error:0.117647
## [98] train-error:0.114846
## [99] train-error:0.114846
## [100]    train-error:0.114846
## [101]    train-error:0.114846
## [102]    train-error:0.114846
## [103]    train-error:0.112045
## [104]    train-error:0.112045
## [105]    train-error:0.103641
## [106]    train-error:0.106443
## [107]    train-error:0.106443
## [108]    train-error:0.100840
## [109]    train-error:0.103641
## [110]    train-error:0.100840
## [111]    train-error:0.103641
## [112]    train-error:0.103641
## [113]    train-error:0.100840
## [114]    train-error:0.100840
## [115]    train-error:0.100840
## [116]    train-error:0.100840
## [117]    train-error:0.100840
## [118]    train-error:0.100840
## [119]    train-error:0.100840
## [120]    train-error:0.100840
## [121]    train-error:0.103641
## [122]    train-error:0.106443
## [123]    train-error:0.103641
## [124]    train-error:0.100840
## [125]    train-error:0.098039
## [126]    train-error:0.103641
## [127]    train-error:0.100840
## [128]    train-error:0.106443
## [129]    train-error:0.106443
## [130]    train-error:0.106443
## [131]    train-error:0.103641
## [132]    train-error:0.109244
## [133]    train-error:0.106443
## [134]    train-error:0.106443
## [135]    train-error:0.106443
## [136]    train-error:0.103641
## [137]    train-error:0.103641
## [138]    train-error:0.106443
## [139]    train-error:0.106443
## [140]    train-error:0.100840
## [141]    train-error:0.100840
## [142]    train-error:0.103641
## [143]    train-error:0.100840
## [144]    train-error:0.103641
## [145]    train-error:0.100840
## [146]    train-error:0.100840
## [147]    train-error:0.098039
## [148]    train-error:0.103641
## [149]    train-error:0.103641
## [150]    train-error:0.103641
## [151]    train-error:0.103641
## [152]    train-error:0.103641
## [153]    train-error:0.106443
## [154]    train-error:0.103641
## [155]    train-error:0.103641
## [156]    train-error:0.100840
## [157]    train-error:0.106443
## [158]    train-error:0.106443
## [159]    train-error:0.106443
## [160]    train-error:0.103641
## [161]    train-error:0.100840
## [162]    train-error:0.100840
## [163]    train-error:0.100840
## [164]    train-error:0.103641
## [165]    train-error:0.098039
## [166]    train-error:0.098039
## [167]    train-error:0.100840
## [168]    train-error:0.098039
## [169]    train-error:0.098039
## [170]    train-error:0.095238
## [171]    train-error:0.098039
## [172]    train-error:0.095238
## [173]    train-error:0.095238
## [174]    train-error:0.092437
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.092437
## [178]    train-error:0.095238
## [179]    train-error:0.095238
## [180]    train-error:0.095238
## [181]    train-error:0.092437
## [182]    train-error:0.092437
## [183]    train-error:0.095238
## [184]    train-error:0.095238
## [185]    train-error:0.092437
## [186]    train-error:0.098039
## [187]    train-error:0.098039
## [188]    train-error:0.100840
## [189]    train-error:0.092437
## [190]    train-error:0.098039
## [191]    train-error:0.100840
## [192]    train-error:0.100840
## [193]    train-error:0.100840
## [194]    train-error:0.100840
## [195]    train-error:0.100840
## [196]    train-error:0.100840
## [197]    train-error:0.100840
## [198]    train-error:0.100840
## [199]    train-error:0.100840
## [200]    train-error:0.100840
## [201]    train-error:0.095238
## [202]    train-error:0.095238
## [203]    train-error:0.095238
## [204]    train-error:0.095238
## [205]    train-error:0.095238
## [206]    train-error:0.095238
## [207]    train-error:0.098039
## [208]    train-error:0.100840
## [209]    train-error:0.100840
## [210]    train-error:0.100840
## [211]    train-error:0.095238
## [212]    train-error:0.098039
## [213]    train-error:0.098039
## [214]    train-error:0.098039
## [215]    train-error:0.100840
## [216]    train-error:0.095238
## [217]    train-error:0.103641
## [218]    train-error:0.100840
## [219]    train-error:0.100840
## [220]    train-error:0.103641
## [221]    train-error:0.100840
## [222]    train-error:0.098039
## [223]    train-error:0.095238
## [224]    train-error:0.095238
## [225]    train-error:0.095238
## [226]    train-error:0.100840
## [227]    train-error:0.100840
## [228]    train-error:0.098039
## [229]    train-error:0.100840
## [230]    train-error:0.100840
## [231]    train-error:0.098039
## [232]    train-error:0.098039
## [233]    train-error:0.098039
## [234]    train-error:0.100840
## [235]    train-error:0.100840
## [236]    train-error:0.098039
## [237]    train-error:0.098039
## [238]    train-error:0.100840
## [239]    train-error:0.100840
## [240]    train-error:0.100840
## [241]    train-error:0.100840
## [242]    train-error:0.103641
## [243]    train-error:0.100840
## [244]    train-error:0.103641
## [245]    train-error:0.103641
## [246]    train-error:0.103641
## [247]    train-error:0.103641
## [248]    train-error:0.103641
## [249]    train-error:0.100840
## [250]    train-error:0.103641
## [251]    train-error:0.103641
## [252]    train-error:0.100840
## [253]    train-error:0.098039
## [254]    train-error:0.098039
## [255]    train-error:0.098039
## [256]    train-error:0.095238
## [257]    train-error:0.095238
## [258]    train-error:0.095238
## [259]    train-error:0.092437
## [260]    train-error:0.092437
## [261]    train-error:0.092437
## [262]    train-error:0.098039
## [263]    train-error:0.092437
## [264]    train-error:0.095238
## [265]    train-error:0.089636
## [266]    train-error:0.089636
## [267]    train-error:0.089636
## [268]    train-error:0.092437
## [269]    train-error:0.098039
## [270]    train-error:0.098039
## [271]    train-error:0.098039
## [272]    train-error:0.092437
## [273]    train-error:0.092437
## [274]    train-error:0.092437
## [275]    train-error:0.095238
## [276]    train-error:0.098039
## [277]    train-error:0.095238
## [278]    train-error:0.095238
## [279]    train-error:0.092437
## [280]    train-error:0.098039
## [281]    train-error:0.095238
## [282]    train-error:0.092437
## [283]    train-error:0.098039
## [284]    train-error:0.095238
## [285]    train-error:0.095238
## [286]    train-error:0.098039
## [287]    train-error:0.095238
## [288]    train-error:0.092437
## [289]    train-error:0.092437
## [290]    train-error:0.092437
## [291]    train-error:0.092437
## [292]    train-error:0.089636
## [293]    train-error:0.092437
## [294]    train-error:0.098039
## [295]    train-error:0.095238
## [296]    train-error:0.095238
## [297]    train-error:0.098039
## [298]    train-error:0.095238
## [299]    train-error:0.092437
## [300]    train-error:0.092437
## [301]    train-error:0.095238
## [302]    train-error:0.098039
## [303]    train-error:0.095238
## [304]    train-error:0.095238
## [305]    train-error:0.095238
## [306]    train-error:0.092437
## [307]    train-error:0.092437
## [308]    train-error:0.092437
## [309]    train-error:0.092437
## [310]    train-error:0.095238
## [311]    train-error:0.089636
## [312]    train-error:0.092437
## [313]    train-error:0.089636
## [314]    train-error:0.089636
## [315]    train-error:0.089636
## [316]    train-error:0.092437
## [317]    train-error:0.092437
## [318]    train-error:0.089636
## [319]    train-error:0.092437
## [320]    train-error:0.092437
## [321]    train-error:0.089636
## [322]    train-error:0.089636
## [323]    train-error:0.089636
## [324]    train-error:0.089636
## [325]    train-error:0.089636
## [326]    train-error:0.095238
## [327]    train-error:0.095238
## [328]    train-error:0.092437
## [329]    train-error:0.098039
## [330]    train-error:0.092437
## [331]    train-error:0.098039
## [332]    train-error:0.095238
## [333]    train-error:0.092437
## [334]    train-error:0.089636
## [335]    train-error:0.089636
## [336]    train-error:0.095238
## [337]    train-error:0.092437
## [338]    train-error:0.095238
## [339]    train-error:0.089636
## [340]    train-error:0.089636
## [341]    train-error:0.095238
## [342]    train-error:0.089636
## [343]    train-error:0.089636
## [344]    train-error:0.084034
## [345]    train-error:0.089636
## [346]    train-error:0.084034
## [347]    train-error:0.084034
## [348]    train-error:0.084034
## [349]    train-error:0.089636
## [350]    train-error:0.084034
## [351]    train-error:0.081232
## [352]    train-error:0.084034
## [353]    train-error:0.086835
## [354]    train-error:0.084034
## [355]    train-error:0.084034
## [356]    train-error:0.084034
## [357]    train-error:0.084034
## [358]    train-error:0.078431
## [359]    train-error:0.081232
## [360]    train-error:0.084034
## [361]    train-error:0.086835
## [362]    train-error:0.084034
## [363]    train-error:0.084034
## [364]    train-error:0.081232
## [365]    train-error:0.081232
## [366]    train-error:0.081232
## [367]    train-error:0.084034
## [368]    train-error:0.084034
## [369]    train-error:0.084034
## [370]    train-error:0.084034
## [371]    train-error:0.084034
## [372]    train-error:0.084034
## [373]    train-error:0.081232
## [374]    train-error:0.084034
## [375]    train-error:0.084034
## [376]    train-error:0.086835
## [377]    train-error:0.086835
## [378]    train-error:0.086835
## [379]    train-error:0.086835
## [380]    train-error:0.086835
## [381]    train-error:0.086835
## [382]    train-error:0.086835
## [383]    train-error:0.086835
## [384]    train-error:0.086835
## [385]    train-error:0.086835
## [386]    train-error:0.086835
## [387]    train-error:0.086835
## [388]    train-error:0.081232
## [389]    train-error:0.081232
## [390]    train-error:0.078431
## [391]    train-error:0.081232
## [392]    train-error:0.078431
## [393]    train-error:0.078431
## [394]    train-error:0.078431
## [395]    train-error:0.078431
## [396]    train-error:0.078431
## [397]    train-error:0.078431
## [398]    train-error:0.078431
## [399]    train-error:0.078431
## [400]    train-error:0.078431
## [401]    train-error:0.078431
## [402]    train-error:0.078431
## [403]    train-error:0.078431
## [404]    train-error:0.084034
## [405]    train-error:0.084034
## [406]    train-error:0.081232
## [407]    train-error:0.084034
## [408]    train-error:0.084034
## [409]    train-error:0.081232
## [410]    train-error:0.084034
## [411]    train-error:0.084034
## [412]    train-error:0.084034
## [413]    train-error:0.084034
## [414]    train-error:0.084034
## [415]    train-error:0.084034
## [416]    train-error:0.084034
## [417]    train-error:0.086835
## [418]    train-error:0.078431
## [419]    train-error:0.081232
## [420]    train-error:0.081232
## [421]    train-error:0.081232
## [422]    train-error:0.081232
## [423]    train-error:0.081232
## [424]    train-error:0.081232
## [425]    train-error:0.081232
## [426]    train-error:0.078431
## [427]    train-error:0.081232
## [428]    train-error:0.081232
## [429]    train-error:0.081232
## [430]    train-error:0.081232
## [431]    train-error:0.081232
## [432]    train-error:0.084034
## [433]    train-error:0.075630
## [434]    train-error:0.084034
## [435]    train-error:0.084034
## [436]    train-error:0.084034
## [437]    train-error:0.081232
## [438]    train-error:0.078431
## [439]    train-error:0.075630
## [440]    train-error:0.075630
## [441]    train-error:0.078431
## [442]    train-error:0.075630
## [443]    train-error:0.078431
## [444]    train-error:0.075630
## [445]    train-error:0.078431
## [446]    train-error:0.081232
## [447]    train-error:0.081232
## [448]    train-error:0.081232
## [449]    train-error:0.078431
## [450]    train-error:0.081232
## [451]    train-error:0.075630
## [452]    train-error:0.078431
## [453]    train-error:0.081232
## [454]    train-error:0.081232
## [455]    train-error:0.081232
## [456]    train-error:0.081232
## [457]    train-error:0.078431
## [458]    train-error:0.078431
## [459]    train-error:0.078431
## [460]    train-error:0.078431
## [461]    train-error:0.078431
## [462]    train-error:0.078431
## [463]    train-error:0.078431
## [464]    train-error:0.081232
## [465]    train-error:0.081232
## [466]    train-error:0.078431
## [467]    train-error:0.078431
## [468]    train-error:0.078431
## [469]    train-error:0.078431
## [470]    train-error:0.078431
## [471]    train-error:0.078431
## [472]    train-error:0.078431
## [473]    train-error:0.081232
## [474]    train-error:0.078431
## [475]    train-error:0.081232
## [476]    train-error:0.081232
## [477]    train-error:0.081232
## [478]    train-error:0.081232
## [479]    train-error:0.081232
## [480]    train-error:0.078431
## [481]    train-error:0.078431
## [482]    train-error:0.078431
## [483]    train-error:0.078431
## [484]    train-error:0.078431
## [485]    train-error:0.078431
## [486]    train-error:0.078431
## [487]    train-error:0.078431
## [488]    train-error:0.078431
## [489]    train-error:0.078431
## [490]    train-error:0.084034
## [491]    train-error:0.081232
## [492]    train-error:0.081232
## [493]    train-error:0.081232
## [494]    train-error:0.081232
## [495]    train-error:0.081232
## [496]    train-error:0.084034
## [497]    train-error:0.081232
## [498]    train-error:0.081232
## [499]    train-error:0.081232
## [500]    train-error:0.081232
## [501]    train-error:0.081232
## [502]    train-error:0.081232
## [503]    train-error:0.081232
## [504]    train-error:0.081232
## [505]    train-error:0.081232
## [506]    train-error:0.078431
## [507]    train-error:0.075630
## [508]    train-error:0.081232
## [509]    train-error:0.078431
## [510]    train-error:0.072829
## [511]    train-error:0.078431
## [512]    train-error:0.078431
## [513]    train-error:0.081232
## [514]    train-error:0.081232
## [515]    train-error:0.084034
## [516]    train-error:0.081232
## [517]    train-error:0.084034
## [518]    train-error:0.084034
## [519]    train-error:0.084034
## [520]    train-error:0.084034
## [521]    train-error:0.081232
## [522]    train-error:0.084034
## [523]    train-error:0.081232
## [524]    train-error:0.081232
## [525]    train-error:0.084034
## [526]    train-error:0.084034
## [527]    train-error:0.084034
## [528]    train-error:0.084034
## [529]    train-error:0.081232
## [530]    train-error:0.084034
## [531]    train-error:0.084034
## [532]    train-error:0.086835
## [533]    train-error:0.084034
## [534]    train-error:0.086835
## [535]    train-error:0.084034
## [536]    train-error:0.084034
## [537]    train-error:0.084034
## [538]    train-error:0.084034
## [539]    train-error:0.081232
## [540]    train-error:0.081232
## [541]    train-error:0.078431
## [542]    train-error:0.078431
## [543]    train-error:0.078431
## [544]    train-error:0.081232
## [545]    train-error:0.081232
## [546]    train-error:0.078431
## [547]    train-error:0.084034
## [548]    train-error:0.081232
## [549]    train-error:0.081232
## [550]    train-error:0.081232
## [551]    train-error:0.081232
## [552]    train-error:0.084034
## [553]    train-error:0.084034
## [554]    train-error:0.084034
## [555]    train-error:0.084034
## [556]    train-error:0.084034
## [557]    train-error:0.084034
## [558]    train-error:0.084034
## [559]    train-error:0.084034
## [560]    train-error:0.084034
## [561]    train-error:0.081232
## [562]    train-error:0.084034
## [563]    train-error:0.081232
## [564]    train-error:0.084034
## [565]    train-error:0.078431
## [566]    train-error:0.078431
## [567]    train-error:0.078431
## [568]    train-error:0.081232
## [569]    train-error:0.081232
## [570]    train-error:0.078431
## [571]    train-error:0.081232
## [572]    train-error:0.081232
## [573]    train-error:0.078431
## [574]    train-error:0.078431
## [575]    train-error:0.078431
## [576]    train-error:0.078431
## [577]    train-error:0.078431
## [578]    train-error:0.075630
## [579]    train-error:0.078431
## [580]    train-error:0.072829
## [581]    train-error:0.072829
## [582]    train-error:0.075630
## [583]    train-error:0.075630
## [584]    train-error:0.078431
## [585]    train-error:0.075630
## [586]    train-error:0.075630
## [587]    train-error:0.078431
## [588]    train-error:0.078431
## [589]    train-error:0.078431
## [590]    train-error:0.081232
## [591]    train-error:0.078431
## [592]    train-error:0.078431
## [593]    train-error:0.081232
## [594]    train-error:0.081232
## [0]  train-error:0.196078
## [1]  train-error:0.198880
## [2]  train-error:0.184874
## [3]  train-error:0.176471
## [4]  train-error:0.190476
## [5]  train-error:0.162465
## [6]  train-error:0.165266
## [7]  train-error:0.170868
## [8]  train-error:0.170868
## [9]  train-error:0.173669
## [10] train-error:0.154062
## [11] train-error:0.165266
## [12] train-error:0.159664
## [13] train-error:0.170868
## [14] train-error:0.154062
## [15] train-error:0.156863
## [16] train-error:0.156863
## [17] train-error:0.165266
## [18] train-error:0.148459
## [19] train-error:0.142857
## [20] train-error:0.145658
## [21] train-error:0.151261
## [22] train-error:0.151261
## [23] train-error:0.148459
## [24] train-error:0.140056
## [25] train-error:0.148459
## [26] train-error:0.151261
## [27] train-error:0.140056
## [28] train-error:0.142857
## [29] train-error:0.145658
## [30] train-error:0.142857
## [31] train-error:0.140056
## [32] train-error:0.142857
## [33] train-error:0.140056
## [34] train-error:0.137255
## [35] train-error:0.134454
## [36] train-error:0.137255
## [37] train-error:0.131653
## [38] train-error:0.131653
## [39] train-error:0.128852
## [40] train-error:0.128852
## [41] train-error:0.131653
## [42] train-error:0.128852
## [43] train-error:0.123249
## [44] train-error:0.126050
## [45] train-error:0.123249
## [46] train-error:0.123249
## [47] train-error:0.123249
## [48] train-error:0.123249
## [49] train-error:0.123249
## [50] train-error:0.123249
## [51] train-error:0.117647
## [52] train-error:0.114846
## [53] train-error:0.117647
## [54] train-error:0.109244
## [55] train-error:0.109244
## [56] train-error:0.109244
## [57] train-error:0.112045
## [58] train-error:0.114846
## [59] train-error:0.114846
## [60] train-error:0.117647
## [61] train-error:0.117647
## [62] train-error:0.117647
## [63] train-error:0.120448
## [64] train-error:0.112045
## [65] train-error:0.117647
## [66] train-error:0.120448
## [67] train-error:0.120448
## [68] train-error:0.117647
## [69] train-error:0.117647
## [70] train-error:0.117647
## [71] train-error:0.120448
## [72] train-error:0.117647
## [73] train-error:0.114846
## [74] train-error:0.112045
## [75] train-error:0.114846
## [76] train-error:0.112045
## [77] train-error:0.117647
## [78] train-error:0.114846
## [79] train-error:0.120448
## [80] train-error:0.117647
## [81] train-error:0.114846
## [82] train-error:0.114846
## [83] train-error:0.114846
## [84] train-error:0.114846
## [85] train-error:0.112045
## [86] train-error:0.112045
## [87] train-error:0.112045
## [88] train-error:0.109244
## [89] train-error:0.112045
## [90] train-error:0.106443
## [91] train-error:0.106443
## [92] train-error:0.109244
## [93] train-error:0.112045
## [94] train-error:0.114846
## [95] train-error:0.112045
## [96] train-error:0.106443
## [97] train-error:0.114846
## [98] train-error:0.112045
## [99] train-error:0.109244
## [100]    train-error:0.114846
## [101]    train-error:0.114846
## [102]    train-error:0.114846
## [103]    train-error:0.112045
## [104]    train-error:0.112045
## [105]    train-error:0.109244
## [106]    train-error:0.109244
## [107]    train-error:0.112045
## [108]    train-error:0.109244
## [109]    train-error:0.112045
## [110]    train-error:0.109244
## [111]    train-error:0.106443
## [112]    train-error:0.106443
## [113]    train-error:0.100840
## [114]    train-error:0.109244
## [115]    train-error:0.109244
## [116]    train-error:0.114846
## [117]    train-error:0.112045
## [118]    train-error:0.109244
## [119]    train-error:0.109244
## [120]    train-error:0.114846
## [121]    train-error:0.123249
## [122]    train-error:0.114846
## [123]    train-error:0.114846
## [124]    train-error:0.109244
## [125]    train-error:0.106443
## [126]    train-error:0.095238
## [127]    train-error:0.109244
## [128]    train-error:0.109244
## [129]    train-error:0.106443
## [130]    train-error:0.103641
## [131]    train-error:0.109244
## [132]    train-error:0.109244
## [133]    train-error:0.109244
## [134]    train-error:0.109244
## [135]    train-error:0.103641
## [136]    train-error:0.106443
## [137]    train-error:0.109244
## [138]    train-error:0.112045
## [139]    train-error:0.103641
## [140]    train-error:0.109244
## [141]    train-error:0.106443
## [142]    train-error:0.098039
## [143]    train-error:0.103641
## [144]    train-error:0.098039
## [145]    train-error:0.100840
## [146]    train-error:0.095238
## [147]    train-error:0.103641
## [148]    train-error:0.100840
## [149]    train-error:0.103641
## [150]    train-error:0.106443
## [151]    train-error:0.103641
## [152]    train-error:0.103641
## [153]    train-error:0.103641
## [154]    train-error:0.103641
## [155]    train-error:0.103641
## [156]    train-error:0.103641
## [157]    train-error:0.103641
## [158]    train-error:0.106443
## [159]    train-error:0.106443
## [160]    train-error:0.106443
## [161]    train-error:0.103641
## [162]    train-error:0.103641
## [163]    train-error:0.103641
## [164]    train-error:0.103641
## [165]    train-error:0.106443
## [166]    train-error:0.100840
## [167]    train-error:0.103641
## [168]    train-error:0.100840
## [169]    train-error:0.100840
## [170]    train-error:0.100840
## [171]    train-error:0.100840
## [172]    train-error:0.100840
## [173]    train-error:0.103641
## [174]    train-error:0.100840
## [175]    train-error:0.100840
## [176]    train-error:0.098039
## [177]    train-error:0.103641
## [178]    train-error:0.098039
## [179]    train-error:0.098039
## [180]    train-error:0.100840
## [181]    train-error:0.098039
## [182]    train-error:0.100840
## [183]    train-error:0.103641
## [184]    train-error:0.103641
## [185]    train-error:0.103641
## [186]    train-error:0.103641
## [187]    train-error:0.103641
## [188]    train-error:0.106443
## [189]    train-error:0.109244
## [190]    train-error:0.103641
## [191]    train-error:0.103641
## [192]    train-error:0.106443
## [193]    train-error:0.106443
## [194]    train-error:0.106443
## [195]    train-error:0.103641
## [196]    train-error:0.103641
## [197]    train-error:0.103641
## [198]    train-error:0.098039
## [199]    train-error:0.098039
## [200]    train-error:0.100840
## [201]    train-error:0.103641
## [202]    train-error:0.106443
## [203]    train-error:0.109244
## [204]    train-error:0.103641
## [205]    train-error:0.106443
## [206]    train-error:0.103641
## [207]    train-error:0.100840
## [208]    train-error:0.103641
## [209]    train-error:0.100840
## [210]    train-error:0.103641
## [211]    train-error:0.100840
## [212]    train-error:0.100840
## [213]    train-error:0.103641
## [214]    train-error:0.109244
## [215]    train-error:0.100840
## [216]    train-error:0.103641
## [217]    train-error:0.100840
## [218]    train-error:0.100840
## [219]    train-error:0.098039
## [220]    train-error:0.098039
## [221]    train-error:0.103641
## [222]    train-error:0.103641
## [223]    train-error:0.100840
## [224]    train-error:0.098039
## [225]    train-error:0.100840
## [226]    train-error:0.095238
## [227]    train-error:0.086835
## [228]    train-error:0.092437
## [229]    train-error:0.095238
## [230]    train-error:0.100840
## [231]    train-error:0.095238
## [232]    train-error:0.100840
## [233]    train-error:0.098039
## [234]    train-error:0.103641
## [235]    train-error:0.098039
## [236]    train-error:0.100840
## [237]    train-error:0.100840
## [238]    train-error:0.095238
## [239]    train-error:0.095238
## [240]    train-error:0.092437
## [241]    train-error:0.089636
## [242]    train-error:0.092437
## [243]    train-error:0.092437
## [244]    train-error:0.092437
## [245]    train-error:0.092437
## [246]    train-error:0.095238
## [247]    train-error:0.098039
## [248]    train-error:0.095238
## [249]    train-error:0.100840
## [250]    train-error:0.095238
## [251]    train-error:0.098039
## [252]    train-error:0.098039
## [253]    train-error:0.103641
## [254]    train-error:0.103641
## [255]    train-error:0.103641
## [256]    train-error:0.103641
## [257]    train-error:0.100840
## [258]    train-error:0.098039
## [259]    train-error:0.100840
## [260]    train-error:0.100840
## [261]    train-error:0.103641
## [262]    train-error:0.103641
## [263]    train-error:0.098039
## [264]    train-error:0.098039
## [265]    train-error:0.103641
## [266]    train-error:0.100840
## [267]    train-error:0.098039
## [268]    train-error:0.098039
## [269]    train-error:0.098039
## [270]    train-error:0.092437
## [271]    train-error:0.095238
## [272]    train-error:0.098039
## [273]    train-error:0.098039
## [274]    train-error:0.095238
## [275]    train-error:0.092437
## [276]    train-error:0.095238
## [277]    train-error:0.095238
## [278]    train-error:0.095238
## [279]    train-error:0.098039
## [280]    train-error:0.098039
## [281]    train-error:0.092437
## [282]    train-error:0.092437
## [283]    train-error:0.095238
## [284]    train-error:0.092437
## [285]    train-error:0.092437
## [286]    train-error:0.089636
## [287]    train-error:0.089636
## [288]    train-error:0.089636
## [289]    train-error:0.092437
## [290]    train-error:0.092437
## [291]    train-error:0.092437
## [292]    train-error:0.092437
## [293]    train-error:0.098039
## [294]    train-error:0.098039
## [295]    train-error:0.095238
## [296]    train-error:0.092437
## [297]    train-error:0.098039
## [298]    train-error:0.103641
## [299]    train-error:0.103641
## [300]    train-error:0.098039
## [301]    train-error:0.100840
## [302]    train-error:0.098039
## [303]    train-error:0.095238
## [304]    train-error:0.100840
## [305]    train-error:0.092437
## [306]    train-error:0.098039
## [307]    train-error:0.098039
## [308]    train-error:0.095238
## [309]    train-error:0.092437
## [310]    train-error:0.092437
## [311]    train-error:0.086835
## [312]    train-error:0.084034
## [313]    train-error:0.086835
## [314]    train-error:0.089636
## [315]    train-error:0.089636
## [316]    train-error:0.095238
## [317]    train-error:0.092437
## [318]    train-error:0.092437
## [319]    train-error:0.092437
## [320]    train-error:0.092437
## [321]    train-error:0.092437
## [322]    train-error:0.092437
## [323]    train-error:0.095238
## [324]    train-error:0.092437
## [325]    train-error:0.098039
## [326]    train-error:0.092437
## [327]    train-error:0.098039
## [328]    train-error:0.098039
## [329]    train-error:0.098039
## [330]    train-error:0.095238
## [331]    train-error:0.098039
## [332]    train-error:0.100840
## [333]    train-error:0.100840
## [334]    train-error:0.100840
## [335]    train-error:0.100840
## [336]    train-error:0.100840
## [337]    train-error:0.098039
## [338]    train-error:0.098039
## [339]    train-error:0.098039
## [340]    train-error:0.095238
## [341]    train-error:0.095238
## [342]    train-error:0.098039
## [343]    train-error:0.092437
## [344]    train-error:0.092437
## [345]    train-error:0.092437
## [346]    train-error:0.089636
## [347]    train-error:0.089636
## [348]    train-error:0.089636
## [349]    train-error:0.086835
## [350]    train-error:0.086835
## [351]    train-error:0.086835
## [352]    train-error:0.086835
## [353]    train-error:0.089636
## [354]    train-error:0.092437
## [355]    train-error:0.092437
## [356]    train-error:0.092437
## [357]    train-error:0.092437
## [358]    train-error:0.092437
## [359]    train-error:0.089636
## [360]    train-error:0.092437
## [361]    train-error:0.095238
## [362]    train-error:0.092437
## [363]    train-error:0.089636
## [364]    train-error:0.092437
## [365]    train-error:0.089636
## [366]    train-error:0.098039
## [367]    train-error:0.095238
## [368]    train-error:0.095238
## [369]    train-error:0.092437
## [370]    train-error:0.095238
## [371]    train-error:0.092437
## [372]    train-error:0.092437
## [373]    train-error:0.092437
## [374]    train-error:0.092437
## [375]    train-error:0.086835
## [376]    train-error:0.092437
## [377]    train-error:0.089636
## [378]    train-error:0.084034
## [379]    train-error:0.086835
## [380]    train-error:0.089636
## [381]    train-error:0.089636
## [382]    train-error:0.086835
## [383]    train-error:0.092437
## [384]    train-error:0.089636
## [385]    train-error:0.089636
## [386]    train-error:0.089636
## [387]    train-error:0.086835
## [388]    train-error:0.086835
## [389]    train-error:0.086835
## [390]    train-error:0.086835
## [391]    train-error:0.086835
## [392]    train-error:0.089636
## [393]    train-error:0.086835
## [394]    train-error:0.081232
## [395]    train-error:0.086835
## [396]    train-error:0.081232
## [397]    train-error:0.084034
## [398]    train-error:0.084034
## [399]    train-error:0.081232
## [400]    train-error:0.084034
## [401]    train-error:0.081232
## [402]    train-error:0.081232
## [403]    train-error:0.078431
## [404]    train-error:0.078431
## [405]    train-error:0.081232
## [406]    train-error:0.081232
## [407]    train-error:0.084034
## [408]    train-error:0.081232
## [409]    train-error:0.084034
## [410]    train-error:0.081232
## [411]    train-error:0.081232
## [412]    train-error:0.081232
## [413]    train-error:0.081232
## [414]    train-error:0.081232
## [415]    train-error:0.084034
## [416]    train-error:0.084034
## [417]    train-error:0.084034
## [418]    train-error:0.081232
## [419]    train-error:0.084034
## [420]    train-error:0.084034
## [421]    train-error:0.081232
## [422]    train-error:0.078431
## [423]    train-error:0.084034
## [424]    train-error:0.081232
## [425]    train-error:0.081232
## [426]    train-error:0.081232
## [427]    train-error:0.081232
## [428]    train-error:0.084034
## [429]    train-error:0.086835
## [430]    train-error:0.086835
## [431]    train-error:0.086835
## [432]    train-error:0.086835
## [433]    train-error:0.086835
## [434]    train-error:0.084034
## [435]    train-error:0.081232
## [436]    train-error:0.081232
## [437]    train-error:0.084034
## [438]    train-error:0.084034
## [439]    train-error:0.081232
## [440]    train-error:0.081232
## [441]    train-error:0.078431
## [442]    train-error:0.078431
## [443]    train-error:0.081232
## [444]    train-error:0.078431
## [445]    train-error:0.075630
## [446]    train-error:0.081232
## [447]    train-error:0.078431
## [448]    train-error:0.081232
## [449]    train-error:0.081232
## [450]    train-error:0.081232
## [451]    train-error:0.081232
## [452]    train-error:0.078431
## [453]    train-error:0.078431
## [454]    train-error:0.078431
## [455]    train-error:0.078431
## [456]    train-error:0.078431
## [457]    train-error:0.078431
## [458]    train-error:0.081232
## [459]    train-error:0.078431
## [460]    train-error:0.078431
## [461]    train-error:0.081232
## [462]    train-error:0.078431
## [463]    train-error:0.081232
## [464]    train-error:0.084034
## [465]    train-error:0.081232
## [466]    train-error:0.081232
## [467]    train-error:0.081232
## [468]    train-error:0.078431
## [469]    train-error:0.081232
## [470]    train-error:0.081232
## [471]    train-error:0.081232
## [472]    train-error:0.078431
## [473]    train-error:0.078431
## [474]    train-error:0.084034
## [475]    train-error:0.086835
## [476]    train-error:0.084034
## [477]    train-error:0.086835
## [478]    train-error:0.086835
## [479]    train-error:0.084034
## [480]    train-error:0.081232
## [481]    train-error:0.084034
## [482]    train-error:0.084034
## [483]    train-error:0.081232
## [484]    train-error:0.086835
## [485]    train-error:0.084034
## [486]    train-error:0.081232
## [487]    train-error:0.078431
## [488]    train-error:0.078431
## [489]    train-error:0.081232
## [490]    train-error:0.081232
## [491]    train-error:0.084034
## [492]    train-error:0.086835
## [493]    train-error:0.089636
## [494]    train-error:0.084034
## [495]    train-error:0.081232
## [496]    train-error:0.084034
## [497]    train-error:0.081232
## [498]    train-error:0.081232
## [499]    train-error:0.081232
## [500]    train-error:0.078431
## [501]    train-error:0.078431
## [502]    train-error:0.075630
## [503]    train-error:0.075630
## [504]    train-error:0.078431
## [505]    train-error:0.081232
## [506]    train-error:0.075630
## [507]    train-error:0.081232
## [508]    train-error:0.075630
## [509]    train-error:0.081232
## [510]    train-error:0.084034
## [511]    train-error:0.081232
## [512]    train-error:0.078431
## [513]    train-error:0.081232
## [514]    train-error:0.084034
## [515]    train-error:0.081232
## [516]    train-error:0.081232
## [517]    train-error:0.081232
## [518]    train-error:0.084034
## [519]    train-error:0.084034
## [520]    train-error:0.078431
## [521]    train-error:0.078431
## [522]    train-error:0.075630
## [523]    train-error:0.075630
## [524]    train-error:0.075630
## [525]    train-error:0.078431
## [526]    train-error:0.075630
## [527]    train-error:0.072829
## [528]    train-error:0.075630
## [529]    train-error:0.075630
## [530]    train-error:0.078431
## [531]    train-error:0.078431
## [532]    train-error:0.072829
## [533]    train-error:0.072829
## [534]    train-error:0.075630
## [535]    train-error:0.075630
## [536]    train-error:0.075630
## [537]    train-error:0.078431
## [538]    train-error:0.078431
## [539]    train-error:0.078431
## [540]    train-error:0.075630
## [541]    train-error:0.075630
## [542]    train-error:0.075630
## [543]    train-error:0.075630
## [544]    train-error:0.072829
## [545]    train-error:0.075630
## [546]    train-error:0.075630
## [547]    train-error:0.075630
## [548]    train-error:0.075630
## [549]    train-error:0.075630
## [550]    train-error:0.075630
## [551]    train-error:0.075630
## [552]    train-error:0.075630
## [553]    train-error:0.075630
## [554]    train-error:0.075630
## [555]    train-error:0.075630
## [556]    train-error:0.075630
## [557]    train-error:0.075630
## [558]    train-error:0.075630
## [559]    train-error:0.078431
## [560]    train-error:0.075630
## [561]    train-error:0.075630
## [562]    train-error:0.075630
## [563]    train-error:0.078431
## [564]    train-error:0.075630
## [565]    train-error:0.075630
## [566]    train-error:0.075630
## [567]    train-error:0.075630
## [568]    train-error:0.081232
## [569]    train-error:0.081232
## [570]    train-error:0.078431
## [571]    train-error:0.078431
## [572]    train-error:0.081232
## [573]    train-error:0.081232
## [574]    train-error:0.081232
## [575]    train-error:0.081232
## [576]    train-error:0.078431
## [577]    train-error:0.075630
## [578]    train-error:0.075630
## [579]    train-error:0.075630
## [580]    train-error:0.072829
## [581]    train-error:0.072829
## [582]    train-error:0.072829
## [583]    train-error:0.072829
## [584]    train-error:0.075630
## [585]    train-error:0.072829
## [586]    train-error:0.075630
## [587]    train-error:0.075630
## [588]    train-error:0.072829
## [589]    train-error:0.075630
## [590]    train-error:0.072829
## [591]    train-error:0.072829
## [592]    train-error:0.072829
## [593]    train-error:0.072829
## [594]    train-error:0.072829
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.229050
## [5]  train-error:0.248603
## [6]  train-error:0.251397
## [7]  train-error:0.284916
## [8]  train-error:0.248603
## [9]  train-error:0.240223
## [10] train-error:0.259777
## [11] train-error:0.268156
## [12] train-error:0.265363
## [13] train-error:0.265363
## [14] train-error:0.256983
## [15] train-error:0.265363
## [16] train-error:0.256983
## [17] train-error:0.251397
## [18] train-error:0.256983
## [19] train-error:0.248603
## [20] train-error:0.245810
## [21] train-error:0.248603
## [22] train-error:0.240223
## [23] train-error:0.240223
## [24] train-error:0.237430
## [25] train-error:0.243017
## [26] train-error:0.237430
## [27] train-error:0.237430
## [28] train-error:0.240223
## [29] train-error:0.240223
## [30] train-error:0.240223
## [31] train-error:0.237430
## [32] train-error:0.237430
## [33] train-error:0.231844
## [34] train-error:0.237430
## [35] train-error:0.231844
## [36] train-error:0.220670
## [37] train-error:0.220670
## [38] train-error:0.220670
## [39] train-error:0.217877
## [40] train-error:0.220670
## [41] train-error:0.220670
## [42] train-error:0.215084
## [43] train-error:0.220670
## [44] train-error:0.215084
## [45] train-error:0.220670
## [46] train-error:0.220670
## [47] train-error:0.220670
## [48] train-error:0.212290
## [49] train-error:0.220670
## [50] train-error:0.220670
## [51] train-error:0.220670
## [52] train-error:0.220670
## [53] train-error:0.220670
## [54] train-error:0.220670
## [55] train-error:0.220670
## [56] train-error:0.220670
## [57] train-error:0.220670
## [58] train-error:0.220670
## [59] train-error:0.220670
## [60] train-error:0.220670
## [61] train-error:0.220670
## [62] train-error:0.220670
## [63] train-error:0.220670
## [64] train-error:0.220670
## [65] train-error:0.220670
## [66] train-error:0.220670
## [67] train-error:0.220670
## [68] train-error:0.220670
## [69] train-error:0.220670
## [70] train-error:0.220670
## [71] train-error:0.220670
## [72] train-error:0.220670
## [73] train-error:0.215084
## [74] train-error:0.217877
## [75] train-error:0.220670
## [76] train-error:0.217877
## [77] train-error:0.217877
## [78] train-error:0.217877
## [79] train-error:0.217877
## [80] train-error:0.217877
## [81] train-error:0.217877
## [82] train-error:0.215084
## [83] train-error:0.215084
## [84] train-error:0.215084
## [85] train-error:0.217877
## [86] train-error:0.217877
## [87] train-error:0.217877
## [88] train-error:0.215084
## [89] train-error:0.215084
## [90] train-error:0.215084
## [91] train-error:0.215084
## [92] train-error:0.212290
## [93] train-error:0.220670
## [94] train-error:0.223464
## [95] train-error:0.220670
## [96] train-error:0.220670
## [97] train-error:0.223464
## [98] train-error:0.223464
## [99] train-error:0.223464
## [100]    train-error:0.223464
## [101]    train-error:0.223464
## [102]    train-error:0.206704
## [103]    train-error:0.206704
## [104]    train-error:0.201117
## [105]    train-error:0.206704
## [106]    train-error:0.203911
## [107]    train-error:0.209497
## [108]    train-error:0.206704
## [109]    train-error:0.209497
## [110]    train-error:0.209497
## [111]    train-error:0.209497
## [112]    train-error:0.206704
## [113]    train-error:0.209497
## [114]    train-error:0.203911
## [115]    train-error:0.201117
## [116]    train-error:0.201117
## [117]    train-error:0.201117
## [118]    train-error:0.201117
## [119]    train-error:0.206704
## [120]    train-error:0.206704
## [121]    train-error:0.206704
## [122]    train-error:0.206704
## [123]    train-error:0.203911
## [124]    train-error:0.201117
## [125]    train-error:0.201117
## [126]    train-error:0.201117
## [127]    train-error:0.206704
## [128]    train-error:0.223464
## [129]    train-error:0.223464
## [130]    train-error:0.223464
## [131]    train-error:0.220670
## [132]    train-error:0.220670
## [133]    train-error:0.223464
## [134]    train-error:0.220670
## [135]    train-error:0.220670
## [136]    train-error:0.223464
## [137]    train-error:0.206704
## [138]    train-error:0.201117
## [139]    train-error:0.201117
## [140]    train-error:0.206704
## [141]    train-error:0.206704
## [142]    train-error:0.201117
## [143]    train-error:0.206704
## [144]    train-error:0.206704
## [145]    train-error:0.206704
## [146]    train-error:0.206704
## [147]    train-error:0.206704
## [148]    train-error:0.206704
## [149]    train-error:0.206704
## [150]    train-error:0.209497
## [151]    train-error:0.206704
## [152]    train-error:0.206704
## [153]    train-error:0.206704
## [154]    train-error:0.206704
## [155]    train-error:0.206704
## [156]    train-error:0.206704
## [157]    train-error:0.206704
## [158]    train-error:0.206704
## [159]    train-error:0.206704
## [160]    train-error:0.206704
## [161]    train-error:0.206704
## [162]    train-error:0.206704
## [163]    train-error:0.206704
## [164]    train-error:0.206704
## [165]    train-error:0.206704
## [166]    train-error:0.206704
## [167]    train-error:0.206704
## [168]    train-error:0.206704
## [169]    train-error:0.206704
## [170]    train-error:0.206704
## [171]    train-error:0.209497
## [172]    train-error:0.206704
## [173]    train-error:0.206704
## [174]    train-error:0.206704
## [175]    train-error:0.203911
## [176]    train-error:0.203911
## [177]    train-error:0.203911
## [178]    train-error:0.203911
## [179]    train-error:0.206704
## [180]    train-error:0.206704
## [181]    train-error:0.203911
## [182]    train-error:0.206704
## [183]    train-error:0.203911
## [184]    train-error:0.203911
## [185]    train-error:0.203911
## [186]    train-error:0.203911
## [187]    train-error:0.203911
## [188]    train-error:0.206704
## [189]    train-error:0.206704
## [190]    train-error:0.206704
## [191]    train-error:0.203911
## [192]    train-error:0.203911
## [193]    train-error:0.203911
## [194]    train-error:0.203911
## [195]    train-error:0.203911
## [196]    train-error:0.203911
## [197]    train-error:0.203911
## [198]    train-error:0.203911
## [199]    train-error:0.203911
## [200]    train-error:0.203911
## [201]    train-error:0.203911
## [202]    train-error:0.203911
## [203]    train-error:0.203911
## [204]    train-error:0.203911
## [205]    train-error:0.203911
## [206]    train-error:0.203911
## [207]    train-error:0.203911
## [208]    train-error:0.203911
## [209]    train-error:0.203911
## [210]    train-error:0.203911
## [211]    train-error:0.203911
## [212]    train-error:0.203911
## [213]    train-error:0.203911
## [214]    train-error:0.203911
## [215]    train-error:0.203911
## [216]    train-error:0.203911
## [217]    train-error:0.203911
## [218]    train-error:0.203911
## [219]    train-error:0.203911
## [220]    train-error:0.203911
## [221]    train-error:0.203911
## [222]    train-error:0.203911
## [223]    train-error:0.203911
## [224]    train-error:0.203911
## [225]    train-error:0.203911
## [226]    train-error:0.203911
## [227]    train-error:0.203911
## [228]    train-error:0.203911
## [229]    train-error:0.203911
## [230]    train-error:0.206704
## [231]    train-error:0.203911
## [232]    train-error:0.203911
## [233]    train-error:0.203911
## [234]    train-error:0.203911
## [235]    train-error:0.203911
## [236]    train-error:0.203911
## [237]    train-error:0.206704
## [238]    train-error:0.206704
## [239]    train-error:0.209497
## [240]    train-error:0.206704
## [241]    train-error:0.206704
## [242]    train-error:0.203911
## [243]    train-error:0.203911
## [244]    train-error:0.203911
## [245]    train-error:0.203911
## [246]    train-error:0.203911
## [247]    train-error:0.203911
## [248]    train-error:0.203911
## [249]    train-error:0.203911
## [250]    train-error:0.203911
## [251]    train-error:0.203911
## [252]    train-error:0.203911
## [253]    train-error:0.203911
## [254]    train-error:0.206704
## [255]    train-error:0.206704
## [256]    train-error:0.206704
## [257]    train-error:0.203911
## [258]    train-error:0.206704
## [259]    train-error:0.206704
## [260]    train-error:0.206704
## [261]    train-error:0.206704
## [262]    train-error:0.206704
## [263]    train-error:0.203911
## [264]    train-error:0.203911
## [265]    train-error:0.203911
## [266]    train-error:0.206704
## [267]    train-error:0.206704
## [268]    train-error:0.206704
## [269]    train-error:0.206704
## [270]    train-error:0.206704
## [271]    train-error:0.206704
## [272]    train-error:0.209497
## [273]    train-error:0.209497
## [274]    train-error:0.209497
## [275]    train-error:0.209497
## [276]    train-error:0.209497
## [277]    train-error:0.209497
## [278]    train-error:0.209497
## [279]    train-error:0.209497
## [280]    train-error:0.209497
## [281]    train-error:0.209497
## [282]    train-error:0.209497
## [283]    train-error:0.209497
## [284]    train-error:0.209497
## [285]    train-error:0.209497
## [286]    train-error:0.209497
## [287]    train-error:0.209497
## [288]    train-error:0.209497
## [289]    train-error:0.209497
## [290]    train-error:0.209497
## [291]    train-error:0.209497
## [292]    train-error:0.209497
## [293]    train-error:0.209497
## [294]    train-error:0.209497
## [295]    train-error:0.209497
## [296]    train-error:0.209497
## [297]    train-error:0.209497
## [298]    train-error:0.206704
## [299]    train-error:0.206704
## [300]    train-error:0.203911
## [301]    train-error:0.203911
## [302]    train-error:0.203911
## [303]    train-error:0.206704
## [304]    train-error:0.209497
## [305]    train-error:0.209497
## [306]    train-error:0.209497
## [307]    train-error:0.209497
## [308]    train-error:0.209497
## [309]    train-error:0.209497
## [310]    train-error:0.209497
## [311]    train-error:0.209497
## [312]    train-error:0.209497
## [313]    train-error:0.209497
## [314]    train-error:0.209497
## [315]    train-error:0.209497
## [316]    train-error:0.209497
## [317]    train-error:0.209497
## [318]    train-error:0.209497
## [319]    train-error:0.209497
## [320]    train-error:0.209497
## [321]    train-error:0.209497
## [322]    train-error:0.209497
## [323]    train-error:0.209497
## [324]    train-error:0.209497
## [325]    train-error:0.209497
## [326]    train-error:0.209497
## [327]    train-error:0.209497
## [328]    train-error:0.209497
## [329]    train-error:0.209497
## [330]    train-error:0.209497
## [331]    train-error:0.209497
## [332]    train-error:0.209497
## [333]    train-error:0.209497
## [334]    train-error:0.209497
## [335]    train-error:0.209497
## [336]    train-error:0.209497
## [337]    train-error:0.209497
## [338]    train-error:0.209497
## [339]    train-error:0.209497
## [340]    train-error:0.209497
## [341]    train-error:0.209497
## [342]    train-error:0.209497
## [343]    train-error:0.209497
## [344]    train-error:0.209497
## [345]    train-error:0.209497
## [346]    train-error:0.209497
## [347]    train-error:0.209497
## [348]    train-error:0.209497
## [349]    train-error:0.209497
## [350]    train-error:0.209497
## [351]    train-error:0.209497
## [352]    train-error:0.209497
## [353]    train-error:0.209497
## [354]    train-error:0.206704
## [355]    train-error:0.206704
## [356]    train-error:0.206704
## [357]    train-error:0.206704
## [358]    train-error:0.203911
## [359]    train-error:0.203911
## [360]    train-error:0.203911
## [361]    train-error:0.203911
## [362]    train-error:0.203911
## [363]    train-error:0.203911
## [364]    train-error:0.203911
## [365]    train-error:0.203911
## [366]    train-error:0.203911
## [367]    train-error:0.203911
## [368]    train-error:0.203911
## [369]    train-error:0.203911
## [370]    train-error:0.203911
## [371]    train-error:0.203911
## [372]    train-error:0.203911
## [373]    train-error:0.203911
## [374]    train-error:0.203911
## [375]    train-error:0.203911
## [376]    train-error:0.203911
## [377]    train-error:0.203911
## [378]    train-error:0.203911
## [379]    train-error:0.203911
## [380]    train-error:0.203911
## [381]    train-error:0.203911
## [382]    train-error:0.203911
## [383]    train-error:0.203911
## [384]    train-error:0.203911
## [385]    train-error:0.203911
## [386]    train-error:0.203911
## [387]    train-error:0.203911
## [388]    train-error:0.203911
## [389]    train-error:0.203911
## [390]    train-error:0.203911
## [391]    train-error:0.203911
## [392]    train-error:0.203911
## [393]    train-error:0.203911
## [394]    train-error:0.203911
## [395]    train-error:0.203911
## [396]    train-error:0.203911
## [397]    train-error:0.203911
## [398]    train-error:0.203911
## [399]    train-error:0.203911
## [400]    train-error:0.206704
## [401]    train-error:0.203911
## [402]    train-error:0.206704
## [403]    train-error:0.206704
## [404]    train-error:0.206704
## [405]    train-error:0.206704
## [406]    train-error:0.209497
## [407]    train-error:0.209497
## [408]    train-error:0.209497
## [409]    train-error:0.209497
## [410]    train-error:0.209497
## [411]    train-error:0.209497
## [412]    train-error:0.209497
## [413]    train-error:0.209497
## [414]    train-error:0.212290
## [415]    train-error:0.212290
## [416]    train-error:0.212290
## [417]    train-error:0.212290
## [418]    train-error:0.212290
## [419]    train-error:0.212290
## [420]    train-error:0.212290
## [421]    train-error:0.212290
## [422]    train-error:0.212290
## [423]    train-error:0.212290
## [424]    train-error:0.212290
## [425]    train-error:0.212290
## [426]    train-error:0.212290
## [427]    train-error:0.212290
## [0]  train-error:0.285714
## [1]  train-error:0.285714
## [2]  train-error:0.327731
## [3]  train-error:0.336134
## [4]  train-error:0.350140
## [5]  train-error:0.274510
## [6]  train-error:0.322129
## [7]  train-error:0.260504
## [8]  train-error:0.274510
## [9]  train-error:0.226891
## [10] train-error:0.204482
## [11] train-error:0.193277
## [12] train-error:0.198880
## [13] train-error:0.184874
## [14] train-error:0.193277
## [15] train-error:0.193277
## [16] train-error:0.193277
## [17] train-error:0.196078
## [18] train-error:0.196078
## [19] train-error:0.193277
## [20] train-error:0.184874
## [21] train-error:0.193277
## [22] train-error:0.193277
## [23] train-error:0.193277
## [24] train-error:0.193277
## [25] train-error:0.196078
## [26] train-error:0.198880
## [27] train-error:0.193277
## [28] train-error:0.196078
## [29] train-error:0.193277
## [30] train-error:0.184874
## [31] train-error:0.193277
## [32] train-error:0.193277
## [33] train-error:0.190476
## [34] train-error:0.190476
## [35] train-error:0.190476
## [36] train-error:0.190476
## [37] train-error:0.190476
## [38] train-error:0.184874
## [39] train-error:0.184874
## [40] train-error:0.190476
## [41] train-error:0.190476
## [42] train-error:0.190476
## [43] train-error:0.190476
## [44] train-error:0.196078
## [45] train-error:0.193277
## [46] train-error:0.190476
## [47] train-error:0.193277
## [48] train-error:0.190476
## [49] train-error:0.190476
## [50] train-error:0.190476
## [51] train-error:0.190476
## [52] train-error:0.190476
## [53] train-error:0.190476
## [54] train-error:0.190476
## [55] train-error:0.190476
## [56] train-error:0.190476
## [57] train-error:0.190476
## [58] train-error:0.190476
## [59] train-error:0.190476
## [60] train-error:0.190476
## [61] train-error:0.190476
## [62] train-error:0.190476
## [63] train-error:0.190476
## [64] train-error:0.190476
## [65] train-error:0.190476
## [66] train-error:0.190476
## [67] train-error:0.190476
## [68] train-error:0.190476
## [69] train-error:0.190476
## [70] train-error:0.190476
## [71] train-error:0.190476
## [72] train-error:0.190476
## [73] train-error:0.190476
## [74] train-error:0.190476
## [75] train-error:0.190476
## [76] train-error:0.190476
## [77] train-error:0.190476
## [78] train-error:0.193277
## [79] train-error:0.193277
## [80] train-error:0.193277
## [81] train-error:0.193277
## [82] train-error:0.193277
## [83] train-error:0.193277
## [84] train-error:0.193277
## [85] train-error:0.190476
## [86] train-error:0.193277
## [87] train-error:0.193277
## [88] train-error:0.193277
## [89] train-error:0.193277
## [90] train-error:0.193277
## [91] train-error:0.193277
## [92] train-error:0.190476
## [93] train-error:0.190476
## [94] train-error:0.190476
## [95] train-error:0.190476
## [96] train-error:0.190476
## [97] train-error:0.190476
## [98] train-error:0.190476
## [99] train-error:0.190476
## [100]    train-error:0.190476
## [101]    train-error:0.190476
## [102]    train-error:0.190476
## [103]    train-error:0.190476
## [104]    train-error:0.190476
## [105]    train-error:0.190476
## [106]    train-error:0.190476
## [107]    train-error:0.190476
## [108]    train-error:0.190476
## [109]    train-error:0.190476
## [110]    train-error:0.193277
## [111]    train-error:0.190476
## [112]    train-error:0.190476
## [113]    train-error:0.190476
## [114]    train-error:0.190476
## [115]    train-error:0.190476
## [116]    train-error:0.190476
## [117]    train-error:0.190476
## [118]    train-error:0.190476
## [119]    train-error:0.190476
## [120]    train-error:0.190476
## [121]    train-error:0.190476
## [122]    train-error:0.190476
## [123]    train-error:0.190476
## [124]    train-error:0.190476
## [125]    train-error:0.190476
## [126]    train-error:0.190476
## [127]    train-error:0.190476
## [128]    train-error:0.190476
## [129]    train-error:0.190476
## [130]    train-error:0.190476
## [131]    train-error:0.190476
## [132]    train-error:0.190476
## [133]    train-error:0.190476
## [134]    train-error:0.190476
## [135]    train-error:0.190476
## [136]    train-error:0.190476
## [137]    train-error:0.190476
## [138]    train-error:0.190476
## [139]    train-error:0.190476
## [140]    train-error:0.190476
## [141]    train-error:0.190476
## [142]    train-error:0.190476
## [143]    train-error:0.190476
## [144]    train-error:0.190476
## [145]    train-error:0.190476
## [146]    train-error:0.190476
## [147]    train-error:0.190476
## [148]    train-error:0.190476
## [149]    train-error:0.190476
## [150]    train-error:0.190476
## [151]    train-error:0.190476
## [152]    train-error:0.190476
## [153]    train-error:0.190476
## [154]    train-error:0.190476
## [155]    train-error:0.190476
## [156]    train-error:0.190476
## [157]    train-error:0.190476
## [158]    train-error:0.190476
## [159]    train-error:0.190476
## [160]    train-error:0.187675
## [161]    train-error:0.190476
## [162]    train-error:0.187675
## [163]    train-error:0.190476
## [164]    train-error:0.187675
## [165]    train-error:0.187675
## [166]    train-error:0.190476
## [167]    train-error:0.190476
## [168]    train-error:0.190476
## [169]    train-error:0.187675
## [170]    train-error:0.187675
## [171]    train-error:0.187675
## [172]    train-error:0.190476
## [173]    train-error:0.190476
## [174]    train-error:0.190476
## [175]    train-error:0.190476
## [176]    train-error:0.190476
## [177]    train-error:0.190476
## [178]    train-error:0.196078
## [179]    train-error:0.196078
## [180]    train-error:0.196078
## [181]    train-error:0.196078
## [182]    train-error:0.196078
## [183]    train-error:0.193277
## [184]    train-error:0.193277
## [185]    train-error:0.193277
## [186]    train-error:0.193277
## [187]    train-error:0.193277
## [188]    train-error:0.193277
## [189]    train-error:0.193277
## [190]    train-error:0.193277
## [191]    train-error:0.193277
## [192]    train-error:0.193277
## [193]    train-error:0.193277
## [194]    train-error:0.193277
## [195]    train-error:0.193277
## [196]    train-error:0.196078
## [197]    train-error:0.196078
## [198]    train-error:0.196078
## [199]    train-error:0.196078
## [200]    train-error:0.196078
## [201]    train-error:0.196078
## [202]    train-error:0.193277
## [203]    train-error:0.193277
## [204]    train-error:0.193277
## [205]    train-error:0.193277
## [206]    train-error:0.193277
## [207]    train-error:0.193277
## [208]    train-error:0.193277
## [209]    train-error:0.193277
## [210]    train-error:0.193277
## [211]    train-error:0.193277
## [212]    train-error:0.193277
## [213]    train-error:0.193277
## [214]    train-error:0.190476
## [215]    train-error:0.193277
## [216]    train-error:0.190476
## [217]    train-error:0.190476
## [218]    train-error:0.193277
## [219]    train-error:0.193277
## [220]    train-error:0.193277
## [221]    train-error:0.196078
## [222]    train-error:0.196078
## [223]    train-error:0.196078
## [224]    train-error:0.196078
## [225]    train-error:0.196078
## [226]    train-error:0.196078
## [227]    train-error:0.196078
## [228]    train-error:0.196078
## [229]    train-error:0.196078
## [230]    train-error:0.196078
## [231]    train-error:0.193277
## [232]    train-error:0.193277
## [233]    train-error:0.193277
## [234]    train-error:0.193277
## [235]    train-error:0.193277
## [236]    train-error:0.193277
## [237]    train-error:0.193277
## [238]    train-error:0.193277
## [239]    train-error:0.193277
## [240]    train-error:0.190476
## [241]    train-error:0.190476
## [242]    train-error:0.190476
## [243]    train-error:0.190476
## [244]    train-error:0.190476
## [245]    train-error:0.190476
## [246]    train-error:0.190476
## [247]    train-error:0.193277
## [248]    train-error:0.193277
## [249]    train-error:0.193277
## [250]    train-error:0.193277
## [251]    train-error:0.193277
## [252]    train-error:0.193277
## [253]    train-error:0.196078
## [254]    train-error:0.196078
## [255]    train-error:0.196078
## [256]    train-error:0.193277
## [257]    train-error:0.193277
## [258]    train-error:0.193277
## [259]    train-error:0.193277
## [260]    train-error:0.193277
## [261]    train-error:0.193277
## [262]    train-error:0.193277
## [263]    train-error:0.196078
## [264]    train-error:0.196078
## [265]    train-error:0.196078
## [266]    train-error:0.193277
## [267]    train-error:0.196078
## [268]    train-error:0.196078
## [269]    train-error:0.196078
## [270]    train-error:0.196078
## [271]    train-error:0.196078
## [272]    train-error:0.196078
## [273]    train-error:0.196078
## [274]    train-error:0.196078
## [275]    train-error:0.196078
## [276]    train-error:0.193277
## [277]    train-error:0.193277
## [278]    train-error:0.193277
## [279]    train-error:0.193277
## [280]    train-error:0.193277
## [281]    train-error:0.193277
## [282]    train-error:0.193277
## [283]    train-error:0.193277
## [284]    train-error:0.193277
## [285]    train-error:0.190476
## [286]    train-error:0.196078
## [287]    train-error:0.196078
## [288]    train-error:0.193277
## [289]    train-error:0.193277
## [290]    train-error:0.193277
## [291]    train-error:0.190476
## [292]    train-error:0.193277
## [293]    train-error:0.190476
## [294]    train-error:0.190476
## [295]    train-error:0.190476
## [296]    train-error:0.187675
## [297]    train-error:0.187675
## [298]    train-error:0.187675
## [299]    train-error:0.187675
## [300]    train-error:0.187675
## [301]    train-error:0.187675
## [302]    train-error:0.187675
## [303]    train-error:0.187675
## [304]    train-error:0.187675
## [305]    train-error:0.190476
## [306]    train-error:0.187675
## [307]    train-error:0.190476
## [308]    train-error:0.190476
## [309]    train-error:0.190476
## [310]    train-error:0.184874
## [311]    train-error:0.193277
## [312]    train-error:0.187675
## [313]    train-error:0.187675
## [314]    train-error:0.190476
## [315]    train-error:0.187675
## [316]    train-error:0.184874
## [317]    train-error:0.184874
## [318]    train-error:0.190476
## [319]    train-error:0.187675
## [320]    train-error:0.187675
## [321]    train-error:0.190476
## [322]    train-error:0.187675
## [323]    train-error:0.187675
## [324]    train-error:0.196078
## [325]    train-error:0.190476
## [326]    train-error:0.190476
## [327]    train-error:0.190476
## [328]    train-error:0.190476
## [329]    train-error:0.190476
## [330]    train-error:0.190476
## [331]    train-error:0.196078
## [332]    train-error:0.196078
## [333]    train-error:0.196078
## [334]    train-error:0.196078
## [335]    train-error:0.196078
## [336]    train-error:0.193277
## [337]    train-error:0.190476
## [338]    train-error:0.190476
## [339]    train-error:0.193277
## [340]    train-error:0.190476
## [341]    train-error:0.190476
## [342]    train-error:0.193277
## [343]    train-error:0.190476
## [344]    train-error:0.193277
## [345]    train-error:0.193277
## [346]    train-error:0.193277
## [347]    train-error:0.193277
## [348]    train-error:0.193277
## [349]    train-error:0.196078
## [350]    train-error:0.190476
## [351]    train-error:0.190476
## [352]    train-error:0.190476
## [353]    train-error:0.190476
## [354]    train-error:0.190476
## [355]    train-error:0.190476
## [356]    train-error:0.190476
## [357]    train-error:0.190476
## [358]    train-error:0.193277
## [359]    train-error:0.193277
## [360]    train-error:0.190476
## [361]    train-error:0.193277
## [362]    train-error:0.193277
## [363]    train-error:0.190476
## [364]    train-error:0.190476
## [365]    train-error:0.190476
## [366]    train-error:0.190476
## [367]    train-error:0.190476
## [368]    train-error:0.190476
## [369]    train-error:0.190476
## [370]    train-error:0.190476
## [371]    train-error:0.190476
## [372]    train-error:0.190476
## [373]    train-error:0.193277
## [374]    train-error:0.193277
## [375]    train-error:0.193277
## [376]    train-error:0.193277
## [377]    train-error:0.193277
## [378]    train-error:0.193277
## [379]    train-error:0.193277
## [380]    train-error:0.193277
## [381]    train-error:0.193277
## [382]    train-error:0.193277
## [383]    train-error:0.193277
## [384]    train-error:0.193277
## [385]    train-error:0.193277
## [386]    train-error:0.193277
## [387]    train-error:0.193277
## [388]    train-error:0.193277
## [389]    train-error:0.193277
## [390]    train-error:0.193277
## [391]    train-error:0.193277
## [392]    train-error:0.193277
## [393]    train-error:0.193277
## [394]    train-error:0.193277
## [395]    train-error:0.193277
## [396]    train-error:0.193277
## [397]    train-error:0.193277
## [398]    train-error:0.193277
## [399]    train-error:0.193277
## [400]    train-error:0.193277
## [401]    train-error:0.193277
## [402]    train-error:0.193277
## [403]    train-error:0.193277
## [404]    train-error:0.193277
## [405]    train-error:0.193277
## [406]    train-error:0.193277
## [407]    train-error:0.193277
## [408]    train-error:0.193277
## [409]    train-error:0.193277
## [410]    train-error:0.193277
## [411]    train-error:0.193277
## [412]    train-error:0.193277
## [413]    train-error:0.196078
## [414]    train-error:0.193277
## [415]    train-error:0.196078
## [416]    train-error:0.196078
## [417]    train-error:0.196078
## [418]    train-error:0.196078
## [419]    train-error:0.196078
## [420]    train-error:0.196078
## [421]    train-error:0.196078
## [422]    train-error:0.196078
## [423]    train-error:0.198880
## [424]    train-error:0.198880
## [425]    train-error:0.198880
## [426]    train-error:0.198880
## [427]    train-error:0.196078
## [0]  train-error:0.308123
## [1]  train-error:0.316527
## [2]  train-error:0.316527
## [3]  train-error:0.310924
## [4]  train-error:0.310924
## [5]  train-error:0.235294
## [6]  train-error:0.226891
## [7]  train-error:0.224090
## [8]  train-error:0.221289
## [9]  train-error:0.229692
## [10] train-error:0.218487
## [11] train-error:0.215686
## [12] train-error:0.212885
## [13] train-error:0.212885
## [14] train-error:0.226891
## [15] train-error:0.212885
## [16] train-error:0.226891
## [17] train-error:0.224090
## [18] train-error:0.212885
## [19] train-error:0.212885
## [20] train-error:0.212885
## [21] train-error:0.226891
## [22] train-error:0.215686
## [23] train-error:0.218487
## [24] train-error:0.218487
## [25] train-error:0.215686
## [26] train-error:0.215686
## [27] train-error:0.212885
## [28] train-error:0.215686
## [29] train-error:0.215686
## [30] train-error:0.215686
## [31] train-error:0.215686
## [32] train-error:0.215686
## [33] train-error:0.215686
## [34] train-error:0.218487
## [35] train-error:0.215686
## [36] train-error:0.215686
## [37] train-error:0.215686
## [38] train-error:0.218487
## [39] train-error:0.215686
## [40] train-error:0.218487
## [41] train-error:0.218487
## [42] train-error:0.218487
## [43] train-error:0.218487
## [44] train-error:0.224090
## [45] train-error:0.224090
## [46] train-error:0.221289
## [47] train-error:0.224090
## [48] train-error:0.226891
## [49] train-error:0.226891
## [50] train-error:0.229692
## [51] train-error:0.218487
## [52] train-error:0.218487
## [53] train-error:0.224090
## [54] train-error:0.226891
## [55] train-error:0.218487
## [56] train-error:0.226891
## [57] train-error:0.221289
## [58] train-error:0.212885
## [59] train-error:0.218487
## [60] train-error:0.212885
## [61] train-error:0.212885
## [62] train-error:0.215686
## [63] train-error:0.212885
## [64] train-error:0.212885
## [65] train-error:0.215686
## [66] train-error:0.218487
## [67] train-error:0.226891
## [68] train-error:0.226891
## [69] train-error:0.221289
## [70] train-error:0.224090
## [71] train-error:0.224090
## [72] train-error:0.224090
## [73] train-error:0.226891
## [74] train-error:0.215686
## [75] train-error:0.212885
## [76] train-error:0.212885
## [77] train-error:0.212885
## [78] train-error:0.212885
## [79] train-error:0.212885
## [80] train-error:0.218487
## [81] train-error:0.221289
## [82] train-error:0.224090
## [83] train-error:0.224090
## [84] train-error:0.221289
## [85] train-error:0.224090
## [86] train-error:0.221289
## [87] train-error:0.224090
## [88] train-error:0.218487
## [89] train-error:0.218487
## [90] train-error:0.218487
## [91] train-error:0.224090
## [92] train-error:0.215686
## [93] train-error:0.224090
## [94] train-error:0.215686
## [95] train-error:0.215686
## [96] train-error:0.215686
## [97] train-error:0.215686
## [98] train-error:0.215686
## [99] train-error:0.221289
## [100]    train-error:0.221289
## [101]    train-error:0.221289
## [102]    train-error:0.221289
## [103]    train-error:0.221289
## [104]    train-error:0.221289
## [105]    train-error:0.221289
## [106]    train-error:0.221289
## [107]    train-error:0.221289
## [108]    train-error:0.221289
## [109]    train-error:0.215686
## [110]    train-error:0.221289
## [111]    train-error:0.221289
## [112]    train-error:0.221289
## [113]    train-error:0.221289
## [114]    train-error:0.221289
## [115]    train-error:0.218487
## [116]    train-error:0.215686
## [117]    train-error:0.215686
## [118]    train-error:0.215686
## [119]    train-error:0.215686
## [120]    train-error:0.218487
## [121]    train-error:0.215686
## [122]    train-error:0.215686
## [123]    train-error:0.215686
## [124]    train-error:0.218487
## [125]    train-error:0.215686
## [126]    train-error:0.215686
## [127]    train-error:0.215686
## [128]    train-error:0.215686
## [129]    train-error:0.215686
## [130]    train-error:0.218487
## [131]    train-error:0.212885
## [132]    train-error:0.212885
## [133]    train-error:0.218487
## [134]    train-error:0.218487
## [135]    train-error:0.218487
## [136]    train-error:0.218487
## [137]    train-error:0.218487
## [138]    train-error:0.218487
## [139]    train-error:0.215686
## [140]    train-error:0.212885
## [141]    train-error:0.215686
## [142]    train-error:0.218487
## [143]    train-error:0.215686
## [144]    train-error:0.218487
## [145]    train-error:0.218487
## [146]    train-error:0.212885
## [147]    train-error:0.215686
## [148]    train-error:0.212885
## [149]    train-error:0.215686
## [150]    train-error:0.215686
## [151]    train-error:0.218487
## [152]    train-error:0.215686
## [153]    train-error:0.218487
## [154]    train-error:0.218487
## [155]    train-error:0.218487
## [156]    train-error:0.215686
## [157]    train-error:0.215686
## [158]    train-error:0.215686
## [159]    train-error:0.218487
## [160]    train-error:0.215686
## [161]    train-error:0.212885
## [162]    train-error:0.212885
## [163]    train-error:0.212885
## [164]    train-error:0.212885
## [165]    train-error:0.212885
## [166]    train-error:0.212885
## [167]    train-error:0.212885
## [168]    train-error:0.212885
## [169]    train-error:0.212885
## [170]    train-error:0.215686
## [171]    train-error:0.215686
## [172]    train-error:0.212885
## [173]    train-error:0.215686
## [174]    train-error:0.218487
## [175]    train-error:0.215686
## [176]    train-error:0.212885
## [177]    train-error:0.218487
## [178]    train-error:0.218487
## [179]    train-error:0.218487
## [180]    train-error:0.212885
## [181]    train-error:0.212885
## [182]    train-error:0.212885
## [183]    train-error:0.212885
## [184]    train-error:0.212885
## [185]    train-error:0.212885
## [186]    train-error:0.210084
## [187]    train-error:0.210084
## [188]    train-error:0.215686
## [189]    train-error:0.218487
## [190]    train-error:0.218487
## [191]    train-error:0.218487
## [192]    train-error:0.218487
## [193]    train-error:0.218487
## [194]    train-error:0.218487
## [195]    train-error:0.218487
## [196]    train-error:0.218487
## [197]    train-error:0.212885
## [198]    train-error:0.212885
## [199]    train-error:0.218487
## [200]    train-error:0.218487
## [201]    train-error:0.218487
## [202]    train-error:0.212885
## [203]    train-error:0.212885
## [204]    train-error:0.212885
## [205]    train-error:0.212885
## [206]    train-error:0.210084
## [207]    train-error:0.210084
## [208]    train-error:0.210084
## [209]    train-error:0.210084
## [210]    train-error:0.210084
## [211]    train-error:0.212885
## [212]    train-error:0.212885
## [213]    train-error:0.212885
## [214]    train-error:0.210084
## [215]    train-error:0.212885
## [216]    train-error:0.212885
## [217]    train-error:0.210084
## [218]    train-error:0.207283
## [219]    train-error:0.210084
## [220]    train-error:0.207283
## [221]    train-error:0.204482
## [222]    train-error:0.204482
## [223]    train-error:0.204482
## [224]    train-error:0.201681
## [225]    train-error:0.198880
## [226]    train-error:0.198880
## [227]    train-error:0.201681
## [228]    train-error:0.201681
## [229]    train-error:0.204482
## [230]    train-error:0.201681
## [231]    train-error:0.198880
## [232]    train-error:0.198880
## [233]    train-error:0.198880
## [234]    train-error:0.198880
## [235]    train-error:0.198880
## [236]    train-error:0.198880
## [237]    train-error:0.198880
## [238]    train-error:0.198880
## [239]    train-error:0.198880
## [240]    train-error:0.198880
## [241]    train-error:0.198880
## [242]    train-error:0.201681
## [243]    train-error:0.198880
## [244]    train-error:0.198880
## [245]    train-error:0.201681
## [246]    train-error:0.201681
## [247]    train-error:0.201681
## [248]    train-error:0.201681
## [249]    train-error:0.204482
## [250]    train-error:0.201681
## [251]    train-error:0.201681
## [252]    train-error:0.198880
## [253]    train-error:0.198880
## [254]    train-error:0.198880
## [255]    train-error:0.198880
## [256]    train-error:0.198880
## [257]    train-error:0.198880
## [258]    train-error:0.201681
## [259]    train-error:0.201681
## [260]    train-error:0.201681
## [261]    train-error:0.198880
## [262]    train-error:0.198880
## [263]    train-error:0.198880
## [264]    train-error:0.198880
## [265]    train-error:0.198880
## [266]    train-error:0.198880
## [267]    train-error:0.198880
## [268]    train-error:0.198880
## [269]    train-error:0.198880
## [270]    train-error:0.198880
## [271]    train-error:0.198880
## [272]    train-error:0.198880
## [273]    train-error:0.198880
## [274]    train-error:0.198880
## [275]    train-error:0.198880
## [276]    train-error:0.201681
## [277]    train-error:0.201681
## [278]    train-error:0.201681
## [279]    train-error:0.198880
## [280]    train-error:0.198880
## [281]    train-error:0.196078
## [282]    train-error:0.198880
## [283]    train-error:0.198880
## [284]    train-error:0.198880
## [285]    train-error:0.198880
## [286]    train-error:0.198880
## [287]    train-error:0.198880
## [288]    train-error:0.198880
## [289]    train-error:0.198880
## [290]    train-error:0.198880
## [291]    train-error:0.198880
## [292]    train-error:0.198880
## [293]    train-error:0.198880
## [294]    train-error:0.198880
## [295]    train-error:0.198880
## [296]    train-error:0.198880
## [297]    train-error:0.198880
## [298]    train-error:0.198880
## [299]    train-error:0.198880
## [300]    train-error:0.198880
## [301]    train-error:0.198880
## [302]    train-error:0.198880
## [303]    train-error:0.198880
## [304]    train-error:0.201681
## [305]    train-error:0.201681
## [306]    train-error:0.198880
## [307]    train-error:0.204482
## [308]    train-error:0.204482
## [309]    train-error:0.198880
## [310]    train-error:0.207283
## [311]    train-error:0.207283
## [312]    train-error:0.207283
## [313]    train-error:0.198880
## [314]    train-error:0.196078
## [315]    train-error:0.198880
## [316]    train-error:0.198880
## [317]    train-error:0.196078
## [318]    train-error:0.196078
## [319]    train-error:0.196078
## [320]    train-error:0.196078
## [321]    train-error:0.196078
## [322]    train-error:0.196078
## [323]    train-error:0.196078
## [324]    train-error:0.196078
## [325]    train-error:0.196078
## [326]    train-error:0.196078
## [327]    train-error:0.196078
## [328]    train-error:0.196078
## [329]    train-error:0.196078
## [330]    train-error:0.196078
## [331]    train-error:0.196078
## [332]    train-error:0.196078
## [333]    train-error:0.196078
## [334]    train-error:0.196078
## [335]    train-error:0.196078
## [336]    train-error:0.196078
## [337]    train-error:0.196078
## [338]    train-error:0.196078
## [339]    train-error:0.196078
## [340]    train-error:0.196078
## [341]    train-error:0.196078
## [342]    train-error:0.198880
## [343]    train-error:0.196078
## [344]    train-error:0.196078
## [345]    train-error:0.196078
## [346]    train-error:0.196078
## [347]    train-error:0.196078
## [348]    train-error:0.193277
## [349]    train-error:0.193277
## [350]    train-error:0.196078
## [351]    train-error:0.196078
## [352]    train-error:0.198880
## [353]    train-error:0.198880
## [354]    train-error:0.198880
## [355]    train-error:0.196078
## [356]    train-error:0.193277
## [357]    train-error:0.193277
## [358]    train-error:0.193277
## [359]    train-error:0.193277
## [360]    train-error:0.193277
## [361]    train-error:0.193277
## [362]    train-error:0.193277
## [363]    train-error:0.193277
## [364]    train-error:0.193277
## [365]    train-error:0.193277
## [366]    train-error:0.193277
## [367]    train-error:0.193277
## [368]    train-error:0.193277
## [369]    train-error:0.193277
## [370]    train-error:0.193277
## [371]    train-error:0.193277
## [372]    train-error:0.193277
## [373]    train-error:0.193277
## [374]    train-error:0.193277
## [375]    train-error:0.193277
## [376]    train-error:0.193277
## [377]    train-error:0.196078
## [378]    train-error:0.196078
## [379]    train-error:0.193277
## [380]    train-error:0.193277
## [381]    train-error:0.193277
## [382]    train-error:0.193277
## [383]    train-error:0.193277
## [384]    train-error:0.193277
## [385]    train-error:0.193277
## [386]    train-error:0.193277
## [387]    train-error:0.193277
## [388]    train-error:0.193277
## [389]    train-error:0.193277
## [390]    train-error:0.198880
## [391]    train-error:0.198880
## [392]    train-error:0.198880
## [393]    train-error:0.198880
## [394]    train-error:0.198880
## [395]    train-error:0.198880
## [396]    train-error:0.196078
## [397]    train-error:0.198880
## [398]    train-error:0.198880
## [399]    train-error:0.198880
## [400]    train-error:0.196078
## [401]    train-error:0.196078
## [402]    train-error:0.196078
## [403]    train-error:0.196078
## [404]    train-error:0.196078
## [405]    train-error:0.196078
## [406]    train-error:0.196078
## [407]    train-error:0.196078
## [408]    train-error:0.196078
## [409]    train-error:0.198880
## [410]    train-error:0.198880
## [411]    train-error:0.198880
## [412]    train-error:0.196078
## [413]    train-error:0.198880
## [414]    train-error:0.198880
## [415]    train-error:0.198880
## [416]    train-error:0.198880
## [417]    train-error:0.198880
## [418]    train-error:0.198880
## [419]    train-error:0.198880
## [420]    train-error:0.198880
## [421]    train-error:0.198880
## [422]    train-error:0.198880
## [423]    train-error:0.198880
## [424]    train-error:0.198880
## [425]    train-error:0.198880
## [426]    train-error:0.198880
## [427]    train-error:0.196078
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.206704
## [4]  train-error:0.206704
## [5]  train-error:0.206704
## [6]  train-error:0.189944
## [7]  train-error:0.195531
## [8]  train-error:0.187151
## [9]  train-error:0.187151
## [10] train-error:0.209497
## [11] train-error:0.189944
## [12] train-error:0.212290
## [13] train-error:0.195531
## [14] train-error:0.203911
## [15] train-error:0.203911
## [16] train-error:0.192737
## [17] train-error:0.203911
## [18] train-error:0.187151
## [19] train-error:0.187151
## [20] train-error:0.178771
## [21] train-error:0.175978
## [22] train-error:0.175978
## [23] train-error:0.175978
## [24] train-error:0.175978
## [25] train-error:0.181564
## [26] train-error:0.175978
## [27] train-error:0.175978
## [28] train-error:0.170391
## [29] train-error:0.173184
## [30] train-error:0.170391
## [31] train-error:0.170391
## [32] train-error:0.178771
## [33] train-error:0.170391
## [34] train-error:0.175978
## [35] train-error:0.170391
## [36] train-error:0.170391
## [37] train-error:0.167598
## [38] train-error:0.167598
## [39] train-error:0.167598
## [40] train-error:0.167598
## [41] train-error:0.170391
## [42] train-error:0.173184
## [43] train-error:0.170391
## [44] train-error:0.167598
## [45] train-error:0.170391
## [46] train-error:0.170391
## [47] train-error:0.167598
## [48] train-error:0.175978
## [49] train-error:0.173184
## [50] train-error:0.173184
## [51] train-error:0.162011
## [52] train-error:0.173184
## [53] train-error:0.170391
## [54] train-error:0.170391
## [55] train-error:0.170391
## [56] train-error:0.167598
## [57] train-error:0.164804
## [58] train-error:0.170391
## [59] train-error:0.167598
## [60] train-error:0.170391
## [61] train-error:0.170391
## [62] train-error:0.173184
## [63] train-error:0.164804
## [64] train-error:0.164804
## [65] train-error:0.164804
## [66] train-error:0.162011
## [67] train-error:0.162011
## [68] train-error:0.164804
## [69] train-error:0.170391
## [70] train-error:0.162011
## [71] train-error:0.162011
## [72] train-error:0.162011
## [73] train-error:0.159218
## [74] train-error:0.159218
## [75] train-error:0.159218
## [76] train-error:0.159218
## [77] train-error:0.156425
## [78] train-error:0.159218
## [79] train-error:0.159218
## [80] train-error:0.164804
## [81] train-error:0.167598
## [82] train-error:0.167598
## [83] train-error:0.173184
## [84] train-error:0.170391
## [85] train-error:0.170391
## [86] train-error:0.170391
## [87] train-error:0.167598
## [88] train-error:0.167598
## [89] train-error:0.170391
## [90] train-error:0.170391
## [91] train-error:0.167598
## [92] train-error:0.159218
## [93] train-error:0.170391
## [94] train-error:0.156425
## [95] train-error:0.162011
## [96] train-error:0.164804
## [97] train-error:0.167598
## [98] train-error:0.164804
## [99] train-error:0.167598
## [100]    train-error:0.170391
## [101]    train-error:0.164804
## [102]    train-error:0.167598
## [103]    train-error:0.164804
## [104]    train-error:0.167598
## [105]    train-error:0.164804
## [106]    train-error:0.170391
## [107]    train-error:0.156425
## [108]    train-error:0.162011
## [109]    train-error:0.156425
## [110]    train-error:0.153631
## [111]    train-error:0.156425
## [112]    train-error:0.153631
## [113]    train-error:0.159218
## [114]    train-error:0.156425
## [115]    train-error:0.156425
## [116]    train-error:0.153631
## [117]    train-error:0.167598
## [118]    train-error:0.162011
## [119]    train-error:0.164804
## [120]    train-error:0.159218
## [121]    train-error:0.159218
## [122]    train-error:0.173184
## [123]    train-error:0.164804
## [124]    train-error:0.162011
## [125]    train-error:0.167598
## [126]    train-error:0.159218
## [127]    train-error:0.162011
## [128]    train-error:0.162011
## [129]    train-error:0.159218
## [130]    train-error:0.159218
## [131]    train-error:0.150838
## [132]    train-error:0.150838
## [133]    train-error:0.150838
## [134]    train-error:0.150838
## [135]    train-error:0.150838
## [136]    train-error:0.153631
## [137]    train-error:0.150838
## [138]    train-error:0.150838
## [139]    train-error:0.156425
## [140]    train-error:0.150838
## [141]    train-error:0.153631
## [142]    train-error:0.150838
## [143]    train-error:0.153631
## [144]    train-error:0.150838
## [145]    train-error:0.150838
## [146]    train-error:0.153631
## [147]    train-error:0.145251
## [148]    train-error:0.148045
## [149]    train-error:0.148045
## [150]    train-error:0.150838
## [151]    train-error:0.150838
## [152]    train-error:0.153631
## [153]    train-error:0.153631
## [154]    train-error:0.150838
## [155]    train-error:0.150838
## [156]    train-error:0.150838
## [157]    train-error:0.153631
## [158]    train-error:0.153631
## [159]    train-error:0.156425
## [160]    train-error:0.153631
## [161]    train-error:0.159218
## [162]    train-error:0.156425
## [163]    train-error:0.156425
## [164]    train-error:0.159218
## [165]    train-error:0.145251
## [166]    train-error:0.145251
## [167]    train-error:0.145251
## [168]    train-error:0.145251
## [169]    train-error:0.150838
## [170]    train-error:0.150838
## [171]    train-error:0.150838
## [172]    train-error:0.150838
## [173]    train-error:0.148045
## [174]    train-error:0.148045
## [175]    train-error:0.148045
## [176]    train-error:0.150838
## [177]    train-error:0.145251
## [178]    train-error:0.153631
## [179]    train-error:0.153631
## [180]    train-error:0.153631
## [181]    train-error:0.150838
## [182]    train-error:0.156425
## [183]    train-error:0.148045
## [184]    train-error:0.153631
## [185]    train-error:0.153631
## [186]    train-error:0.153631
## [187]    train-error:0.142458
## [188]    train-error:0.142458
## [189]    train-error:0.142458
## [190]    train-error:0.148045
## [191]    train-error:0.148045
## [192]    train-error:0.148045
## [193]    train-error:0.148045
## [194]    train-error:0.145251
## [195]    train-error:0.148045
## [196]    train-error:0.148045
## [197]    train-error:0.148045
## [198]    train-error:0.148045
## [199]    train-error:0.145251
## [200]    train-error:0.148045
## [201]    train-error:0.148045
## [202]    train-error:0.150838
## [203]    train-error:0.148045
## [204]    train-error:0.148045
## [205]    train-error:0.145251
## [206]    train-error:0.148045
## [207]    train-error:0.148045
## [208]    train-error:0.148045
## [209]    train-error:0.145251
## [210]    train-error:0.142458
## [211]    train-error:0.142458
## [212]    train-error:0.142458
## [213]    train-error:0.139665
## [214]    train-error:0.145251
## [215]    train-error:0.148045
## [216]    train-error:0.145251
## [217]    train-error:0.145251
## [218]    train-error:0.142458
## [219]    train-error:0.142458
## [220]    train-error:0.142458
## [221]    train-error:0.142458
## [222]    train-error:0.145251
## [223]    train-error:0.145251
## [224]    train-error:0.142458
## [225]    train-error:0.145251
## [226]    train-error:0.142458
## [227]    train-error:0.145251
## [228]    train-error:0.145251
## [229]    train-error:0.139665
## [230]    train-error:0.142458
## [231]    train-error:0.136872
## [232]    train-error:0.142458
## [233]    train-error:0.139665
## [234]    train-error:0.142458
## [235]    train-error:0.134078
## [236]    train-error:0.134078
## [237]    train-error:0.136872
## [238]    train-error:0.145251
## [0]  train-error:0.190476
## [1]  train-error:0.179272
## [2]  train-error:0.182073
## [3]  train-error:0.182073
## [4]  train-error:0.182073
## [5]  train-error:0.190476
## [6]  train-error:0.179272
## [7]  train-error:0.184874
## [8]  train-error:0.179272
## [9]  train-error:0.184874
## [10] train-error:0.179272
## [11] train-error:0.168067
## [12] train-error:0.170868
## [13] train-error:0.176471
## [14] train-error:0.179272
## [15] train-error:0.170868
## [16] train-error:0.170868
## [17] train-error:0.165266
## [18] train-error:0.162465
## [19] train-error:0.165266
## [20] train-error:0.168067
## [21] train-error:0.170868
## [22] train-error:0.165266
## [23] train-error:0.165266
## [24] train-error:0.165266
## [25] train-error:0.162465
## [26] train-error:0.154062
## [27] train-error:0.154062
## [28] train-error:0.156863
## [29] train-error:0.156863
## [30] train-error:0.151261
## [31] train-error:0.159664
## [32] train-error:0.151261
## [33] train-error:0.154062
## [34] train-error:0.159664
## [35] train-error:0.154062
## [36] train-error:0.145658
## [37] train-error:0.142857
## [38] train-error:0.140056
## [39] train-error:0.145658
## [40] train-error:0.142857
## [41] train-error:0.142857
## [42] train-error:0.142857
## [43] train-error:0.142857
## [44] train-error:0.148459
## [45] train-error:0.128852
## [46] train-error:0.134454
## [47] train-error:0.137255
## [48] train-error:0.137255
## [49] train-error:0.148459
## [50] train-error:0.148459
## [51] train-error:0.148459
## [52] train-error:0.151261
## [53] train-error:0.154062
## [54] train-error:0.137255
## [55] train-error:0.128852
## [56] train-error:0.126050
## [57] train-error:0.126050
## [58] train-error:0.134454
## [59] train-error:0.128852
## [60] train-error:0.134454
## [61] train-error:0.128852
## [62] train-error:0.137255
## [63] train-error:0.131653
## [64] train-error:0.137255
## [65] train-error:0.140056
## [66] train-error:0.142857
## [67] train-error:0.145658
## [68] train-error:0.148459
## [69] train-error:0.148459
## [70] train-error:0.145658
## [71] train-error:0.137255
## [72] train-error:0.137255
## [73] train-error:0.148459
## [74] train-error:0.148459
## [75] train-error:0.140056
## [76] train-error:0.140056
## [77] train-error:0.142857
## [78] train-error:0.145658
## [79] train-error:0.140056
## [80] train-error:0.137255
## [81] train-error:0.137255
## [82] train-error:0.137255
## [83] train-error:0.137255
## [84] train-error:0.140056
## [85] train-error:0.134454
## [86] train-error:0.134454
## [87] train-error:0.128852
## [88] train-error:0.126050
## [89] train-error:0.126050
## [90] train-error:0.131653
## [91] train-error:0.131653
## [92] train-error:0.128852
## [93] train-error:0.128852
## [94] train-error:0.126050
## [95] train-error:0.128852
## [96] train-error:0.131653
## [97] train-error:0.128852
## [98] train-error:0.128852
## [99] train-error:0.134454
## [100]    train-error:0.137255
## [101]    train-error:0.134454
## [102]    train-error:0.134454
## [103]    train-error:0.128852
## [104]    train-error:0.128852
## [105]    train-error:0.128852
## [106]    train-error:0.131653
## [107]    train-error:0.131653
## [108]    train-error:0.131653
## [109]    train-error:0.126050
## [110]    train-error:0.117647
## [111]    train-error:0.137255
## [112]    train-error:0.131653
## [113]    train-error:0.131653
## [114]    train-error:0.134454
## [115]    train-error:0.137255
## [116]    train-error:0.134454
## [117]    train-error:0.126050
## [118]    train-error:0.131653
## [119]    train-error:0.137255
## [120]    train-error:0.134454
## [121]    train-error:0.140056
## [122]    train-error:0.137255
## [123]    train-error:0.131653
## [124]    train-error:0.128852
## [125]    train-error:0.131653
## [126]    train-error:0.134454
## [127]    train-error:0.137255
## [128]    train-error:0.131653
## [129]    train-error:0.134454
## [130]    train-error:0.137255
## [131]    train-error:0.131653
## [132]    train-error:0.131653
## [133]    train-error:0.131653
## [134]    train-error:0.128852
## [135]    train-error:0.128852
## [136]    train-error:0.126050
## [137]    train-error:0.126050
## [138]    train-error:0.123249
## [139]    train-error:0.123249
## [140]    train-error:0.120448
## [141]    train-error:0.126050
## [142]    train-error:0.126050
## [143]    train-error:0.120448
## [144]    train-error:0.120448
## [145]    train-error:0.123249
## [146]    train-error:0.128852
## [147]    train-error:0.126050
## [148]    train-error:0.123249
## [149]    train-error:0.126050
## [150]    train-error:0.126050
## [151]    train-error:0.128852
## [152]    train-error:0.126050
## [153]    train-error:0.123249
## [154]    train-error:0.128852
## [155]    train-error:0.120448
## [156]    train-error:0.126050
## [157]    train-error:0.126050
## [158]    train-error:0.126050
## [159]    train-error:0.120448
## [160]    train-error:0.123249
## [161]    train-error:0.126050
## [162]    train-error:0.120448
## [163]    train-error:0.114846
## [164]    train-error:0.117647
## [165]    train-error:0.117647
## [166]    train-error:0.114846
## [167]    train-error:0.120448
## [168]    train-error:0.123249
## [169]    train-error:0.117647
## [170]    train-error:0.114846
## [171]    train-error:0.117647
## [172]    train-error:0.114846
## [173]    train-error:0.112045
## [174]    train-error:0.114846
## [175]    train-error:0.126050
## [176]    train-error:0.126050
## [177]    train-error:0.126050
## [178]    train-error:0.123249
## [179]    train-error:0.123249
## [180]    train-error:0.120448
## [181]    train-error:0.123249
## [182]    train-error:0.128852
## [183]    train-error:0.131653
## [184]    train-error:0.128852
## [185]    train-error:0.128852
## [186]    train-error:0.126050
## [187]    train-error:0.128852
## [188]    train-error:0.131653
## [189]    train-error:0.128852
## [190]    train-error:0.123249
## [191]    train-error:0.123249
## [192]    train-error:0.137255
## [193]    train-error:0.126050
## [194]    train-error:0.128852
## [195]    train-error:0.128852
## [196]    train-error:0.131653
## [197]    train-error:0.126050
## [198]    train-error:0.128852
## [199]    train-error:0.128852
## [200]    train-error:0.128852
## [201]    train-error:0.120448
## [202]    train-error:0.120448
## [203]    train-error:0.120448
## [204]    train-error:0.126050
## [205]    train-error:0.120448
## [206]    train-error:0.120448
## [207]    train-error:0.120448
## [208]    train-error:0.123249
## [209]    train-error:0.120448
## [210]    train-error:0.123249
## [211]    train-error:0.123249
## [212]    train-error:0.128852
## [213]    train-error:0.123249
## [214]    train-error:0.126050
## [215]    train-error:0.126050
## [216]    train-error:0.123249
## [217]    train-error:0.123249
## [218]    train-error:0.117647
## [219]    train-error:0.123249
## [220]    train-error:0.128852
## [221]    train-error:0.126050
## [222]    train-error:0.126050
## [223]    train-error:0.126050
## [224]    train-error:0.128852
## [225]    train-error:0.126050
## [226]    train-error:0.126050
## [227]    train-error:0.126050
## [228]    train-error:0.123249
## [229]    train-error:0.123249
## [230]    train-error:0.126050
## [231]    train-error:0.114846
## [232]    train-error:0.117647
## [233]    train-error:0.112045
## [234]    train-error:0.117647
## [235]    train-error:0.120448
## [236]    train-error:0.114846
## [237]    train-error:0.120448
## [238]    train-error:0.117647
## [0]  train-error:0.347339
## [1]  train-error:0.210084
## [2]  train-error:0.198880
## [3]  train-error:0.210084
## [4]  train-error:0.207283
## [5]  train-error:0.198880
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.187675
## [9]  train-error:0.170868
## [10] train-error:0.173669
## [11] train-error:0.176471
## [12] train-error:0.176471
## [13] train-error:0.173669
## [14] train-error:0.170868
## [15] train-error:0.176471
## [16] train-error:0.173669
## [17] train-error:0.173669
## [18] train-error:0.170868
## [19] train-error:0.173669
## [20] train-error:0.173669
## [21] train-error:0.170868
## [22] train-error:0.159664
## [23] train-error:0.165266
## [24] train-error:0.170868
## [25] train-error:0.168067
## [26] train-error:0.165266
## [27] train-error:0.165266
## [28] train-error:0.159664
## [29] train-error:0.170868
## [30] train-error:0.162465
## [31] train-error:0.168067
## [32] train-error:0.162465
## [33] train-error:0.165266
## [34] train-error:0.159664
## [35] train-error:0.159664
## [36] train-error:0.151261
## [37] train-error:0.156863
## [38] train-error:0.148459
## [39] train-error:0.142857
## [40] train-error:0.145658
## [41] train-error:0.148459
## [42] train-error:0.148459
## [43] train-error:0.148459
## [44] train-error:0.142857
## [45] train-error:0.140056
## [46] train-error:0.145658
## [47] train-error:0.140056
## [48] train-error:0.140056
## [49] train-error:0.142857
## [50] train-error:0.148459
## [51] train-error:0.145658
## [52] train-error:0.154062
## [53] train-error:0.154062
## [54] train-error:0.142857
## [55] train-error:0.142857
## [56] train-error:0.156863
## [57] train-error:0.151261
## [58] train-error:0.154062
## [59] train-error:0.154062
## [60] train-error:0.142857
## [61] train-error:0.137255
## [62] train-error:0.137255
## [63] train-error:0.134454
## [64] train-error:0.137255
## [65] train-error:0.142857
## [66] train-error:0.140056
## [67] train-error:0.142857
## [68] train-error:0.131653
## [69] train-error:0.134454
## [70] train-error:0.134454
## [71] train-error:0.137255
## [72] train-error:0.134454
## [73] train-error:0.134454
## [74] train-error:0.131653
## [75] train-error:0.134454
## [76] train-error:0.137255
## [77] train-error:0.137255
## [78] train-error:0.134454
## [79] train-error:0.137255
## [80] train-error:0.131653
## [81] train-error:0.134454
## [82] train-error:0.142857
## [83] train-error:0.137255
## [84] train-error:0.131653
## [85] train-error:0.128852
## [86] train-error:0.131653
## [87] train-error:0.128852
## [88] train-error:0.137255
## [89] train-error:0.140056
## [90] train-error:0.131653
## [91] train-error:0.137255
## [92] train-error:0.137255
## [93] train-error:0.137255
## [94] train-error:0.140056
## [95] train-error:0.131653
## [96] train-error:0.131653
## [97] train-error:0.126050
## [98] train-error:0.128852
## [99] train-error:0.131653
## [100]    train-error:0.131653
## [101]    train-error:0.126050
## [102]    train-error:0.128852
## [103]    train-error:0.126050
## [104]    train-error:0.123249
## [105]    train-error:0.120448
## [106]    train-error:0.131653
## [107]    train-error:0.128852
## [108]    train-error:0.123249
## [109]    train-error:0.123249
## [110]    train-error:0.131653
## [111]    train-error:0.137255
## [112]    train-error:0.134454
## [113]    train-error:0.137255
## [114]    train-error:0.131653
## [115]    train-error:0.128852
## [116]    train-error:0.128852
## [117]    train-error:0.128852
## [118]    train-error:0.126050
## [119]    train-error:0.134454
## [120]    train-error:0.128852
## [121]    train-error:0.128852
## [122]    train-error:0.137255
## [123]    train-error:0.131653
## [124]    train-error:0.131653
## [125]    train-error:0.128852
## [126]    train-error:0.126050
## [127]    train-error:0.126050
## [128]    train-error:0.126050
## [129]    train-error:0.126050
## [130]    train-error:0.128852
## [131]    train-error:0.128852
## [132]    train-error:0.131653
## [133]    train-error:0.131653
## [134]    train-error:0.128852
## [135]    train-error:0.126050
## [136]    train-error:0.128852
## [137]    train-error:0.128852
## [138]    train-error:0.120448
## [139]    train-error:0.128852
## [140]    train-error:0.128852
## [141]    train-error:0.123249
## [142]    train-error:0.128852
## [143]    train-error:0.131653
## [144]    train-error:0.120448
## [145]    train-error:0.120448
## [146]    train-error:0.128852
## [147]    train-error:0.126050
## [148]    train-error:0.128852
## [149]    train-error:0.126050
## [150]    train-error:0.126050
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.128852
## [154]    train-error:0.128852
## [155]    train-error:0.123249
## [156]    train-error:0.123249
## [157]    train-error:0.126050
## [158]    train-error:0.126050
## [159]    train-error:0.123249
## [160]    train-error:0.126050
## [161]    train-error:0.123249
## [162]    train-error:0.126050
## [163]    train-error:0.126050
## [164]    train-error:0.137255
## [165]    train-error:0.131653
## [166]    train-error:0.123249
## [167]    train-error:0.126050
## [168]    train-error:0.128852
## [169]    train-error:0.126050
## [170]    train-error:0.126050
## [171]    train-error:0.126050
## [172]    train-error:0.117647
## [173]    train-error:0.114846
## [174]    train-error:0.120448
## [175]    train-error:0.120448
## [176]    train-error:0.123249
## [177]    train-error:0.126050
## [178]    train-error:0.123249
## [179]    train-error:0.123249
## [180]    train-error:0.123249
## [181]    train-error:0.120448
## [182]    train-error:0.126050
## [183]    train-error:0.126050
## [184]    train-error:0.120448
## [185]    train-error:0.123249
## [186]    train-error:0.126050
## [187]    train-error:0.128852
## [188]    train-error:0.126050
## [189]    train-error:0.128852
## [190]    train-error:0.126050
## [191]    train-error:0.126050
## [192]    train-error:0.126050
## [193]    train-error:0.134454
## [194]    train-error:0.134454
## [195]    train-error:0.128852
## [196]    train-error:0.128852
## [197]    train-error:0.123249
## [198]    train-error:0.123249
## [199]    train-error:0.126050
## [200]    train-error:0.126050
## [201]    train-error:0.126050
## [202]    train-error:0.123249
## [203]    train-error:0.123249
## [204]    train-error:0.123249
## [205]    train-error:0.126050
## [206]    train-error:0.128852
## [207]    train-error:0.128852
## [208]    train-error:0.123249
## [209]    train-error:0.126050
## [210]    train-error:0.128852
## [211]    train-error:0.126050
## [212]    train-error:0.123249
## [213]    train-error:0.126050
## [214]    train-error:0.117647
## [215]    train-error:0.120448
## [216]    train-error:0.120448
## [217]    train-error:0.120448
## [218]    train-error:0.123249
## [219]    train-error:0.117647
## [220]    train-error:0.120448
## [221]    train-error:0.117647
## [222]    train-error:0.117647
## [223]    train-error:0.117647
## [224]    train-error:0.117647
## [225]    train-error:0.117647
## [226]    train-error:0.114846
## [227]    train-error:0.117647
## [228]    train-error:0.117647
## [229]    train-error:0.120448
## [230]    train-error:0.120448
## [231]    train-error:0.120448
## [232]    train-error:0.120448
## [233]    train-error:0.117647
## [234]    train-error:0.120448
## [235]    train-error:0.117647
## [236]    train-error:0.120448
## [237]    train-error:0.117647
## [238]    train-error:0.114846
## [0]  train-error:0.324022
## [1]  train-error:0.273743
## [2]  train-error:0.279330
## [3]  train-error:0.231844
## [4]  train-error:0.229050
## [5]  train-error:0.229050
## [6]  train-error:0.240223
## [7]  train-error:0.229050
## [8]  train-error:0.226257
## [9]  train-error:0.215084
## [10] train-error:0.212290
## [11] train-error:0.212290
## [12] train-error:0.212290
## [13] train-error:0.212290
## [14] train-error:0.215084
## [15] train-error:0.220670
## [16] train-error:0.220670
## [17] train-error:0.206704
## [18] train-error:0.206704
## [19] train-error:0.229050
## [20] train-error:0.226257
## [21] train-error:0.206704
## [22] train-error:0.220670
## [23] train-error:0.212290
## [24] train-error:0.201117
## [25] train-error:0.209497
## [26] train-error:0.212290
## [27] train-error:0.209497
## [28] train-error:0.201117
## [29] train-error:0.203911
## [30] train-error:0.203911
## [31] train-error:0.201117
## [32] train-error:0.201117
## [33] train-error:0.201117
## [34] train-error:0.195531
## [35] train-error:0.192737
## [36] train-error:0.203911
## [37] train-error:0.198324
## [38] train-error:0.201117
## [39] train-error:0.206704
## [40] train-error:0.198324
## [41] train-error:0.189944
## [42] train-error:0.192737
## [43] train-error:0.192737
## [44] train-error:0.187151
## [45] train-error:0.209497
## [46] train-error:0.187151
## [47] train-error:0.187151
## [48] train-error:0.192737
## [49] train-error:0.201117
## [50] train-error:0.203911
## [51] train-error:0.203911
## [52] train-error:0.203911
## [53] train-error:0.203911
## [54] train-error:0.201117
## [55] train-error:0.203911
## [56] train-error:0.201117
## [57] train-error:0.206704
## [58] train-error:0.203911
## [59] train-error:0.201117
## [60] train-error:0.206704
## [61] train-error:0.206704
## [62] train-error:0.203911
## [63] train-error:0.206704
## [64] train-error:0.203911
## [65] train-error:0.203911
## [66] train-error:0.201117
## [67] train-error:0.198324
## [68] train-error:0.201117
## [69] train-error:0.203911
## [70] train-error:0.203911
## [71] train-error:0.201117
## [72] train-error:0.203911
## [73] train-error:0.206704
## [74] train-error:0.203911
## [75] train-error:0.203911
## [76] train-error:0.203911
## [77] train-error:0.206704
## [78] train-error:0.206704
## [79] train-error:0.203911
## [80] train-error:0.209497
## [81] train-error:0.206704
## [82] train-error:0.195531
## [83] train-error:0.187151
## [84] train-error:0.187151
## [85] train-error:0.198324
## [86] train-error:0.184358
## [87] train-error:0.189944
## [88] train-error:0.187151
## [89] train-error:0.192737
## [90] train-error:0.187151
## [91] train-error:0.181564
## [92] train-error:0.175978
## [93] train-error:0.189944
## [94] train-error:0.184358
## [95] train-error:0.189944
## [96] train-error:0.189944
## [97] train-error:0.192737
## [98] train-error:0.187151
## [99] train-error:0.184358
## [100]    train-error:0.192737
## [101]    train-error:0.189944
## [102]    train-error:0.192737
## [103]    train-error:0.178771
## [104]    train-error:0.175978
## [105]    train-error:0.167598
## [106]    train-error:0.175978
## [107]    train-error:0.173184
## [108]    train-error:0.195531
## [109]    train-error:0.178771
## [110]    train-error:0.175978
## [111]    train-error:0.178771
## [112]    train-error:0.178771
## [113]    train-error:0.173184
## [114]    train-error:0.173184
## [115]    train-error:0.173184
## [116]    train-error:0.175978
## [117]    train-error:0.189944
## [118]    train-error:0.187151
## [119]    train-error:0.189944
## [120]    train-error:0.184358
## [121]    train-error:0.189944
## [122]    train-error:0.192737
## [123]    train-error:0.192737
## [124]    train-error:0.198324
## [125]    train-error:0.192737
## [126]    train-error:0.192737
## [127]    train-error:0.187151
## [128]    train-error:0.192737
## [129]    train-error:0.195531
## [130]    train-error:0.201117
## [131]    train-error:0.198324
## [132]    train-error:0.192737
## [133]    train-error:0.192737
## [134]    train-error:0.189944
## [135]    train-error:0.187151
## [136]    train-error:0.192737
## [137]    train-error:0.187151
## [138]    train-error:0.198324
## [139]    train-error:0.198324
## [140]    train-error:0.187151
## [141]    train-error:0.181564
## [142]    train-error:0.187151
## [143]    train-error:0.181564
## [144]    train-error:0.175978
## [145]    train-error:0.178771
## [146]    train-error:0.181564
## [147]    train-error:0.170391
## [148]    train-error:0.167598
## [149]    train-error:0.167598
## [150]    train-error:0.175978
## [151]    train-error:0.170391
## [152]    train-error:0.181564
## [153]    train-error:0.187151
## [154]    train-error:0.175978
## [155]    train-error:0.170391
## [156]    train-error:0.184358
## [157]    train-error:0.181564
## [158]    train-error:0.187151
## [159]    train-error:0.181564
## [160]    train-error:0.187151
## [161]    train-error:0.178771
## [162]    train-error:0.181564
## [163]    train-error:0.184358
## [164]    train-error:0.189944
## [165]    train-error:0.178771
## [166]    train-error:0.181564
## [167]    train-error:0.187151
## [168]    train-error:0.192737
## [169]    train-error:0.195531
## [170]    train-error:0.184358
## [171]    train-error:0.184358
## [172]    train-error:0.195531
## [173]    train-error:0.189944
## [174]    train-error:0.184358
## [175]    train-error:0.187151
## [176]    train-error:0.178771
## [177]    train-error:0.178771
## [178]    train-error:0.170391
## [179]    train-error:0.167598
## [180]    train-error:0.167598
## [181]    train-error:0.167598
## [182]    train-error:0.173184
## [183]    train-error:0.175978
## [184]    train-error:0.173184
## [185]    train-error:0.173184
## [186]    train-error:0.175978
## [187]    train-error:0.173184
## [188]    train-error:0.178771
## [189]    train-error:0.175978
## [190]    train-error:0.175978
## [191]    train-error:0.181564
## [192]    train-error:0.187151
## [193]    train-error:0.189944
## [194]    train-error:0.173184
## [195]    train-error:0.167598
## [196]    train-error:0.170391
## [197]    train-error:0.173184
## [198]    train-error:0.175978
## [199]    train-error:0.173184
## [200]    train-error:0.167598
## [201]    train-error:0.181564
## [202]    train-error:0.181564
## [203]    train-error:0.184358
## [204]    train-error:0.175978
## [205]    train-error:0.181564
## [206]    train-error:0.175978
## [207]    train-error:0.173184
## [208]    train-error:0.170391
## [209]    train-error:0.167598
## [210]    train-error:0.173184
## [211]    train-error:0.173184
## [212]    train-error:0.184358
## [213]    train-error:0.181564
## [214]    train-error:0.184358
## [215]    train-error:0.192737
## [216]    train-error:0.192737
## [217]    train-error:0.184358
## [218]    train-error:0.181564
## [219]    train-error:0.167598
## [220]    train-error:0.167598
## [221]    train-error:0.184358
## [222]    train-error:0.181564
## [223]    train-error:0.178771
## [224]    train-error:0.175978
## [225]    train-error:0.175978
## [226]    train-error:0.173184
## [227]    train-error:0.175978
## [228]    train-error:0.162011
## [229]    train-error:0.162011
## [230]    train-error:0.173184
## [231]    train-error:0.173184
## [232]    train-error:0.178771
## [233]    train-error:0.162011
## [234]    train-error:0.159218
## [235]    train-error:0.159218
## [236]    train-error:0.164804
## [237]    train-error:0.173184
## [238]    train-error:0.175978
## [239]    train-error:0.178771
## [240]    train-error:0.178771
## [241]    train-error:0.173184
## [0]  train-error:0.302521
## [1]  train-error:0.193277
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.193277
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.190476
## [12] train-error:0.187675
## [13] train-error:0.184874
## [14] train-error:0.182073
## [15] train-error:0.182073
## [16] train-error:0.176471
## [17] train-error:0.179272
## [18] train-error:0.190476
## [19] train-error:0.182073
## [20] train-error:0.187675
## [21] train-error:0.184874
## [22] train-error:0.187675
## [23] train-error:0.187675
## [24] train-error:0.184874
## [25] train-error:0.184874
## [26] train-error:0.187675
## [27] train-error:0.187675
## [28] train-error:0.187675
## [29] train-error:0.184874
## [30] train-error:0.184874
## [31] train-error:0.184874
## [32] train-error:0.184874
## [33] train-error:0.184874
## [34] train-error:0.184874
## [35] train-error:0.204482
## [36] train-error:0.198880
## [37] train-error:0.182073
## [38] train-error:0.190476
## [39] train-error:0.184874
## [40] train-error:0.187675
## [41] train-error:0.187675
## [42] train-error:0.190476
## [43] train-error:0.187675
## [44] train-error:0.187675
## [45] train-error:0.187675
## [46] train-error:0.190476
## [47] train-error:0.182073
## [48] train-error:0.182073
## [49] train-error:0.182073
## [50] train-error:0.182073
## [51] train-error:0.182073
## [52] train-error:0.182073
## [53] train-error:0.182073
## [54] train-error:0.182073
## [55] train-error:0.184874
## [56] train-error:0.198880
## [57] train-error:0.198880
## [58] train-error:0.187675
## [59] train-error:0.184874
## [60] train-error:0.170868
## [61] train-error:0.176471
## [62] train-error:0.173669
## [63] train-error:0.173669
## [64] train-error:0.176471
## [65] train-error:0.170868
## [66] train-error:0.170868
## [67] train-error:0.179272
## [68] train-error:0.187675
## [69] train-error:0.179272
## [70] train-error:0.187675
## [71] train-error:0.190476
## [72] train-error:0.190476
## [73] train-error:0.190476
## [74] train-error:0.190476
## [75] train-error:0.179272
## [76] train-error:0.173669
## [77] train-error:0.184874
## [78] train-error:0.184874
## [79] train-error:0.190476
## [80] train-error:0.187675
## [81] train-error:0.184874
## [82] train-error:0.187675
## [83] train-error:0.187675
## [84] train-error:0.184874
## [85] train-error:0.184874
## [86] train-error:0.184874
## [87] train-error:0.184874
## [88] train-error:0.187675
## [89] train-error:0.187675
## [90] train-error:0.190476
## [91] train-error:0.182073
## [92] train-error:0.190476
## [93] train-error:0.193277
## [94] train-error:0.187675
## [95] train-error:0.176471
## [96] train-error:0.176471
## [97] train-error:0.179272
## [98] train-error:0.176471
## [99] train-error:0.182073
## [100]    train-error:0.184874
## [101]    train-error:0.187675
## [102]    train-error:0.176471
## [103]    train-error:0.176471
## [104]    train-error:0.176471
## [105]    train-error:0.170868
## [106]    train-error:0.182073
## [107]    train-error:0.193277
## [108]    train-error:0.187675
## [109]    train-error:0.182073
## [110]    train-error:0.198880
## [111]    train-error:0.193277
## [112]    train-error:0.196078
## [113]    train-error:0.187675
## [114]    train-error:0.196078
## [115]    train-error:0.190476
## [116]    train-error:0.184874
## [117]    train-error:0.173669
## [118]    train-error:0.173669
## [119]    train-error:0.176471
## [120]    train-error:0.179272
## [121]    train-error:0.176471
## [122]    train-error:0.162465
## [123]    train-error:0.162465
## [124]    train-error:0.184874
## [125]    train-error:0.168067
## [126]    train-error:0.173669
## [127]    train-error:0.170868
## [128]    train-error:0.165266
## [129]    train-error:0.168067
## [130]    train-error:0.165266
## [131]    train-error:0.168067
## [132]    train-error:0.168067
## [133]    train-error:0.182073
## [134]    train-error:0.170868
## [135]    train-error:0.170868
## [136]    train-error:0.176471
## [137]    train-error:0.179272
## [138]    train-error:0.176471
## [139]    train-error:0.168067
## [140]    train-error:0.170868
## [141]    train-error:0.179272
## [142]    train-error:0.176471
## [143]    train-error:0.176471
## [144]    train-error:0.176471
## [145]    train-error:0.173669
## [146]    train-error:0.170868
## [147]    train-error:0.165266
## [148]    train-error:0.179272
## [149]    train-error:0.162465
## [150]    train-error:0.168067
## [151]    train-error:0.162465
## [152]    train-error:0.168067
## [153]    train-error:0.159664
## [154]    train-error:0.168067
## [155]    train-error:0.162465
## [156]    train-error:0.162465
## [157]    train-error:0.176471
## [158]    train-error:0.176471
## [159]    train-error:0.168067
## [160]    train-error:0.170868
## [161]    train-error:0.168067
## [162]    train-error:0.168067
## [163]    train-error:0.165266
## [164]    train-error:0.165266
## [165]    train-error:0.165266
## [166]    train-error:0.165266
## [167]    train-error:0.179272
## [168]    train-error:0.179272
## [169]    train-error:0.179272
## [170]    train-error:0.179272
## [171]    train-error:0.173669
## [172]    train-error:0.184874
## [173]    train-error:0.187675
## [174]    train-error:0.187675
## [175]    train-error:0.184874
## [176]    train-error:0.184874
## [177]    train-error:0.184874
## [178]    train-error:0.184874
## [179]    train-error:0.190476
## [180]    train-error:0.190476
## [181]    train-error:0.190476
## [182]    train-error:0.184874
## [183]    train-error:0.187675
## [184]    train-error:0.162465
## [185]    train-error:0.168067
## [186]    train-error:0.168067
## [187]    train-error:0.182073
## [188]    train-error:0.179272
## [189]    train-error:0.187675
## [190]    train-error:0.179272
## [191]    train-error:0.182073
## [192]    train-error:0.184874
## [193]    train-error:0.187675
## [194]    train-error:0.179272
## [195]    train-error:0.182073
## [196]    train-error:0.182073
## [197]    train-error:0.182073
## [198]    train-error:0.182073
## [199]    train-error:0.190476
## [200]    train-error:0.187675
## [201]    train-error:0.190476
## [202]    train-error:0.190476
## [203]    train-error:0.182073
## [204]    train-error:0.184874
## [205]    train-error:0.184874
## [206]    train-error:0.182073
## [207]    train-error:0.182073
## [208]    train-error:0.176471
## [209]    train-error:0.179272
## [210]    train-error:0.182073
## [211]    train-error:0.182073
## [212]    train-error:0.182073
## [213]    train-error:0.182073
## [214]    train-error:0.182073
## [215]    train-error:0.179272
## [216]    train-error:0.182073
## [217]    train-error:0.182073
## [218]    train-error:0.182073
## [219]    train-error:0.182073
## [220]    train-error:0.176471
## [221]    train-error:0.173669
## [222]    train-error:0.168067
## [223]    train-error:0.156863
## [224]    train-error:0.159664
## [225]    train-error:0.168067
## [226]    train-error:0.168067
## [227]    train-error:0.168067
## [228]    train-error:0.184874
## [229]    train-error:0.182073
## [230]    train-error:0.182073
## [231]    train-error:0.187675
## [232]    train-error:0.187675
## [233]    train-error:0.187675
## [234]    train-error:0.190476
## [235]    train-error:0.179272
## [236]    train-error:0.170868
## [237]    train-error:0.165266
## [238]    train-error:0.165266
## [239]    train-error:0.165266
## [240]    train-error:0.170868
## [241]    train-error:0.165266
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.257703
## [3]  train-error:0.240896
## [4]  train-error:0.235294
## [5]  train-error:0.235294
## [6]  train-error:0.210084
## [7]  train-error:0.212885
## [8]  train-error:0.226891
## [9]  train-error:0.224090
## [10] train-error:0.215686
## [11] train-error:0.224090
## [12] train-error:0.215686
## [13] train-error:0.210084
## [14] train-error:0.207283
## [15] train-error:0.204482
## [16] train-error:0.210084
## [17] train-error:0.204482
## [18] train-error:0.184874
## [19] train-error:0.193277
## [20] train-error:0.184874
## [21] train-error:0.196078
## [22] train-error:0.187675
## [23] train-error:0.190476
## [24] train-error:0.201681
## [25] train-error:0.204482
## [26] train-error:0.198880
## [27] train-error:0.187675
## [28] train-error:0.193277
## [29] train-error:0.184874
## [30] train-error:0.193277
## [31] train-error:0.176471
## [32] train-error:0.170868
## [33] train-error:0.184874
## [34] train-error:0.182073
## [35] train-error:0.190476
## [36] train-error:0.179272
## [37] train-error:0.184874
## [38] train-error:0.198880
## [39] train-error:0.196078
## [40] train-error:0.193277
## [41] train-error:0.190476
## [42] train-error:0.179272
## [43] train-error:0.176471
## [44] train-error:0.179272
## [45] train-error:0.182073
## [46] train-error:0.187675
## [47] train-error:0.179272
## [48] train-error:0.176471
## [49] train-error:0.182073
## [50] train-error:0.184874
## [51] train-error:0.176471
## [52] train-error:0.176471
## [53] train-error:0.182073
## [54] train-error:0.187675
## [55] train-error:0.201681
## [56] train-error:0.196078
## [57] train-error:0.196078
## [58] train-error:0.196078
## [59] train-error:0.190476
## [60] train-error:0.187675
## [61] train-error:0.196078
## [62] train-error:0.190476
## [63] train-error:0.173669
## [64] train-error:0.179272
## [65] train-error:0.179272
## [66] train-error:0.187675
## [67] train-error:0.179272
## [68] train-error:0.176471
## [69] train-error:0.184874
## [70] train-error:0.193277
## [71] train-error:0.187675
## [72] train-error:0.190476
## [73] train-error:0.193277
## [74] train-error:0.193277
## [75] train-error:0.204482
## [76] train-error:0.198880
## [77] train-error:0.187675
## [78] train-error:0.179272
## [79] train-error:0.176471
## [80] train-error:0.182073
## [81] train-error:0.182073
## [82] train-error:0.187675
## [83] train-error:0.196078
## [84] train-error:0.187675
## [85] train-error:0.187675
## [86] train-error:0.190476
## [87] train-error:0.182073
## [88] train-error:0.187675
## [89] train-error:0.198880
## [90] train-error:0.196078
## [91] train-error:0.190476
## [92] train-error:0.196078
## [93] train-error:0.187675
## [94] train-error:0.182073
## [95] train-error:0.179272
## [96] train-error:0.184874
## [97] train-error:0.184874
## [98] train-error:0.184874
## [99] train-error:0.179272
## [100]    train-error:0.190476
## [101]    train-error:0.173669
## [102]    train-error:0.170868
## [103]    train-error:0.173669
## [104]    train-error:0.173669
## [105]    train-error:0.182073
## [106]    train-error:0.182073
## [107]    train-error:0.176471
## [108]    train-error:0.182073
## [109]    train-error:0.184874
## [110]    train-error:0.179272
## [111]    train-error:0.184874
## [112]    train-error:0.184874
## [113]    train-error:0.179272
## [114]    train-error:0.190476
## [115]    train-error:0.196078
## [116]    train-error:0.190476
## [117]    train-error:0.190476
## [118]    train-error:0.190476
## [119]    train-error:0.184874
## [120]    train-error:0.184874
## [121]    train-error:0.187675
## [122]    train-error:0.190476
## [123]    train-error:0.190476
## [124]    train-error:0.182073
## [125]    train-error:0.182073
## [126]    train-error:0.179272
## [127]    train-error:0.190476
## [128]    train-error:0.179272
## [129]    train-error:0.179272
## [130]    train-error:0.179272
## [131]    train-error:0.187675
## [132]    train-error:0.184874
## [133]    train-error:0.198880
## [134]    train-error:0.198880
## [135]    train-error:0.190476
## [136]    train-error:0.193277
## [137]    train-error:0.193277
## [138]    train-error:0.182073
## [139]    train-error:0.179272
## [140]    train-error:0.176471
## [141]    train-error:0.176471
## [142]    train-error:0.179272
## [143]    train-error:0.201681
## [144]    train-error:0.193277
## [145]    train-error:0.187675
## [146]    train-error:0.182073
## [147]    train-error:0.193277
## [148]    train-error:0.182073
## [149]    train-error:0.184874
## [150]    train-error:0.190476
## [151]    train-error:0.179272
## [152]    train-error:0.184874
## [153]    train-error:0.173669
## [154]    train-error:0.182073
## [155]    train-error:0.201681
## [156]    train-error:0.173669
## [157]    train-error:0.182073
## [158]    train-error:0.182073
## [159]    train-error:0.190476
## [160]    train-error:0.182073
## [161]    train-error:0.182073
## [162]    train-error:0.184874
## [163]    train-error:0.182073
## [164]    train-error:0.198880
## [165]    train-error:0.201681
## [166]    train-error:0.187675
## [167]    train-error:0.184874
## [168]    train-error:0.193277
## [169]    train-error:0.182073
## [170]    train-error:0.198880
## [171]    train-error:0.190476
## [172]    train-error:0.184874
## [173]    train-error:0.176471
## [174]    train-error:0.182073
## [175]    train-error:0.184874
## [176]    train-error:0.176471
## [177]    train-error:0.176471
## [178]    train-error:0.182073
## [179]    train-error:0.182073
## [180]    train-error:0.187675
## [181]    train-error:0.193277
## [182]    train-error:0.187675
## [183]    train-error:0.187675
## [184]    train-error:0.190476
## [185]    train-error:0.190476
## [186]    train-error:0.193277
## [187]    train-error:0.179272
## [188]    train-error:0.179272
## [189]    train-error:0.182073
## [190]    train-error:0.184874
## [191]    train-error:0.187675
## [192]    train-error:0.176471
## [193]    train-error:0.176471
## [194]    train-error:0.176471
## [195]    train-error:0.173669
## [196]    train-error:0.182073
## [197]    train-error:0.170868
## [198]    train-error:0.184874
## [199]    train-error:0.184874
## [200]    train-error:0.184874
## [201]    train-error:0.184874
## [202]    train-error:0.187675
## [203]    train-error:0.176471
## [204]    train-error:0.173669
## [205]    train-error:0.176471
## [206]    train-error:0.176471
## [207]    train-error:0.187675
## [208]    train-error:0.193277
## [209]    train-error:0.204482
## [210]    train-error:0.190476
## [211]    train-error:0.190476
## [212]    train-error:0.179272
## [213]    train-error:0.187675
## [214]    train-error:0.179272
## [215]    train-error:0.184874
## [216]    train-error:0.193277
## [217]    train-error:0.182073
## [218]    train-error:0.190476
## [219]    train-error:0.187675
## [220]    train-error:0.187675
## [221]    train-error:0.179272
## [222]    train-error:0.190476
## [223]    train-error:0.182073
## [224]    train-error:0.187675
## [225]    train-error:0.187675
## [226]    train-error:0.176471
## [227]    train-error:0.168067
## [228]    train-error:0.182073
## [229]    train-error:0.187675
## [230]    train-error:0.176471
## [231]    train-error:0.176471
## [232]    train-error:0.170868
## [233]    train-error:0.170868
## [234]    train-error:0.170868
## [235]    train-error:0.170868
## [236]    train-error:0.176471
## [237]    train-error:0.162465
## [238]    train-error:0.159664
## [239]    train-error:0.168067
## [240]    train-error:0.165266
## [241]    train-error:0.159664
## [0]  train-error:0.310056
## [1]  train-error:0.181564
## [2]  train-error:0.192737
## [3]  train-error:0.178771
## [4]  train-error:0.178771
## [5]  train-error:0.192737
## [6]  train-error:0.198324
## [7]  train-error:0.173184
## [8]  train-error:0.156425
## [9]  train-error:0.164804
## [10] train-error:0.153631
## [11] train-error:0.159218
## [12] train-error:0.150838
## [13] train-error:0.150838
## [14] train-error:0.153631
## [15] train-error:0.156425
## [16] train-error:0.153631
## [17] train-error:0.156425
## [18] train-error:0.153631
## [19] train-error:0.156425
## [20] train-error:0.159218
## [21] train-error:0.162011
## [22] train-error:0.159218
## [23] train-error:0.156425
## [24] train-error:0.156425
## [25] train-error:0.156425
## [26] train-error:0.162011
## [27] train-error:0.156425
## [28] train-error:0.153631
## [29] train-error:0.148045
## [30] train-error:0.148045
## [31] train-error:0.148045
## [32] train-error:0.153631
## [33] train-error:0.148045
## [34] train-error:0.148045
## [35] train-error:0.142458
## [36] train-error:0.145251
## [37] train-error:0.145251
## [38] train-error:0.142458
## [39] train-error:0.148045
## [40] train-error:0.145251
## [41] train-error:0.145251
## [42] train-error:0.145251
## [43] train-error:0.145251
## [44] train-error:0.134078
## [45] train-error:0.139665
## [46] train-error:0.139665
## [47] train-error:0.131285
## [48] train-error:0.134078
## [49] train-error:0.134078
## [50] train-error:0.134078
## [51] train-error:0.134078
## [52] train-error:0.134078
## [53] train-error:0.125698
## [54] train-error:0.131285
## [55] train-error:0.131285
## [56] train-error:0.125698
## [57] train-error:0.128492
## [58] train-error:0.128492
## [59] train-error:0.128492
## [60] train-error:0.128492
## [61] train-error:0.131285
## [62] train-error:0.131285
## [63] train-error:0.125698
## [64] train-error:0.131285
## [65] train-error:0.131285
## [66] train-error:0.128492
## [67] train-error:0.134078
## [68] train-error:0.125698
## [69] train-error:0.128492
## [70] train-error:0.128492
## [71] train-error:0.125698
## [72] train-error:0.122905
## [73] train-error:0.120112
## [74] train-error:0.125698
## [75] train-error:0.122905
## [76] train-error:0.120112
## [77] train-error:0.120112
## [78] train-error:0.117318
## [79] train-error:0.117318
## [80] train-error:0.111732
## [81] train-error:0.114525
## [82] train-error:0.114525
## [83] train-error:0.111732
## [84] train-error:0.114525
## [85] train-error:0.114525
## [86] train-error:0.111732
## [87] train-error:0.114525
## [88] train-error:0.108939
## [89] train-error:0.111732
## [90] train-error:0.106145
## [91] train-error:0.106145
## [92] train-error:0.103352
## [93] train-error:0.108939
## [94] train-error:0.106145
## [95] train-error:0.103352
## [96] train-error:0.103352
## [97] train-error:0.103352
## [98] train-error:0.103352
## [99] train-error:0.100559
## [100]    train-error:0.106145
## [101]    train-error:0.106145
## [102]    train-error:0.100559
## [103]    train-error:0.100559
## [104]    train-error:0.103352
## [105]    train-error:0.108939
## [106]    train-error:0.106145
## [107]    train-error:0.103352
## [108]    train-error:0.103352
## [109]    train-error:0.103352
## [110]    train-error:0.106145
## [111]    train-error:0.100559
## [112]    train-error:0.106145
## [113]    train-error:0.106145
## [114]    train-error:0.108939
## [115]    train-error:0.106145
## [116]    train-error:0.106145
## [117]    train-error:0.108939
## [118]    train-error:0.103352
## [119]    train-error:0.100559
## [120]    train-error:0.103352
## [121]    train-error:0.097765
## [122]    train-error:0.097765
## [123]    train-error:0.097765
## [124]    train-error:0.100559
## [125]    train-error:0.097765
## [126]    train-error:0.094972
## [127]    train-error:0.097765
## [128]    train-error:0.094972
## [129]    train-error:0.097765
## [130]    train-error:0.103352
## [131]    train-error:0.103352
## [132]    train-error:0.103352
## [133]    train-error:0.100559
## [134]    train-error:0.097765
## [135]    train-error:0.097765
## [136]    train-error:0.094972
## [137]    train-error:0.092179
## [138]    train-error:0.094972
## [139]    train-error:0.094972
## [140]    train-error:0.092179
## [141]    train-error:0.089385
## [142]    train-error:0.092179
## [143]    train-error:0.089385
## [144]    train-error:0.094972
## [145]    train-error:0.086592
## [146]    train-error:0.086592
## [147]    train-error:0.086592
## [148]    train-error:0.083799
## [149]    train-error:0.086592
## [150]    train-error:0.083799
## [151]    train-error:0.086592
## [152]    train-error:0.083799
## [153]    train-error:0.083799
## [154]    train-error:0.089385
## [155]    train-error:0.092179
## [156]    train-error:0.089385
## [157]    train-error:0.092179
## [158]    train-error:0.081006
## [159]    train-error:0.089385
## [160]    train-error:0.086592
## [161]    train-error:0.089385
## [162]    train-error:0.089385
## [163]    train-error:0.092179
## [164]    train-error:0.089385
## [165]    train-error:0.083799
## [166]    train-error:0.086592
## [167]    train-error:0.083799
## [168]    train-error:0.086592
## [169]    train-error:0.081006
## [170]    train-error:0.081006
## [171]    train-error:0.086592
## [172]    train-error:0.078212
## [173]    train-error:0.083799
## [174]    train-error:0.083799
## [175]    train-error:0.083799
## [176]    train-error:0.089385
## [177]    train-error:0.089385
## [178]    train-error:0.086592
## [179]    train-error:0.081006
## [180]    train-error:0.081006
## [181]    train-error:0.083799
## [182]    train-error:0.078212
## [183]    train-error:0.089385
## [184]    train-error:0.086592
## [185]    train-error:0.083799
## [186]    train-error:0.083799
## [187]    train-error:0.083799
## [188]    train-error:0.081006
## [189]    train-error:0.081006
## [190]    train-error:0.081006
## [191]    train-error:0.083799
## [192]    train-error:0.081006
## [193]    train-error:0.083799
## [194]    train-error:0.083799
## [195]    train-error:0.083799
## [196]    train-error:0.081006
## [197]    train-error:0.078212
## [198]    train-error:0.086592
## [199]    train-error:0.086592
## [200]    train-error:0.081006
## [201]    train-error:0.083799
## [202]    train-error:0.083799
## [203]    train-error:0.072626
## [204]    train-error:0.081006
## [205]    train-error:0.078212
## [206]    train-error:0.078212
## [207]    train-error:0.078212
## [208]    train-error:0.078212
## [209]    train-error:0.075419
## [210]    train-error:0.075419
## [211]    train-error:0.072626
## [212]    train-error:0.072626
## [213]    train-error:0.075419
## [214]    train-error:0.075419
## [215]    train-error:0.069832
## [216]    train-error:0.069832
## [217]    train-error:0.069832
## [218]    train-error:0.072626
## [219]    train-error:0.072626
## [220]    train-error:0.072626
## [221]    train-error:0.075419
## [222]    train-error:0.075419
## [223]    train-error:0.072626
## [224]    train-error:0.075419
## [225]    train-error:0.072626
## [226]    train-error:0.064246
## [227]    train-error:0.064246
## [228]    train-error:0.061453
## [229]    train-error:0.061453
## [230]    train-error:0.064246
## [231]    train-error:0.064246
## [232]    train-error:0.069832
## [233]    train-error:0.067039
## [234]    train-error:0.069832
## [235]    train-error:0.067039
## [236]    train-error:0.067039
## [237]    train-error:0.067039
## [238]    train-error:0.064246
## [239]    train-error:0.067039
## [240]    train-error:0.067039
## [241]    train-error:0.069832
## [242]    train-error:0.069832
## [243]    train-error:0.067039
## [244]    train-error:0.078212
## [245]    train-error:0.069832
## [246]    train-error:0.072626
## [247]    train-error:0.075419
## [248]    train-error:0.069832
## [249]    train-error:0.075419
## [250]    train-error:0.078212
## [251]    train-error:0.069832
## [252]    train-error:0.075419
## [253]    train-error:0.072626
## [254]    train-error:0.075419
## [255]    train-error:0.069832
## [256]    train-error:0.075419
## [257]    train-error:0.072626
## [258]    train-error:0.072626
## [259]    train-error:0.075419
## [260]    train-error:0.075419
## [261]    train-error:0.072626
## [262]    train-error:0.078212
## [263]    train-error:0.078212
## [264]    train-error:0.081006
## [265]    train-error:0.078212
## [266]    train-error:0.078212
## [267]    train-error:0.075419
## [268]    train-error:0.064246
## [269]    train-error:0.058659
## [270]    train-error:0.055866
## [271]    train-error:0.058659
## [272]    train-error:0.055866
## [273]    train-error:0.053073
## [274]    train-error:0.053073
## [275]    train-error:0.055866
## [276]    train-error:0.053073
## [277]    train-error:0.050279
## [278]    train-error:0.053073
## [279]    train-error:0.055866
## [280]    train-error:0.053073
## [281]    train-error:0.058659
## [282]    train-error:0.053073
## [283]    train-error:0.053073
## [284]    train-error:0.053073
## [285]    train-error:0.053073
## [286]    train-error:0.061453
## [287]    train-error:0.055866
## [288]    train-error:0.055866
## [289]    train-error:0.055866
## [290]    train-error:0.050279
## [291]    train-error:0.053073
## [292]    train-error:0.055866
## [293]    train-error:0.055866
## [294]    train-error:0.058659
## [295]    train-error:0.061453
## [296]    train-error:0.058659
## [297]    train-error:0.053073
## [298]    train-error:0.055866
## [299]    train-error:0.058659
## [300]    train-error:0.053073
## [301]    train-error:0.053073
## [302]    train-error:0.061453
## [303]    train-error:0.061453
## [304]    train-error:0.061453
## [305]    train-error:0.058659
## [306]    train-error:0.055866
## [307]    train-error:0.058659
## [308]    train-error:0.053073
## [309]    train-error:0.050279
## [310]    train-error:0.053073
## [311]    train-error:0.050279
## [312]    train-error:0.053073
## [313]    train-error:0.053073
## [314]    train-error:0.055866
## [315]    train-error:0.055866
## [316]    train-error:0.047486
## [317]    train-error:0.058659
## [318]    train-error:0.041899
## [319]    train-error:0.041899
## [320]    train-error:0.041899
## [321]    train-error:0.041899
## [322]    train-error:0.039106
## [323]    train-error:0.039106
## [324]    train-error:0.041899
## [325]    train-error:0.044693
## [326]    train-error:0.044693
## [327]    train-error:0.050279
## [328]    train-error:0.044693
## [329]    train-error:0.050279
## [330]    train-error:0.050279
## [331]    train-error:0.053073
## [332]    train-error:0.053073
## [333]    train-error:0.053073
## [0]  train-error:0.263305
## [1]  train-error:0.204482
## [2]  train-error:0.190476
## [3]  train-error:0.187675
## [4]  train-error:0.193277
## [5]  train-error:0.154062
## [6]  train-error:0.137255
## [7]  train-error:0.145658
## [8]  train-error:0.151261
## [9]  train-error:0.148459
## [10] train-error:0.148459
## [11] train-error:0.140056
## [12] train-error:0.145658
## [13] train-error:0.142857
## [14] train-error:0.134454
## [15] train-error:0.134454
## [16] train-error:0.128852
## [17] train-error:0.140056
## [18] train-error:0.140056
## [19] train-error:0.145658
## [20] train-error:0.148459
## [21] train-error:0.148459
## [22] train-error:0.145658
## [23] train-error:0.142857
## [24] train-error:0.140056
## [25] train-error:0.131653
## [26] train-error:0.137255
## [27] train-error:0.140056
## [28] train-error:0.128852
## [29] train-error:0.128852
## [30] train-error:0.134454
## [31] train-error:0.126050
## [32] train-error:0.128852
## [33] train-error:0.123249
## [34] train-error:0.126050
## [35] train-error:0.128852
## [36] train-error:0.131653
## [37] train-error:0.120448
## [38] train-error:0.123249
## [39] train-error:0.126050
## [40] train-error:0.126050
## [41] train-error:0.128852
## [42] train-error:0.112045
## [43] train-error:0.106443
## [44] train-error:0.112045
## [45] train-error:0.112045
## [46] train-error:0.109244
## [47] train-error:0.106443
## [48] train-error:0.103641
## [49] train-error:0.109244
## [50] train-error:0.112045
## [51] train-error:0.106443
## [52] train-error:0.103641
## [53] train-error:0.103641
## [54] train-error:0.112045
## [55] train-error:0.109244
## [56] train-error:0.112045
## [57] train-error:0.109244
## [58] train-error:0.112045
## [59] train-error:0.112045
## [60] train-error:0.106443
## [61] train-error:0.109244
## [62] train-error:0.109244
## [63] train-error:0.103641
## [64] train-error:0.098039
## [65] train-error:0.100840
## [66] train-error:0.106443
## [67] train-error:0.103641
## [68] train-error:0.100840
## [69] train-error:0.106443
## [70] train-error:0.100840
## [71] train-error:0.098039
## [72] train-error:0.100840
## [73] train-error:0.100840
## [74] train-error:0.095238
## [75] train-error:0.106443
## [76] train-error:0.103641
## [77] train-error:0.103641
## [78] train-error:0.100840
## [79] train-error:0.095238
## [80] train-error:0.086835
## [81] train-error:0.092437
## [82] train-error:0.100840
## [83] train-error:0.095238
## [84] train-error:0.095238
## [85] train-error:0.092437
## [86] train-error:0.098039
## [87] train-error:0.084034
## [88] train-error:0.084034
## [89] train-error:0.084034
## [90] train-error:0.084034
## [91] train-error:0.086835
## [92] train-error:0.092437
## [93] train-error:0.086835
## [94] train-error:0.095238
## [95] train-error:0.092437
## [96] train-error:0.084034
## [97] train-error:0.089636
## [98] train-error:0.086835
## [99] train-error:0.084034
## [100]    train-error:0.084034
## [101]    train-error:0.086835
## [102]    train-error:0.084034
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.081232
## [106]    train-error:0.084034
## [107]    train-error:0.084034
## [108]    train-error:0.084034
## [109]    train-error:0.086835
## [110]    train-error:0.089636
## [111]    train-error:0.089636
## [112]    train-error:0.084034
## [113]    train-error:0.081232
## [114]    train-error:0.084034
## [115]    train-error:0.081232
## [116]    train-error:0.081232
## [117]    train-error:0.081232
## [118]    train-error:0.084034
## [119]    train-error:0.086835
## [120]    train-error:0.078431
## [121]    train-error:0.084034
## [122]    train-error:0.078431
## [123]    train-error:0.081232
## [124]    train-error:0.078431
## [125]    train-error:0.084034
## [126]    train-error:0.086835
## [127]    train-error:0.084034
## [128]    train-error:0.084034
## [129]    train-error:0.081232
## [130]    train-error:0.078431
## [131]    train-error:0.081232
## [132]    train-error:0.081232
## [133]    train-error:0.078431
## [134]    train-error:0.075630
## [135]    train-error:0.081232
## [136]    train-error:0.084034
## [137]    train-error:0.086835
## [138]    train-error:0.081232
## [139]    train-error:0.072829
## [140]    train-error:0.078431
## [141]    train-error:0.078431
## [142]    train-error:0.081232
## [143]    train-error:0.075630
## [144]    train-error:0.078431
## [145]    train-error:0.081232
## [146]    train-error:0.072829
## [147]    train-error:0.072829
## [148]    train-error:0.075630
## [149]    train-error:0.075630
## [150]    train-error:0.078431
## [151]    train-error:0.078431
## [152]    train-error:0.078431
## [153]    train-error:0.075630
## [154]    train-error:0.081232
## [155]    train-error:0.084034
## [156]    train-error:0.081232
## [157]    train-error:0.084034
## [158]    train-error:0.084034
## [159]    train-error:0.081232
## [160]    train-error:0.081232
## [161]    train-error:0.075630
## [162]    train-error:0.078431
## [163]    train-error:0.075630
## [164]    train-error:0.075630
## [165]    train-error:0.075630
## [166]    train-error:0.075630
## [167]    train-error:0.072829
## [168]    train-error:0.075630
## [169]    train-error:0.072829
## [170]    train-error:0.075630
## [171]    train-error:0.067227
## [172]    train-error:0.067227
## [173]    train-error:0.058824
## [174]    train-error:0.056022
## [175]    train-error:0.064426
## [176]    train-error:0.061625
## [177]    train-error:0.053221
## [178]    train-error:0.056022
## [179]    train-error:0.056022
## [180]    train-error:0.058824
## [181]    train-error:0.058824
## [182]    train-error:0.064426
## [183]    train-error:0.058824
## [184]    train-error:0.056022
## [185]    train-error:0.061625
## [186]    train-error:0.061625
## [187]    train-error:0.064426
## [188]    train-error:0.064426
## [189]    train-error:0.061625
## [190]    train-error:0.064426
## [191]    train-error:0.061625
## [192]    train-error:0.064426
## [193]    train-error:0.064426
## [194]    train-error:0.061625
## [195]    train-error:0.064426
## [196]    train-error:0.064426
## [197]    train-error:0.061625
## [198]    train-error:0.064426
## [199]    train-error:0.061625
## [200]    train-error:0.061625
## [201]    train-error:0.056022
## [202]    train-error:0.056022
## [203]    train-error:0.064426
## [204]    train-error:0.061625
## [205]    train-error:0.058824
## [206]    train-error:0.061625
## [207]    train-error:0.061625
## [208]    train-error:0.058824
## [209]    train-error:0.058824
## [210]    train-error:0.058824
## [211]    train-error:0.064426
## [212]    train-error:0.061625
## [213]    train-error:0.061625
## [214]    train-error:0.061625
## [215]    train-error:0.064426
## [216]    train-error:0.067227
## [217]    train-error:0.064426
## [218]    train-error:0.067227
## [219]    train-error:0.064426
## [220]    train-error:0.064426
## [221]    train-error:0.061625
## [222]    train-error:0.061625
## [223]    train-error:0.061625
## [224]    train-error:0.064426
## [225]    train-error:0.064426
## [226]    train-error:0.061625
## [227]    train-error:0.064426
## [228]    train-error:0.061625
## [229]    train-error:0.061625
## [230]    train-error:0.061625
## [231]    train-error:0.058824
## [232]    train-error:0.056022
## [233]    train-error:0.056022
## [234]    train-error:0.056022
## [235]    train-error:0.056022
## [236]    train-error:0.056022
## [237]    train-error:0.056022
## [238]    train-error:0.056022
## [239]    train-error:0.053221
## [240]    train-error:0.056022
## [241]    train-error:0.053221
## [242]    train-error:0.056022
## [243]    train-error:0.058824
## [244]    train-error:0.058824
## [245]    train-error:0.058824
## [246]    train-error:0.058824
## [247]    train-error:0.058824
## [248]    train-error:0.056022
## [249]    train-error:0.053221
## [250]    train-error:0.056022
## [251]    train-error:0.056022
## [252]    train-error:0.056022
## [253]    train-error:0.056022
## [254]    train-error:0.056022
## [255]    train-error:0.056022
## [256]    train-error:0.053221
## [257]    train-error:0.056022
## [258]    train-error:0.053221
## [259]    train-error:0.056022
## [260]    train-error:0.056022
## [261]    train-error:0.056022
## [262]    train-error:0.058824
## [263]    train-error:0.058824
## [264]    train-error:0.058824
## [265]    train-error:0.058824
## [266]    train-error:0.058824
## [267]    train-error:0.061625
## [268]    train-error:0.053221
## [269]    train-error:0.053221
## [270]    train-error:0.053221
## [271]    train-error:0.053221
## [272]    train-error:0.056022
## [273]    train-error:0.058824
## [274]    train-error:0.058824
## [275]    train-error:0.058824
## [276]    train-error:0.058824
## [277]    train-error:0.056022
## [278]    train-error:0.058824
## [279]    train-error:0.058824
## [280]    train-error:0.058824
## [281]    train-error:0.056022
## [282]    train-error:0.050420
## [283]    train-error:0.053221
## [284]    train-error:0.056022
## [285]    train-error:0.056022
## [286]    train-error:0.053221
## [287]    train-error:0.056022
## [288]    train-error:0.053221
## [289]    train-error:0.056022
## [290]    train-error:0.050420
## [291]    train-error:0.050420
## [292]    train-error:0.050420
## [293]    train-error:0.050420
## [294]    train-error:0.044818
## [295]    train-error:0.044818
## [296]    train-error:0.047619
## [297]    train-error:0.053221
## [298]    train-error:0.053221
## [299]    train-error:0.053221
## [300]    train-error:0.053221
## [301]    train-error:0.050420
## [302]    train-error:0.053221
## [303]    train-error:0.053221
## [304]    train-error:0.053221
## [305]    train-error:0.053221
## [306]    train-error:0.053221
## [307]    train-error:0.047619
## [308]    train-error:0.050420
## [309]    train-error:0.056022
## [310]    train-error:0.056022
## [311]    train-error:0.053221
## [312]    train-error:0.053221
## [313]    train-error:0.053221
## [314]    train-error:0.042017
## [315]    train-error:0.044818
## [316]    train-error:0.042017
## [317]    train-error:0.039216
## [318]    train-error:0.042017
## [319]    train-error:0.044818
## [320]    train-error:0.044818
## [321]    train-error:0.042017
## [322]    train-error:0.044818
## [323]    train-error:0.050420
## [324]    train-error:0.050420
## [325]    train-error:0.047619
## [326]    train-error:0.047619
## [327]    train-error:0.044818
## [328]    train-error:0.044818
## [329]    train-error:0.042017
## [330]    train-error:0.050420
## [331]    train-error:0.050420
## [332]    train-error:0.053221
## [333]    train-error:0.047619
## [0]  train-error:0.322129
## [1]  train-error:0.266106
## [2]  train-error:0.266106
## [3]  train-error:0.232493
## [4]  train-error:0.221289
## [5]  train-error:0.224090
## [6]  train-error:0.193277
## [7]  train-error:0.198880
## [8]  train-error:0.168067
## [9]  train-error:0.168067
## [10] train-error:0.170868
## [11] train-error:0.151261
## [12] train-error:0.145658
## [13] train-error:0.134454
## [14] train-error:0.140056
## [15] train-error:0.128852
## [16] train-error:0.128852
## [17] train-error:0.128852
## [18] train-error:0.131653
## [19] train-error:0.137255
## [20] train-error:0.126050
## [21] train-error:0.126050
## [22] train-error:0.123249
## [23] train-error:0.126050
## [24] train-error:0.117647
## [25] train-error:0.123249
## [26] train-error:0.112045
## [27] train-error:0.117647
## [28] train-error:0.120448
## [29] train-error:0.106443
## [30] train-error:0.109244
## [31] train-error:0.106443
## [32] train-error:0.106443
## [33] train-error:0.100840
## [34] train-error:0.098039
## [35] train-error:0.089636
## [36] train-error:0.092437
## [37] train-error:0.089636
## [38] train-error:0.078431
## [39] train-error:0.086835
## [40] train-error:0.086835
## [41] train-error:0.086835
## [42] train-error:0.086835
## [43] train-error:0.086835
## [44] train-error:0.084034
## [45] train-error:0.084034
## [46] train-error:0.086835
## [47] train-error:0.084034
## [48] train-error:0.086835
## [49] train-error:0.092437
## [50] train-error:0.086835
## [51] train-error:0.089636
## [52] train-error:0.086835
## [53] train-error:0.084034
## [54] train-error:0.089636
## [55] train-error:0.081232
## [56] train-error:0.089636
## [57] train-error:0.086835
## [58] train-error:0.089636
## [59] train-error:0.081232
## [60] train-error:0.078431
## [61] train-error:0.086835
## [62] train-error:0.086835
## [63] train-error:0.084034
## [64] train-error:0.075630
## [65] train-error:0.070028
## [66] train-error:0.075630
## [67] train-error:0.084034
## [68] train-error:0.081232
## [69] train-error:0.075630
## [70] train-error:0.075630
## [71] train-error:0.078431
## [72] train-error:0.075630
## [73] train-error:0.075630
## [74] train-error:0.078431
## [75] train-error:0.075630
## [76] train-error:0.072829
## [77] train-error:0.072829
## [78] train-error:0.072829
## [79] train-error:0.075630
## [80] train-error:0.078431
## [81] train-error:0.075630
## [82] train-error:0.072829
## [83] train-error:0.075630
## [84] train-error:0.075630
## [85] train-error:0.075630
## [86] train-error:0.075630
## [87] train-error:0.078431
## [88] train-error:0.072829
## [89] train-error:0.075630
## [90] train-error:0.075630
## [91] train-error:0.067227
## [92] train-error:0.070028
## [93] train-error:0.078431
## [94] train-error:0.075630
## [95] train-error:0.072829
## [96] train-error:0.072829
## [97] train-error:0.072829
## [98] train-error:0.067227
## [99] train-error:0.067227
## [100]    train-error:0.072829
## [101]    train-error:0.070028
## [102]    train-error:0.064426
## [103]    train-error:0.064426
## [104]    train-error:0.067227
## [105]    train-error:0.070028
## [106]    train-error:0.072829
## [107]    train-error:0.075630
## [108]    train-error:0.070028
## [109]    train-error:0.072829
## [110]    train-error:0.070028
## [111]    train-error:0.070028
## [112]    train-error:0.067227
## [113]    train-error:0.072829
## [114]    train-error:0.072829
## [115]    train-error:0.072829
## [116]    train-error:0.067227
## [117]    train-error:0.067227
## [118]    train-error:0.072829
## [119]    train-error:0.070028
## [120]    train-error:0.070028
## [121]    train-error:0.067227
## [122]    train-error:0.067227
## [123]    train-error:0.070028
## [124]    train-error:0.064426
## [125]    train-error:0.070028
## [126]    train-error:0.067227
## [127]    train-error:0.067227
## [128]    train-error:0.067227
## [129]    train-error:0.070028
## [130]    train-error:0.064426
## [131]    train-error:0.064426
## [132]    train-error:0.067227
## [133]    train-error:0.070028
## [134]    train-error:0.072829
## [135]    train-error:0.067227
## [136]    train-error:0.072829
## [137]    train-error:0.070028
## [138]    train-error:0.070028
## [139]    train-error:0.067227
## [140]    train-error:0.070028
## [141]    train-error:0.072829
## [142]    train-error:0.061625
## [143]    train-error:0.064426
## [144]    train-error:0.064426
## [145]    train-error:0.064426
## [146]    train-error:0.064426
## [147]    train-error:0.070028
## [148]    train-error:0.067227
## [149]    train-error:0.070028
## [150]    train-error:0.072829
## [151]    train-error:0.064426
## [152]    train-error:0.070028
## [153]    train-error:0.070028
## [154]    train-error:0.070028
## [155]    train-error:0.067227
## [156]    train-error:0.072829
## [157]    train-error:0.067227
## [158]    train-error:0.072829
## [159]    train-error:0.067227
## [160]    train-error:0.070028
## [161]    train-error:0.067227
## [162]    train-error:0.061625
## [163]    train-error:0.061625
## [164]    train-error:0.067227
## [165]    train-error:0.067227
## [166]    train-error:0.064426
## [167]    train-error:0.064426
## [168]    train-error:0.064426
## [169]    train-error:0.067227
## [170]    train-error:0.067227
## [171]    train-error:0.061625
## [172]    train-error:0.061625
## [173]    train-error:0.061625
## [174]    train-error:0.067227
## [175]    train-error:0.061625
## [176]    train-error:0.064426
## [177]    train-error:0.064426
## [178]    train-error:0.064426
## [179]    train-error:0.064426
## [180]    train-error:0.064426
## [181]    train-error:0.064426
## [182]    train-error:0.064426
## [183]    train-error:0.064426
## [184]    train-error:0.070028
## [185]    train-error:0.067227
## [186]    train-error:0.067227
## [187]    train-error:0.072829
## [188]    train-error:0.067227
## [189]    train-error:0.067227
## [190]    train-error:0.070028
## [191]    train-error:0.070028
## [192]    train-error:0.067227
## [193]    train-error:0.067227
## [194]    train-error:0.067227
## [195]    train-error:0.070028
## [196]    train-error:0.058824
## [197]    train-error:0.064426
## [198]    train-error:0.058824
## [199]    train-error:0.061625
## [200]    train-error:0.058824
## [201]    train-error:0.053221
## [202]    train-error:0.050420
## [203]    train-error:0.050420
## [204]    train-error:0.058824
## [205]    train-error:0.053221
## [206]    train-error:0.056022
## [207]    train-error:0.056022
## [208]    train-error:0.058824
## [209]    train-error:0.053221
## [210]    train-error:0.061625
## [211]    train-error:0.056022
## [212]    train-error:0.053221
## [213]    train-error:0.056022
## [214]    train-error:0.056022
## [215]    train-error:0.056022
## [216]    train-error:0.056022
## [217]    train-error:0.053221
## [218]    train-error:0.056022
## [219]    train-error:0.050420
## [220]    train-error:0.053221
## [221]    train-error:0.053221
## [222]    train-error:0.056022
## [223]    train-error:0.053221
## [224]    train-error:0.050420
## [225]    train-error:0.056022
## [226]    train-error:0.058824
## [227]    train-error:0.061625
## [228]    train-error:0.056022
## [229]    train-error:0.058824
## [230]    train-error:0.058824
## [231]    train-error:0.056022
## [232]    train-error:0.056022
## [233]    train-error:0.053221
## [234]    train-error:0.053221
## [235]    train-error:0.056022
## [236]    train-error:0.053221
## [237]    train-error:0.056022
## [238]    train-error:0.056022
## [239]    train-error:0.058824
## [240]    train-error:0.053221
## [241]    train-error:0.056022
## [242]    train-error:0.050420
## [243]    train-error:0.050420
## [244]    train-error:0.050420
## [245]    train-error:0.050420
## [246]    train-error:0.050420
## [247]    train-error:0.050420
## [248]    train-error:0.050420
## [249]    train-error:0.053221
## [250]    train-error:0.058824
## [251]    train-error:0.056022
## [252]    train-error:0.056022
## [253]    train-error:0.058824
## [254]    train-error:0.056022
## [255]    train-error:0.050420
## [256]    train-error:0.053221
## [257]    train-error:0.050420
## [258]    train-error:0.050420
## [259]    train-error:0.053221
## [260]    train-error:0.064426
## [261]    train-error:0.056022
## [262]    train-error:0.050420
## [263]    train-error:0.047619
## [264]    train-error:0.050420
## [265]    train-error:0.050420
## [266]    train-error:0.050420
## [267]    train-error:0.053221
## [268]    train-error:0.050420
## [269]    train-error:0.042017
## [270]    train-error:0.044818
## [271]    train-error:0.044818
## [272]    train-error:0.044818
## [273]    train-error:0.044818
## [274]    train-error:0.047619
## [275]    train-error:0.042017
## [276]    train-error:0.039216
## [277]    train-error:0.039216
## [278]    train-error:0.039216
## [279]    train-error:0.039216
## [280]    train-error:0.042017
## [281]    train-error:0.036415
## [282]    train-error:0.039216
## [283]    train-error:0.042017
## [284]    train-error:0.036415
## [285]    train-error:0.047619
## [286]    train-error:0.042017
## [287]    train-error:0.044818
## [288]    train-error:0.042017
## [289]    train-error:0.039216
## [290]    train-error:0.044818
## [291]    train-error:0.044818
## [292]    train-error:0.042017
## [293]    train-error:0.047619
## [294]    train-error:0.050420
## [295]    train-error:0.053221
## [296]    train-error:0.050420
## [297]    train-error:0.047619
## [298]    train-error:0.047619
## [299]    train-error:0.044818
## [300]    train-error:0.047619
## [301]    train-error:0.050420
## [302]    train-error:0.047619
## [303]    train-error:0.047619
## [304]    train-error:0.047619
## [305]    train-error:0.050420
## [306]    train-error:0.047619
## [307]    train-error:0.047619
## [308]    train-error:0.047619
## [309]    train-error:0.047619
## [310]    train-error:0.047619
## [311]    train-error:0.050420
## [312]    train-error:0.042017
## [313]    train-error:0.042017
## [314]    train-error:0.044818
## [315]    train-error:0.039216
## [316]    train-error:0.042017
## [317]    train-error:0.042017
## [318]    train-error:0.042017
## [319]    train-error:0.039216
## [320]    train-error:0.039216
## [321]    train-error:0.039216
## [322]    train-error:0.039216
## [323]    train-error:0.039216
## [324]    train-error:0.039216
## [325]    train-error:0.039216
## [326]    train-error:0.036415
## [327]    train-error:0.039216
## [328]    train-error:0.039216
## [329]    train-error:0.039216
## [330]    train-error:0.036415
## [331]    train-error:0.039216
## [332]    train-error:0.039216
## [333]    train-error:0.039216
## [0]  train-error:0.326816
## [1]  train-error:0.388268
## [2]  train-error:0.326816
## [3]  train-error:0.296089
## [4]  train-error:0.240223
## [5]  train-error:0.226257
## [6]  train-error:0.215084
## [7]  train-error:0.215084
## [8]  train-error:0.215084
## [9]  train-error:0.215084
## [10] train-error:0.220670
## [11] train-error:0.212290
## [12] train-error:0.212290
## [13] train-error:0.212290
## [14] train-error:0.220670
## [15] train-error:0.220670
## [16] train-error:0.229050
## [17] train-error:0.220670
## [18] train-error:0.220670
## [19] train-error:0.220670
## [20] train-error:0.220670
## [21] train-error:0.220670
## [22] train-error:0.220670
## [23] train-error:0.212290
## [24] train-error:0.212290
## [25] train-error:0.212290
## [26] train-error:0.212290
## [27] train-error:0.220670
## [28] train-error:0.220670
## [29] train-error:0.223464
## [30] train-error:0.220670
## [31] train-error:0.217877
## [32] train-error:0.217877
## [33] train-error:0.217877
## [34] train-error:0.217877
## [35] train-error:0.223464
## [36] train-error:0.217877
## [37] train-error:0.217877
## [38] train-error:0.220670
## [39] train-error:0.220670
## [40] train-error:0.198324
## [41] train-error:0.201117
## [42] train-error:0.206704
## [43] train-error:0.206704
## [44] train-error:0.212290
## [45] train-error:0.195531
## [46] train-error:0.203911
## [47] train-error:0.203911
## [48] train-error:0.206704
## [49] train-error:0.198324
## [50] train-error:0.203911
## [51] train-error:0.220670
## [52] train-error:0.215084
## [53] train-error:0.203911
## [54] train-error:0.203911
## [55] train-error:0.203911
## [56] train-error:0.209497
## [57] train-error:0.198324
## [58] train-error:0.203911
## [59] train-error:0.206704
## [60] train-error:0.201117
## [61] train-error:0.203911
## [62] train-error:0.203911
## [63] train-error:0.203911
## [64] train-error:0.203911
## [65] train-error:0.203911
## [66] train-error:0.203911
## [67] train-error:0.201117
## [68] train-error:0.195531
## [69] train-error:0.203911
## [70] train-error:0.206704
## [71] train-error:0.201117
## [72] train-error:0.212290
## [73] train-error:0.206704
## [74] train-error:0.206704
## [75] train-error:0.206704
## [76] train-error:0.206704
## [77] train-error:0.212290
## [78] train-error:0.212290
## [79] train-error:0.212290
## [80] train-error:0.212290
## [81] train-error:0.206704
## [82] train-error:0.206704
## [83] train-error:0.206704
## [84] train-error:0.217877
## [85] train-error:0.201117
## [86] train-error:0.201117
## [87] train-error:0.206704
## [88] train-error:0.206704
## [89] train-error:0.206704
## [90] train-error:0.206704
## [91] train-error:0.212290
## [92] train-error:0.203911
## [93] train-error:0.212290
## [94] train-error:0.212290
## [95] train-error:0.212290
## [96] train-error:0.212290
## [97] train-error:0.209497
## [98] train-error:0.209497
## [99] train-error:0.209497
## [100]    train-error:0.203911
## [101]    train-error:0.206704
## [102]    train-error:0.206704
## [103]    train-error:0.226257
## [104]    train-error:0.201117
## [105]    train-error:0.201117
## [106]    train-error:0.192737
## [107]    train-error:0.192737
## [108]    train-error:0.198324
## [109]    train-error:0.206704
## [110]    train-error:0.212290
## [111]    train-error:0.212290
## [112]    train-error:0.206704
## [113]    train-error:0.206704
## [114]    train-error:0.206704
## [115]    train-error:0.209497
## [116]    train-error:0.198324
## [117]    train-error:0.198324
## [118]    train-error:0.198324
## [119]    train-error:0.206704
## [120]    train-error:0.206704
## [121]    train-error:0.212290
## [122]    train-error:0.212290
## [123]    train-error:0.203911
## [124]    train-error:0.209497
## [125]    train-error:0.212290
## [126]    train-error:0.212290
## [127]    train-error:0.212290
## [128]    train-error:0.212290
## [129]    train-error:0.203911
## [130]    train-error:0.209497
## [131]    train-error:0.203911
## [132]    train-error:0.206704
## [133]    train-error:0.206704
## [134]    train-error:0.206704
## [135]    train-error:0.206704
## [136]    train-error:0.212290
## [137]    train-error:0.215084
## [138]    train-error:0.206704
## [139]    train-error:0.212290
## [140]    train-error:0.212290
## [141]    train-error:0.212290
## [142]    train-error:0.209497
## [143]    train-error:0.209497
## [144]    train-error:0.209497
## [145]    train-error:0.209497
## [146]    train-error:0.195531
## [147]    train-error:0.209497
## [148]    train-error:0.209497
## [149]    train-error:0.212290
## [150]    train-error:0.212290
## [151]    train-error:0.209497
## [152]    train-error:0.209497
## [153]    train-error:0.212290
## [154]    train-error:0.212290
## [155]    train-error:0.209497
## [156]    train-error:0.209497
## [157]    train-error:0.212290
## [158]    train-error:0.212290
## [159]    train-error:0.209497
## [160]    train-error:0.212290
## [161]    train-error:0.209497
## [162]    train-error:0.203911
## [163]    train-error:0.203911
## [164]    train-error:0.203911
## [165]    train-error:0.209497
## [166]    train-error:0.209497
## [167]    train-error:0.203911
## [168]    train-error:0.209497
## [169]    train-error:0.209497
## [170]    train-error:0.209497
## [171]    train-error:0.212290
## [172]    train-error:0.209497
## [173]    train-error:0.209497
## [174]    train-error:0.209497
## [175]    train-error:0.212290
## [176]    train-error:0.212290
## [177]    train-error:0.212290
## [178]    train-error:0.212290
## [179]    train-error:0.212290
## [180]    train-error:0.209497
## [181]    train-error:0.212290
## [182]    train-error:0.212290
## [183]    train-error:0.212290
## [184]    train-error:0.212290
## [185]    train-error:0.212290
## [186]    train-error:0.212290
## [187]    train-error:0.212290
## [188]    train-error:0.212290
## [189]    train-error:0.212290
## [190]    train-error:0.212290
## [191]    train-error:0.212290
## [192]    train-error:0.212290
## [193]    train-error:0.212290
## [194]    train-error:0.212290
## [195]    train-error:0.212290
## [196]    train-error:0.212290
## [197]    train-error:0.212290
## [198]    train-error:0.212290
## [199]    train-error:0.209497
## [200]    train-error:0.209497
## [201]    train-error:0.209497
## [202]    train-error:0.209497
## [203]    train-error:0.212290
## [204]    train-error:0.212290
## [205]    train-error:0.212290
## [206]    train-error:0.212290
## [207]    train-error:0.212290
## [208]    train-error:0.212290
## [209]    train-error:0.212290
## [210]    train-error:0.212290
## [211]    train-error:0.212290
## [212]    train-error:0.212290
## [213]    train-error:0.212290
## [214]    train-error:0.212290
## [215]    train-error:0.212290
## [216]    train-error:0.212290
## [217]    train-error:0.209497
## [218]    train-error:0.209497
## [219]    train-error:0.209497
## [220]    train-error:0.209497
## [221]    train-error:0.209497
## [222]    train-error:0.206704
## [223]    train-error:0.212290
## [224]    train-error:0.209497
## [225]    train-error:0.212290
## [226]    train-error:0.212290
## [227]    train-error:0.212290
## [228]    train-error:0.212290
## [229]    train-error:0.209497
## [230]    train-error:0.212290
## [231]    train-error:0.209497
## [232]    train-error:0.212290
## [233]    train-error:0.212290
## [234]    train-error:0.206704
## [235]    train-error:0.209497
## [236]    train-error:0.212290
## [237]    train-error:0.212290
## [238]    train-error:0.212290
## [239]    train-error:0.212290
## [240]    train-error:0.212290
## [241]    train-error:0.212290
## [242]    train-error:0.212290
## [243]    train-error:0.206704
## [244]    train-error:0.206704
## [245]    train-error:0.206704
## [246]    train-error:0.212290
## [247]    train-error:0.212290
## [248]    train-error:0.206704
## [249]    train-error:0.206704
## [250]    train-error:0.212290
## [251]    train-error:0.212290
## [252]    train-error:0.212290
## [253]    train-error:0.212290
## [254]    train-error:0.206704
## [255]    train-error:0.212290
## [256]    train-error:0.212290
## [257]    train-error:0.212290
## [258]    train-error:0.206704
## [259]    train-error:0.206704
## [260]    train-error:0.209497
## [261]    train-error:0.206704
## [262]    train-error:0.206704
## [263]    train-error:0.206704
## [264]    train-error:0.206704
## [265]    train-error:0.212290
## [266]    train-error:0.212290
## [267]    train-error:0.212290
## [268]    train-error:0.206704
## [269]    train-error:0.209497
## [270]    train-error:0.206704
## [271]    train-error:0.206704
## [272]    train-error:0.206704
## [273]    train-error:0.209497
## [274]    train-error:0.209497
## [275]    train-error:0.209497
## [276]    train-error:0.209497
## [277]    train-error:0.215084
## [278]    train-error:0.215084
## [279]    train-error:0.212290
## [280]    train-error:0.212290
## [281]    train-error:0.215084
## [282]    train-error:0.209497
## [283]    train-error:0.212290
## [284]    train-error:0.209497
## [285]    train-error:0.212290
## [286]    train-error:0.206704
## [287]    train-error:0.209497
## [288]    train-error:0.209497
## [289]    train-error:0.206704
## [290]    train-error:0.209497
## [291]    train-error:0.209497
## [292]    train-error:0.209497
## [293]    train-error:0.206704
## [294]    train-error:0.206704
## [295]    train-error:0.206704
## [296]    train-error:0.206704
## [297]    train-error:0.209497
## [298]    train-error:0.206704
## [299]    train-error:0.206704
## [300]    train-error:0.209497
## [301]    train-error:0.209497
## [302]    train-error:0.209497
## [303]    train-error:0.209497
## [304]    train-error:0.209497
## [305]    train-error:0.209497
## [306]    train-error:0.206704
## [307]    train-error:0.209497
## [308]    train-error:0.209497
## [309]    train-error:0.209497
## [310]    train-error:0.209497
## [311]    train-error:0.206704
## [312]    train-error:0.212290
## [313]    train-error:0.209497
## [314]    train-error:0.206704
## [315]    train-error:0.209497
## [316]    train-error:0.212290
## [317]    train-error:0.209497
## [318]    train-error:0.209497
## [319]    train-error:0.209497
## [320]    train-error:0.212290
## [321]    train-error:0.209497
## [322]    train-error:0.212290
## [323]    train-error:0.209497
## [324]    train-error:0.209497
## [325]    train-error:0.212290
## [326]    train-error:0.209497
## [327]    train-error:0.215084
## [328]    train-error:0.206704
## [329]    train-error:0.206704
## [330]    train-error:0.206704
## [331]    train-error:0.206704
## [332]    train-error:0.209497
## [333]    train-error:0.206704
## [334]    train-error:0.198324
## [335]    train-error:0.212290
## [336]    train-error:0.195531
## [337]    train-error:0.203911
## [338]    train-error:0.209497
## [339]    train-error:0.201117
## [340]    train-error:0.217877
## [341]    train-error:0.206704
## [342]    train-error:0.212290
## [343]    train-error:0.212290
## [344]    train-error:0.209497
## [345]    train-error:0.212290
## [346]    train-error:0.212290
## [347]    train-error:0.209497
## [348]    train-error:0.189944
## [349]    train-error:0.212290
## [350]    train-error:0.206704
## [351]    train-error:0.203911
## [352]    train-error:0.209497
## [353]    train-error:0.209497
## [354]    train-error:0.209497
## [355]    train-error:0.203911
## [356]    train-error:0.212290
## [357]    train-error:0.212290
## [358]    train-error:0.203911
## [359]    train-error:0.206704
## [360]    train-error:0.206704
## [361]    train-error:0.203911
## [362]    train-error:0.209497
## [363]    train-error:0.203911
## [364]    train-error:0.209497
## [365]    train-error:0.203911
## [366]    train-error:0.203911
## [367]    train-error:0.209497
## [368]    train-error:0.203911
## [369]    train-error:0.206704
## [370]    train-error:0.206704
## [371]    train-error:0.209497
## [372]    train-error:0.209497
## [373]    train-error:0.209497
## [374]    train-error:0.206704
## [375]    train-error:0.209497
## [376]    train-error:0.206704
## [377]    train-error:0.203911
## [378]    train-error:0.203911
## [379]    train-error:0.203911
## [380]    train-error:0.209497
## [381]    train-error:0.209497
## [382]    train-error:0.209497
## [383]    train-error:0.206704
## [384]    train-error:0.203911
## [385]    train-error:0.215084
## [386]    train-error:0.206704
## [387]    train-error:0.209497
## [388]    train-error:0.209497
## [389]    train-error:0.212290
## [390]    train-error:0.212290
## [391]    train-error:0.215084
## [392]    train-error:0.206704
## [393]    train-error:0.203911
## [394]    train-error:0.206704
## [395]    train-error:0.206704
## [396]    train-error:0.206704
## [397]    train-error:0.206704
## [398]    train-error:0.203911
## [399]    train-error:0.203911
## [400]    train-error:0.201117
## [401]    train-error:0.201117
## [402]    train-error:0.195531
## [403]    train-error:0.201117
## [404]    train-error:0.203911
## [405]    train-error:0.201117
## [406]    train-error:0.201117
## [407]    train-error:0.206704
## [408]    train-error:0.198324
## [409]    train-error:0.198324
## [410]    train-error:0.198324
## [411]    train-error:0.198324
## [412]    train-error:0.203911
## [413]    train-error:0.206704
## [414]    train-error:0.203911
## [415]    train-error:0.206704
## [416]    train-error:0.203911
## [417]    train-error:0.201117
## [418]    train-error:0.198324
## [419]    train-error:0.198324
## [420]    train-error:0.203911
## [421]    train-error:0.198324
## [422]    train-error:0.201117
## [423]    train-error:0.198324
## [424]    train-error:0.198324
## [425]    train-error:0.201117
## [426]    train-error:0.201117
## [427]    train-error:0.201117
## [428]    train-error:0.198324
## [429]    train-error:0.192737
## [430]    train-error:0.189944
## [431]    train-error:0.198324
## [432]    train-error:0.192737
## [433]    train-error:0.201117
## [434]    train-error:0.203911
## [435]    train-error:0.195531
## [436]    train-error:0.206704
## [437]    train-error:0.201117
## [438]    train-error:0.192737
## [439]    train-error:0.198324
## [440]    train-error:0.192737
## [441]    train-error:0.192737
## [442]    train-error:0.192737
## [443]    train-error:0.192737
## [444]    train-error:0.198324
## [445]    train-error:0.198324
## [446]    train-error:0.198324
## [447]    train-error:0.203911
## [448]    train-error:0.203911
## [449]    train-error:0.198324
## [450]    train-error:0.198324
## [451]    train-error:0.195531
## [452]    train-error:0.195531
## [0]  train-error:0.305322
## [1]  train-error:0.268908
## [2]  train-error:0.268908
## [3]  train-error:0.271709
## [4]  train-error:0.215686
## [5]  train-error:0.187675
## [6]  train-error:0.201681
## [7]  train-error:0.187675
## [8]  train-error:0.187675
## [9]  train-error:0.187675
## [10] train-error:0.187675
## [11] train-error:0.210084
## [12] train-error:0.198880
## [13] train-error:0.196078
## [14] train-error:0.198880
## [15] train-error:0.207283
## [16] train-error:0.207283
## [17] train-error:0.196078
## [18] train-error:0.196078
## [19] train-error:0.198880
## [20] train-error:0.187675
## [21] train-error:0.184874
## [22] train-error:0.170868
## [23] train-error:0.173669
## [24] train-error:0.170868
## [25] train-error:0.170868
## [26] train-error:0.179272
## [27] train-error:0.170868
## [28] train-error:0.170868
## [29] train-error:0.182073
## [30] train-error:0.187675
## [31] train-error:0.187675
## [32] train-error:0.173669
## [33] train-error:0.190476
## [34] train-error:0.190476
## [35] train-error:0.168067
## [36] train-error:0.168067
## [37] train-error:0.162465
## [38] train-error:0.176471
## [39] train-error:0.176471
## [40] train-error:0.173669
## [41] train-error:0.173669
## [42] train-error:0.182073
## [43] train-error:0.176471
## [44] train-error:0.173669
## [45] train-error:0.173669
## [46] train-error:0.176471
## [47] train-error:0.187675
## [48] train-error:0.184874
## [49] train-error:0.173669
## [50] train-error:0.184874
## [51] train-error:0.176471
## [52] train-error:0.182073
## [53] train-error:0.182073
## [54] train-error:0.184874
## [55] train-error:0.182073
## [56] train-error:0.193277
## [57] train-error:0.187675
## [58] train-error:0.187675
## [59] train-error:0.193277
## [60] train-error:0.187675
## [61] train-error:0.187675
## [62] train-error:0.179272
## [63] train-error:0.179272
## [64] train-error:0.179272
## [65] train-error:0.179272
## [66] train-error:0.187675
## [67] train-error:0.184874
## [68] train-error:0.190476
## [69] train-error:0.187675
## [70] train-error:0.187675
## [71] train-error:0.184874
## [72] train-error:0.187675
## [73] train-error:0.190476
## [74] train-error:0.182073
## [75] train-error:0.190476
## [76] train-error:0.193277
## [77] train-error:0.196078
## [78] train-error:0.190476
## [79] train-error:0.190476
## [80] train-error:0.182073
## [81] train-error:0.182073
## [82] train-error:0.187675
## [83] train-error:0.198880
## [84] train-error:0.173669
## [85] train-error:0.196078
## [86] train-error:0.198880
## [87] train-error:0.196078
## [88] train-error:0.184874
## [89] train-error:0.201681
## [90] train-error:0.201681
## [91] train-error:0.196078
## [92] train-error:0.187675
## [93] train-error:0.187675
## [94] train-error:0.187675
## [95] train-error:0.198880
## [96] train-error:0.182073
## [97] train-error:0.182073
## [98] train-error:0.184874
## [99] train-error:0.184874
## [100]    train-error:0.173669
## [101]    train-error:0.173669
## [102]    train-error:0.176471
## [103]    train-error:0.179272
## [104]    train-error:0.187675
## [105]    train-error:0.184874
## [106]    train-error:0.170868
## [107]    train-error:0.176471
## [108]    train-error:0.176471
## [109]    train-error:0.173669
## [110]    train-error:0.173669
## [111]    train-error:0.184874
## [112]    train-error:0.196078
## [113]    train-error:0.196078
## [114]    train-error:0.187675
## [115]    train-error:0.173669
## [116]    train-error:0.179272
## [117]    train-error:0.170868
## [118]    train-error:0.176471
## [119]    train-error:0.182073
## [120]    train-error:0.184874
## [121]    train-error:0.184874
## [122]    train-error:0.190476
## [123]    train-error:0.190476
## [124]    train-error:0.190476
## [125]    train-error:0.182073
## [126]    train-error:0.182073
## [127]    train-error:0.184874
## [128]    train-error:0.182073
## [129]    train-error:0.184874
## [130]    train-error:0.184874
## [131]    train-error:0.182073
## [132]    train-error:0.179272
## [133]    train-error:0.184874
## [134]    train-error:0.182073
## [135]    train-error:0.187675
## [136]    train-error:0.184874
## [137]    train-error:0.182073
## [138]    train-error:0.184874
## [139]    train-error:0.184874
## [140]    train-error:0.184874
## [141]    train-error:0.190476
## [142]    train-error:0.190476
## [143]    train-error:0.190476
## [144]    train-error:0.179272
## [145]    train-error:0.187675
## [146]    train-error:0.182073
## [147]    train-error:0.187675
## [148]    train-error:0.187675
## [149]    train-error:0.176471
## [150]    train-error:0.187675
## [151]    train-error:0.196078
## [152]    train-error:0.184874
## [153]    train-error:0.187675
## [154]    train-error:0.190476
## [155]    train-error:0.201681
## [156]    train-error:0.187675
## [157]    train-error:0.179272
## [158]    train-error:0.184874
## [159]    train-error:0.182073
## [160]    train-error:0.179272
## [161]    train-error:0.176471
## [162]    train-error:0.176471
## [163]    train-error:0.176471
## [164]    train-error:0.170868
## [165]    train-error:0.176471
## [166]    train-error:0.184874
## [167]    train-error:0.176471
## [168]    train-error:0.176471
## [169]    train-error:0.173669
## [170]    train-error:0.176471
## [171]    train-error:0.198880
## [172]    train-error:0.176471
## [173]    train-error:0.193277
## [174]    train-error:0.198880
## [175]    train-error:0.193277
## [176]    train-error:0.170868
## [177]    train-error:0.184874
## [178]    train-error:0.173669
## [179]    train-error:0.173669
## [180]    train-error:0.165266
## [181]    train-error:0.168067
## [182]    train-error:0.173669
## [183]    train-error:0.170868
## [184]    train-error:0.190476
## [185]    train-error:0.176471
## [186]    train-error:0.165266
## [187]    train-error:0.176471
## [188]    train-error:0.176471
## [189]    train-error:0.173669
## [190]    train-error:0.173669
## [191]    train-error:0.173669
## [192]    train-error:0.193277
## [193]    train-error:0.190476
## [194]    train-error:0.179272
## [195]    train-error:0.170868
## [196]    train-error:0.187675
## [197]    train-error:0.176471
## [198]    train-error:0.187675
## [199]    train-error:0.182073
## [200]    train-error:0.182073
## [201]    train-error:0.182073
## [202]    train-error:0.182073
## [203]    train-error:0.179272
## [204]    train-error:0.176471
## [205]    train-error:0.176471
## [206]    train-error:0.176471
## [207]    train-error:0.179272
## [208]    train-error:0.182073
## [209]    train-error:0.176471
## [210]    train-error:0.173669
## [211]    train-error:0.170868
## [212]    train-error:0.170868
## [213]    train-error:0.173669
## [214]    train-error:0.170868
## [215]    train-error:0.179272
## [216]    train-error:0.176471
## [217]    train-error:0.168067
## [218]    train-error:0.168067
## [219]    train-error:0.165266
## [220]    train-error:0.190476
## [221]    train-error:0.190476
## [222]    train-error:0.210084
## [223]    train-error:0.193277
## [224]    train-error:0.165266
## [225]    train-error:0.168067
## [226]    train-error:0.196078
## [227]    train-error:0.179272
## [228]    train-error:0.176471
## [229]    train-error:0.184874
## [230]    train-error:0.173669
## [231]    train-error:0.176471
## [232]    train-error:0.176471
## [233]    train-error:0.179272
## [234]    train-error:0.179272
## [235]    train-error:0.179272
## [236]    train-error:0.179272
## [237]    train-error:0.173669
## [238]    train-error:0.165266
## [239]    train-error:0.168067
## [240]    train-error:0.173669
## [241]    train-error:0.165266
## [242]    train-error:0.173669
## [243]    train-error:0.173669
## [244]    train-error:0.170868
## [245]    train-error:0.168067
## [246]    train-error:0.179272
## [247]    train-error:0.184874
## [248]    train-error:0.182073
## [249]    train-error:0.176471
## [250]    train-error:0.176471
## [251]    train-error:0.170868
## [252]    train-error:0.170868
## [253]    train-error:0.170868
## [254]    train-error:0.170868
## [255]    train-error:0.184874
## [256]    train-error:0.184874
## [257]    train-error:0.170868
## [258]    train-error:0.173669
## [259]    train-error:0.170868
## [260]    train-error:0.176471
## [261]    train-error:0.162465
## [262]    train-error:0.173669
## [263]    train-error:0.193277
## [264]    train-error:0.201681
## [265]    train-error:0.179272
## [266]    train-error:0.168067
## [267]    train-error:0.162465
## [268]    train-error:0.168067
## [269]    train-error:0.168067
## [270]    train-error:0.165266
## [271]    train-error:0.168067
## [272]    train-error:0.168067
## [273]    train-error:0.165266
## [274]    train-error:0.170868
## [275]    train-error:0.170868
## [276]    train-error:0.165266
## [277]    train-error:0.170868
## [278]    train-error:0.170868
## [279]    train-error:0.170868
## [280]    train-error:0.168067
## [281]    train-error:0.182073
## [282]    train-error:0.162465
## [283]    train-error:0.176471
## [284]    train-error:0.173669
## [285]    train-error:0.173669
## [286]    train-error:0.176471
## [287]    train-error:0.176471
## [288]    train-error:0.168067
## [289]    train-error:0.184874
## [290]    train-error:0.190476
## [291]    train-error:0.184874
## [292]    train-error:0.184874
## [293]    train-error:0.184874
## [294]    train-error:0.184874
## [295]    train-error:0.176471
## [296]    train-error:0.173669
## [297]    train-error:0.176471
## [298]    train-error:0.173669
## [299]    train-error:0.173669
## [300]    train-error:0.184874
## [301]    train-error:0.176471
## [302]    train-error:0.176471
## [303]    train-error:0.173669
## [304]    train-error:0.170868
## [305]    train-error:0.173669
## [306]    train-error:0.173669
## [307]    train-error:0.176471
## [308]    train-error:0.176471
## [309]    train-error:0.168067
## [310]    train-error:0.173669
## [311]    train-error:0.170868
## [312]    train-error:0.170868
## [313]    train-error:0.173669
## [314]    train-error:0.168067
## [315]    train-error:0.176471
## [316]    train-error:0.176471
## [317]    train-error:0.170868
## [318]    train-error:0.173669
## [319]    train-error:0.168067
## [320]    train-error:0.168067
## [321]    train-error:0.170868
## [322]    train-error:0.168067
## [323]    train-error:0.168067
## [324]    train-error:0.176471
## [325]    train-error:0.168067
## [326]    train-error:0.170868
## [327]    train-error:0.170868
## [328]    train-error:0.170868
## [329]    train-error:0.173669
## [330]    train-error:0.170868
## [331]    train-error:0.170868
## [332]    train-error:0.170868
## [333]    train-error:0.168067
## [334]    train-error:0.179272
## [335]    train-error:0.170868
## [336]    train-error:0.170868
## [337]    train-error:0.170868
## [338]    train-error:0.190476
## [339]    train-error:0.173669
## [340]    train-error:0.168067
## [341]    train-error:0.176471
## [342]    train-error:0.176471
## [343]    train-error:0.187675
## [344]    train-error:0.176471
## [345]    train-error:0.168067
## [346]    train-error:0.168067
## [347]    train-error:0.170868
## [348]    train-error:0.176471
## [349]    train-error:0.176471
## [350]    train-error:0.173669
## [351]    train-error:0.198880
## [352]    train-error:0.182073
## [353]    train-error:0.173669
## [354]    train-error:0.170868
## [355]    train-error:0.184874
## [356]    train-error:0.165266
## [357]    train-error:0.170868
## [358]    train-error:0.176471
## [359]    train-error:0.162465
## [360]    train-error:0.165266
## [361]    train-error:0.165266
## [362]    train-error:0.173669
## [363]    train-error:0.170868
## [364]    train-error:0.184874
## [365]    train-error:0.184874
## [366]    train-error:0.190476
## [367]    train-error:0.184874
## [368]    train-error:0.184874
## [369]    train-error:0.168067
## [370]    train-error:0.187675
## [371]    train-error:0.190476
## [372]    train-error:0.187675
## [373]    train-error:0.168067
## [374]    train-error:0.170868
## [375]    train-error:0.179272
## [376]    train-error:0.170868
## [377]    train-error:0.176471
## [378]    train-error:0.176471
## [379]    train-error:0.170868
## [380]    train-error:0.179272
## [381]    train-error:0.168067
## [382]    train-error:0.176471
## [383]    train-error:0.176471
## [384]    train-error:0.173669
## [385]    train-error:0.165266
## [386]    train-error:0.165266
## [387]    train-error:0.176471
## [388]    train-error:0.187675
## [389]    train-error:0.198880
## [390]    train-error:0.196078
## [391]    train-error:0.173669
## [392]    train-error:0.187675
## [393]    train-error:0.176471
## [394]    train-error:0.173669
## [395]    train-error:0.173669
## [396]    train-error:0.170868
## [397]    train-error:0.170868
## [398]    train-error:0.179272
## [399]    train-error:0.168067
## [400]    train-error:0.168067
## [401]    train-error:0.168067
## [402]    train-error:0.170868
## [403]    train-error:0.170868
## [404]    train-error:0.176471
## [405]    train-error:0.170868
## [406]    train-error:0.173669
## [407]    train-error:0.173669
## [408]    train-error:0.170868
## [409]    train-error:0.176471
## [410]    train-error:0.173669
## [411]    train-error:0.176471
## [412]    train-error:0.173669
## [413]    train-error:0.176471
## [414]    train-error:0.173669
## [415]    train-error:0.179272
## [416]    train-error:0.179272
## [417]    train-error:0.176471
## [418]    train-error:0.176471
## [419]    train-error:0.179272
## [420]    train-error:0.176471
## [421]    train-error:0.176471
## [422]    train-error:0.176471
## [423]    train-error:0.176471
## [424]    train-error:0.179272
## [425]    train-error:0.170868
## [426]    train-error:0.176471
## [427]    train-error:0.176471
## [428]    train-error:0.176471
## [429]    train-error:0.173669
## [430]    train-error:0.176471
## [431]    train-error:0.176471
## [432]    train-error:0.176471
## [433]    train-error:0.176471
## [434]    train-error:0.176471
## [435]    train-error:0.176471
## [436]    train-error:0.173669
## [437]    train-error:0.173669
## [438]    train-error:0.179272
## [439]    train-error:0.173669
## [440]    train-error:0.179272
## [441]    train-error:0.179272
## [442]    train-error:0.176471
## [443]    train-error:0.173669
## [444]    train-error:0.179272
## [445]    train-error:0.170868
## [446]    train-error:0.176471
## [447]    train-error:0.176471
## [448]    train-error:0.173669
## [449]    train-error:0.176471
## [450]    train-error:0.176471
## [451]    train-error:0.173669
## [452]    train-error:0.179272
## [0]  train-error:0.218487
## [1]  train-error:0.299720
## [2]  train-error:0.229692
## [3]  train-error:0.238095
## [4]  train-error:0.243697
## [5]  train-error:0.266106
## [6]  train-error:0.257703
## [7]  train-error:0.254902
## [8]  train-error:0.249300
## [9]  train-error:0.235294
## [10] train-error:0.235294
## [11] train-error:0.243697
## [12] train-error:0.229692
## [13] train-error:0.221289
## [14] train-error:0.221289
## [15] train-error:0.210084
## [16] train-error:0.221289
## [17] train-error:0.210084
## [18] train-error:0.218487
## [19] train-error:0.212885
## [20] train-error:0.210084
## [21] train-error:0.210084
## [22] train-error:0.210084
## [23] train-error:0.210084
## [24] train-error:0.201681
## [25] train-error:0.198880
## [26] train-error:0.201681
## [27] train-error:0.221289
## [28] train-error:0.207283
## [29] train-error:0.224090
## [30] train-error:0.224090
## [31] train-error:0.215686
## [32] train-error:0.207283
## [33] train-error:0.215686
## [34] train-error:0.212885
## [35] train-error:0.210084
## [36] train-error:0.210084
## [37] train-error:0.210084
## [38] train-error:0.210084
## [39] train-error:0.210084
## [40] train-error:0.210084
## [41] train-error:0.201681
## [42] train-error:0.207283
## [43] train-error:0.204482
## [44] train-error:0.193277
## [45] train-error:0.193277
## [46] train-error:0.212885
## [47] train-error:0.207283
## [48] train-error:0.212885
## [49] train-error:0.207283
## [50] train-error:0.210084
## [51] train-error:0.210084
## [52] train-error:0.207283
## [53] train-error:0.210084
## [54] train-error:0.210084
## [55] train-error:0.207283
## [56] train-error:0.210084
## [57] train-error:0.193277
## [58] train-error:0.193277
## [59] train-error:0.187675
## [60] train-error:0.196078
## [61] train-error:0.179272
## [62] train-error:0.190476
## [63] train-error:0.193277
## [64] train-error:0.179272
## [65] train-error:0.196078
## [66] train-error:0.179272
## [67] train-error:0.182073
## [68] train-error:0.187675
## [69] train-error:0.184874
## [70] train-error:0.184874
## [71] train-error:0.176471
## [72] train-error:0.179272
## [73] train-error:0.182073
## [74] train-error:0.182073
## [75] train-error:0.187675
## [76] train-error:0.182073
## [77] train-error:0.190476
## [78] train-error:0.201681
## [79] train-error:0.221289
## [80] train-error:0.212885
## [81] train-error:0.218487
## [82] train-error:0.207283
## [83] train-error:0.207283
## [84] train-error:0.196078
## [85] train-error:0.196078
## [86] train-error:0.196078
## [87] train-error:0.193277
## [88] train-error:0.193277
## [89] train-error:0.187675
## [90] train-error:0.201681
## [91] train-error:0.198880
## [92] train-error:0.201681
## [93] train-error:0.215686
## [94] train-error:0.198880
## [95] train-error:0.187675
## [96] train-error:0.204482
## [97] train-error:0.196078
## [98] train-error:0.190476
## [99] train-error:0.193277
## [100]    train-error:0.184874
## [101]    train-error:0.187675
## [102]    train-error:0.184874
## [103]    train-error:0.193277
## [104]    train-error:0.187675
## [105]    train-error:0.187675
## [106]    train-error:0.198880
## [107]    train-error:0.198880
## [108]    train-error:0.193277
## [109]    train-error:0.190476
## [110]    train-error:0.190476
## [111]    train-error:0.190476
## [112]    train-error:0.198880
## [113]    train-error:0.196078
## [114]    train-error:0.212885
## [115]    train-error:0.190476
## [116]    train-error:0.190476
## [117]    train-error:0.196078
## [118]    train-error:0.184874
## [119]    train-error:0.190476
## [120]    train-error:0.198880
## [121]    train-error:0.193277
## [122]    train-error:0.190476
## [123]    train-error:0.193277
## [124]    train-error:0.196078
## [125]    train-error:0.190476
## [126]    train-error:0.190476
## [127]    train-error:0.193277
## [128]    train-error:0.187675
## [129]    train-error:0.190476
## [130]    train-error:0.193277
## [131]    train-error:0.187675
## [132]    train-error:0.193277
## [133]    train-error:0.190476
## [134]    train-error:0.190476
## [135]    train-error:0.196078
## [136]    train-error:0.193277
## [137]    train-error:0.193277
## [138]    train-error:0.190476
## [139]    train-error:0.190476
## [140]    train-error:0.190476
## [141]    train-error:0.193277
## [142]    train-error:0.196078
## [143]    train-error:0.196078
## [144]    train-error:0.198880
## [145]    train-error:0.196078
## [146]    train-error:0.196078
## [147]    train-error:0.198880
## [148]    train-error:0.196078
## [149]    train-error:0.193277
## [150]    train-error:0.193277
## [151]    train-error:0.193277
## [152]    train-error:0.190476
## [153]    train-error:0.190476
## [154]    train-error:0.190476
## [155]    train-error:0.196078
## [156]    train-error:0.198880
## [157]    train-error:0.198880
## [158]    train-error:0.198880
## [159]    train-error:0.196078
## [160]    train-error:0.198880
## [161]    train-error:0.201681
## [162]    train-error:0.182073
## [163]    train-error:0.190476
## [164]    train-error:0.198880
## [165]    train-error:0.198880
## [166]    train-error:0.201681
## [167]    train-error:0.187675
## [168]    train-error:0.201681
## [169]    train-error:0.204482
## [170]    train-error:0.204482
## [171]    train-error:0.182073
## [172]    train-error:0.193277
## [173]    train-error:0.184874
## [174]    train-error:0.193277
## [175]    train-error:0.193277
## [176]    train-error:0.184874
## [177]    train-error:0.184874
## [178]    train-error:0.198880
## [179]    train-error:0.190476
## [180]    train-error:0.190476
## [181]    train-error:0.193277
## [182]    train-error:0.190476
## [183]    train-error:0.193277
## [184]    train-error:0.193277
## [185]    train-error:0.193277
## [186]    train-error:0.184874
## [187]    train-error:0.190476
## [188]    train-error:0.193277
## [189]    train-error:0.190476
## [190]    train-error:0.193277
## [191]    train-error:0.193277
## [192]    train-error:0.190476
## [193]    train-error:0.187675
## [194]    train-error:0.187675
## [195]    train-error:0.196078
## [196]    train-error:0.190476
## [197]    train-error:0.193277
## [198]    train-error:0.193277
## [199]    train-error:0.193277
## [200]    train-error:0.193277
## [201]    train-error:0.190476
## [202]    train-error:0.193277
## [203]    train-error:0.190476
## [204]    train-error:0.190476
## [205]    train-error:0.190476
## [206]    train-error:0.190476
## [207]    train-error:0.196078
## [208]    train-error:0.182073
## [209]    train-error:0.190476
## [210]    train-error:0.193277
## [211]    train-error:0.196078
## [212]    train-error:0.201681
## [213]    train-error:0.196078
## [214]    train-error:0.187675
## [215]    train-error:0.182073
## [216]    train-error:0.187675
## [217]    train-error:0.179272
## [218]    train-error:0.187675
## [219]    train-error:0.184874
## [220]    train-error:0.193277
## [221]    train-error:0.184874
## [222]    train-error:0.193277
## [223]    train-error:0.187675
## [224]    train-error:0.184874
## [225]    train-error:0.184874
## [226]    train-error:0.184874
## [227]    train-error:0.184874
## [228]    train-error:0.184874
## [229]    train-error:0.187675
## [230]    train-error:0.190476
## [231]    train-error:0.182073
## [232]    train-error:0.179272
## [233]    train-error:0.184874
## [234]    train-error:0.184874
## [235]    train-error:0.187675
## [236]    train-error:0.187675
## [237]    train-error:0.196078
## [238]    train-error:0.190476
## [239]    train-error:0.187675
## [240]    train-error:0.187675
## [241]    train-error:0.184874
## [242]    train-error:0.184874
## [243]    train-error:0.190476
## [244]    train-error:0.201681
## [245]    train-error:0.193277
## [246]    train-error:0.201681
## [247]    train-error:0.201681
## [248]    train-error:0.201681
## [249]    train-error:0.196078
## [250]    train-error:0.201681
## [251]    train-error:0.204482
## [252]    train-error:0.198880
## [253]    train-error:0.201681
## [254]    train-error:0.190476
## [255]    train-error:0.179272
## [256]    train-error:0.184874
## [257]    train-error:0.196078
## [258]    train-error:0.198880
## [259]    train-error:0.196078
## [260]    train-error:0.204482
## [261]    train-error:0.196078
## [262]    train-error:0.198880
## [263]    train-error:0.198880
## [264]    train-error:0.193277
## [265]    train-error:0.187675
## [266]    train-error:0.190476
## [267]    train-error:0.196078
## [268]    train-error:0.196078
## [269]    train-error:0.207283
## [270]    train-error:0.196078
## [271]    train-error:0.196078
## [272]    train-error:0.193277
## [273]    train-error:0.198880
## [274]    train-error:0.204482
## [275]    train-error:0.193277
## [276]    train-error:0.193277
## [277]    train-error:0.190476
## [278]    train-error:0.187675
## [279]    train-error:0.196078
## [280]    train-error:0.196078
## [281]    train-error:0.193277
## [282]    train-error:0.193277
## [283]    train-error:0.190476
## [284]    train-error:0.190476
## [285]    train-error:0.190476
## [286]    train-error:0.196078
## [287]    train-error:0.193277
## [288]    train-error:0.196078
## [289]    train-error:0.196078
## [290]    train-error:0.190476
## [291]    train-error:0.198880
## [292]    train-error:0.190476
## [293]    train-error:0.190476
## [294]    train-error:0.196078
## [295]    train-error:0.196078
## [296]    train-error:0.198880
## [297]    train-error:0.201681
## [298]    train-error:0.204482
## [299]    train-error:0.196078
## [300]    train-error:0.193277
## [301]    train-error:0.182073
## [302]    train-error:0.196078
## [303]    train-error:0.187675
## [304]    train-error:0.182073
## [305]    train-error:0.182073
## [306]    train-error:0.193277
## [307]    train-error:0.196078
## [308]    train-error:0.198880
## [309]    train-error:0.196078
## [310]    train-error:0.204482
## [311]    train-error:0.193277
## [312]    train-error:0.198880
## [313]    train-error:0.201681
## [314]    train-error:0.201681
## [315]    train-error:0.198880
## [316]    train-error:0.201681
## [317]    train-error:0.204482
## [318]    train-error:0.207283
## [319]    train-error:0.224090
## [320]    train-error:0.212885
## [321]    train-error:0.212885
## [322]    train-error:0.207283
## [323]    train-error:0.201681
## [324]    train-error:0.201681
## [325]    train-error:0.201681
## [326]    train-error:0.193277
## [327]    train-error:0.207283
## [328]    train-error:0.210084
## [329]    train-error:0.207283
## [330]    train-error:0.204482
## [331]    train-error:0.210084
## [332]    train-error:0.207283
## [333]    train-error:0.207283
## [334]    train-error:0.198880
## [335]    train-error:0.204482
## [336]    train-error:0.207283
## [337]    train-error:0.204482
## [338]    train-error:0.190476
## [339]    train-error:0.198880
## [340]    train-error:0.193277
## [341]    train-error:0.193277
## [342]    train-error:0.198880
## [343]    train-error:0.198880
## [344]    train-error:0.193277
## [345]    train-error:0.198880
## [346]    train-error:0.196078
## [347]    train-error:0.196078
## [348]    train-error:0.196078
## [349]    train-error:0.198880
## [350]    train-error:0.198880
## [351]    train-error:0.193277
## [352]    train-error:0.187675
## [353]    train-error:0.193277
## [354]    train-error:0.190476
## [355]    train-error:0.193277
## [356]    train-error:0.193277
## [357]    train-error:0.187675
## [358]    train-error:0.182073
## [359]    train-error:0.184874
## [360]    train-error:0.182073
## [361]    train-error:0.176471
## [362]    train-error:0.179272
## [363]    train-error:0.176471
## [364]    train-error:0.190476
## [365]    train-error:0.179272
## [366]    train-error:0.190476
## [367]    train-error:0.179272
## [368]    train-error:0.179272
## [369]    train-error:0.187675
## [370]    train-error:0.187675
## [371]    train-error:0.184874
## [372]    train-error:0.187675
## [373]    train-error:0.179272
## [374]    train-error:0.187675
## [375]    train-error:0.187675
## [376]    train-error:0.184874
## [377]    train-error:0.179272
## [378]    train-error:0.184874
## [379]    train-error:0.182073
## [380]    train-error:0.184874
## [381]    train-error:0.184874
## [382]    train-error:0.184874
## [383]    train-error:0.184874
## [384]    train-error:0.184874
## [385]    train-error:0.187675
## [386]    train-error:0.187675
## [387]    train-error:0.187675
## [388]    train-error:0.182073
## [389]    train-error:0.184874
## [390]    train-error:0.187675
## [391]    train-error:0.187675
## [392]    train-error:0.187675
## [393]    train-error:0.187675
## [394]    train-error:0.187675
## [395]    train-error:0.187675
## [396]    train-error:0.187675
## [397]    train-error:0.184874
## [398]    train-error:0.184874
## [399]    train-error:0.182073
## [400]    train-error:0.173669
## [401]    train-error:0.179272
## [402]    train-error:0.184874
## [403]    train-error:0.187675
## [404]    train-error:0.184874
## [405]    train-error:0.184874
## [406]    train-error:0.184874
## [407]    train-error:0.184874
## [408]    train-error:0.184874
## [409]    train-error:0.182073
## [410]    train-error:0.184874
## [411]    train-error:0.184874
## [412]    train-error:0.179272
## [413]    train-error:0.179272
## [414]    train-error:0.182073
## [415]    train-error:0.182073
## [416]    train-error:0.182073
## [417]    train-error:0.179272
## [418]    train-error:0.184874
## [419]    train-error:0.184874
## [420]    train-error:0.179272
## [421]    train-error:0.179272
## [422]    train-error:0.176471
## [423]    train-error:0.184874
## [424]    train-error:0.184874
## [425]    train-error:0.170868
## [426]    train-error:0.173669
## [427]    train-error:0.182073
## [428]    train-error:0.182073
## [429]    train-error:0.173669
## [430]    train-error:0.179272
## [431]    train-error:0.179272
## [432]    train-error:0.179272
## [433]    train-error:0.168067
## [434]    train-error:0.173669
## [435]    train-error:0.173669
## [436]    train-error:0.173669
## [437]    train-error:0.173669
## [438]    train-error:0.176471
## [439]    train-error:0.170868
## [440]    train-error:0.173669
## [441]    train-error:0.170868
## [442]    train-error:0.173669
## [443]    train-error:0.182073
## [444]    train-error:0.196078
## [445]    train-error:0.173669
## [446]    train-error:0.173669
## [447]    train-error:0.173669
## [448]    train-error:0.176471
## [449]    train-error:0.184874
## [450]    train-error:0.187675
## [451]    train-error:0.190476
## [452]    train-error:0.190476
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.203911
## [4]  train-error:0.203911
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.212290
## [9]  train-error:0.212290
## [10] train-error:0.212290
## [11] train-error:0.206704
## [12] train-error:0.212290
## [13] train-error:0.212290
## [14] train-error:0.203911
## [15] train-error:0.203911
## [16] train-error:0.195531
## [17] train-error:0.203911
## [18] train-error:0.189944
## [19] train-error:0.187151
## [20] train-error:0.189944
## [21] train-error:0.192737
## [22] train-error:0.187151
## [23] train-error:0.181564
## [24] train-error:0.192737
## [25] train-error:0.189944
## [26] train-error:0.189944
## [27] train-error:0.189944
## [28] train-error:0.192737
## [29] train-error:0.187151
## [30] train-error:0.181564
## [31] train-error:0.181564
## [32] train-error:0.184358
## [33] train-error:0.184358
## [34] train-error:0.181564
## [35] train-error:0.175978
## [36] train-error:0.187151
## [37] train-error:0.184358
## [38] train-error:0.189944
## [39] train-error:0.192737
## [40] train-error:0.187151
## [41] train-error:0.187151
## [42] train-error:0.192737
## [43] train-error:0.189944
## [44] train-error:0.189944
## [45] train-error:0.189944
## [46] train-error:0.187151
## [47] train-error:0.187151
## [48] train-error:0.184358
## [49] train-error:0.189944
## [50] train-error:0.184358
## [51] train-error:0.184358
## [52] train-error:0.187151
## [53] train-error:0.184358
## [54] train-error:0.184358
## [55] train-error:0.184358
## [56] train-error:0.181564
## [57] train-error:0.181564
## [58] train-error:0.178771
## [59] train-error:0.181564
## [60] train-error:0.184358
## [61] train-error:0.184358
## [62] train-error:0.184358
## [63] train-error:0.184358
## [64] train-error:0.184358
## [65] train-error:0.184358
## [66] train-error:0.189944
## [67] train-error:0.187151
## [68] train-error:0.184358
## [69] train-error:0.181564
## [70] train-error:0.184358
## [71] train-error:0.181564
## [72] train-error:0.178771
## [73] train-error:0.181564
## [74] train-error:0.184358
## [75] train-error:0.181564
## [76] train-error:0.184358
## [77] train-error:0.184358
## [78] train-error:0.184358
## [79] train-error:0.181564
## [80] train-error:0.181564
## [81] train-error:0.181564
## [82] train-error:0.184358
## [83] train-error:0.184358
## [84] train-error:0.184358
## [85] train-error:0.184358
## [86] train-error:0.187151
## [87] train-error:0.187151
## [88] train-error:0.187151
## [89] train-error:0.187151
## [90] train-error:0.184358
## [91] train-error:0.181564
## [92] train-error:0.178771
## [93] train-error:0.178771
## [94] train-error:0.175978
## [95] train-error:0.173184
## [96] train-error:0.175978
## [97] train-error:0.175978
## [98] train-error:0.175978
## [99] train-error:0.167598
## [100]    train-error:0.170391
## [101]    train-error:0.164804
## [102]    train-error:0.170391
## [103]    train-error:0.167598
## [104]    train-error:0.170391
## [105]    train-error:0.167598
## [106]    train-error:0.159218
## [107]    train-error:0.164804
## [108]    train-error:0.156425
## [109]    train-error:0.153631
## [110]    train-error:0.159218
## [111]    train-error:0.156425
## [112]    train-error:0.159218
## [113]    train-error:0.162011
## [114]    train-error:0.159218
## [115]    train-error:0.156425
## [116]    train-error:0.162011
## [117]    train-error:0.156425
## [118]    train-error:0.153631
## [119]    train-error:0.159218
## [120]    train-error:0.162011
## [121]    train-error:0.170391
## [122]    train-error:0.164804
## [123]    train-error:0.167598
## [124]    train-error:0.159218
## [125]    train-error:0.159218
## [126]    train-error:0.162011
## [127]    train-error:0.167598
## [128]    train-error:0.156425
## [129]    train-error:0.164804
## [130]    train-error:0.159218
## [131]    train-error:0.162011
## [132]    train-error:0.164804
## [133]    train-error:0.167598
## [134]    train-error:0.162011
## [135]    train-error:0.162011
## [136]    train-error:0.156425
## [137]    train-error:0.156425
## [138]    train-error:0.162011
## [139]    train-error:0.159218
## [140]    train-error:0.159218
## [141]    train-error:0.156425
## [142]    train-error:0.159218
## [143]    train-error:0.159218
## [144]    train-error:0.159218
## [145]    train-error:0.159218
## [146]    train-error:0.164804
## [147]    train-error:0.156425
## [148]    train-error:0.156425
## [149]    train-error:0.159218
## [150]    train-error:0.159218
## [151]    train-error:0.162011
## [152]    train-error:0.162011
## [153]    train-error:0.164804
## [154]    train-error:0.156425
## [155]    train-error:0.159218
## [156]    train-error:0.159218
## [157]    train-error:0.162011
## [158]    train-error:0.156425
## [159]    train-error:0.159218
## [160]    train-error:0.153631
## [161]    train-error:0.159218
## [162]    train-error:0.162011
## [163]    train-error:0.162011
## [164]    train-error:0.156425
## [165]    train-error:0.156425
## [166]    train-error:0.156425
## [167]    train-error:0.153631
## [168]    train-error:0.156425
## [169]    train-error:0.153631
## [170]    train-error:0.148045
## [171]    train-error:0.150838
## [172]    train-error:0.148045
## [173]    train-error:0.153631
## [174]    train-error:0.148045
## [175]    train-error:0.150838
## [176]    train-error:0.150838
## [177]    train-error:0.153631
## [178]    train-error:0.153631
## [179]    train-error:0.150838
## [180]    train-error:0.150838
## [181]    train-error:0.153631
## [182]    train-error:0.148045
## [183]    train-error:0.153631
## [184]    train-error:0.145251
## [185]    train-error:0.145251
## [186]    train-error:0.145251
## [187]    train-error:0.145251
## [188]    train-error:0.145251
## [189]    train-error:0.142458
## [190]    train-error:0.145251
## [191]    train-error:0.142458
## [192]    train-error:0.142458
## [193]    train-error:0.139665
## [194]    train-error:0.145251
## [195]    train-error:0.145251
## [196]    train-error:0.148045
## [197]    train-error:0.145251
## [198]    train-error:0.136872
## [199]    train-error:0.142458
## [200]    train-error:0.142458
## [201]    train-error:0.145251
## [202]    train-error:0.145251
## [203]    train-error:0.142458
## [204]    train-error:0.145251
## [205]    train-error:0.145251
## [206]    train-error:0.145251
## [207]    train-error:0.139665
## [208]    train-error:0.139665
## [209]    train-error:0.139665
## [210]    train-error:0.142458
## [211]    train-error:0.145251
## [212]    train-error:0.142458
## [213]    train-error:0.142458
## [214]    train-error:0.139665
## [215]    train-error:0.142458
## [216]    train-error:0.139665
## [217]    train-error:0.142458
## [218]    train-error:0.142458
## [219]    train-error:0.142458
## [220]    train-error:0.142458
## [221]    train-error:0.139665
## [222]    train-error:0.136872
## [223]    train-error:0.136872
## [224]    train-error:0.136872
## [225]    train-error:0.139665
## [226]    train-error:0.142458
## [227]    train-error:0.136872
## [228]    train-error:0.134078
## [229]    train-error:0.136872
## [230]    train-error:0.136872
## [231]    train-error:0.136872
## [232]    train-error:0.136872
## [233]    train-error:0.139665
## [234]    train-error:0.139665
## [235]    train-error:0.139665
## [236]    train-error:0.145251
## [237]    train-error:0.145251
## [238]    train-error:0.136872
## [239]    train-error:0.142458
## [240]    train-error:0.139665
## [241]    train-error:0.142458
## [242]    train-error:0.139665
## [243]    train-error:0.139665
## [244]    train-error:0.136872
## [245]    train-error:0.136872
## [246]    train-error:0.142458
## [247]    train-error:0.139665
## [248]    train-error:0.136872
## [249]    train-error:0.134078
## [250]    train-error:0.150838
## [251]    train-error:0.150838
## [252]    train-error:0.148045
## [253]    train-error:0.139665
## [254]    train-error:0.136872
## [255]    train-error:0.145251
## [256]    train-error:0.150838
## [257]    train-error:0.142458
## [258]    train-error:0.142458
## [259]    train-error:0.139665
## [260]    train-error:0.139665
## [261]    train-error:0.145251
## [262]    train-error:0.142458
## [263]    train-error:0.139665
## [264]    train-error:0.139665
## [265]    train-error:0.142458
## [266]    train-error:0.139665
## [267]    train-error:0.139665
## [268]    train-error:0.145251
## [269]    train-error:0.142458
## [270]    train-error:0.139665
## [271]    train-error:0.142458
## [272]    train-error:0.139665
## [273]    train-error:0.142458
## [274]    train-error:0.136872
## [275]    train-error:0.136872
## [276]    train-error:0.136872
## [277]    train-error:0.134078
## [278]    train-error:0.134078
## [279]    train-error:0.134078
## [280]    train-error:0.134078
## [281]    train-error:0.131285
## [282]    train-error:0.139665
## [283]    train-error:0.134078
## [284]    train-error:0.134078
## [285]    train-error:0.131285
## [286]    train-error:0.136872
## [287]    train-error:0.131285
## [288]    train-error:0.131285
## [289]    train-error:0.131285
## [290]    train-error:0.134078
## [291]    train-error:0.131285
## [292]    train-error:0.136872
## [293]    train-error:0.136872
## [294]    train-error:0.136872
## [295]    train-error:0.131285
## [296]    train-error:0.131285
## [297]    train-error:0.131285
## [298]    train-error:0.128492
## [299]    train-error:0.128492
## [300]    train-error:0.128492
## [301]    train-error:0.139665
## [302]    train-error:0.139665
## [303]    train-error:0.139665
## [304]    train-error:0.134078
## [305]    train-error:0.131285
## [306]    train-error:0.134078
## [307]    train-error:0.134078
## [308]    train-error:0.134078
## [309]    train-error:0.136872
## [310]    train-error:0.136872
## [311]    train-error:0.136872
## [312]    train-error:0.136872
## [313]    train-error:0.136872
## [314]    train-error:0.139665
## [315]    train-error:0.139665
## [316]    train-error:0.136872
## [317]    train-error:0.136872
## [318]    train-error:0.136872
## [319]    train-error:0.136872
## [320]    train-error:0.139665
## [321]    train-error:0.139665
## [322]    train-error:0.136872
## [323]    train-error:0.139665
## [324]    train-error:0.134078
## [325]    train-error:0.134078
## [326]    train-error:0.136872
## [327]    train-error:0.134078
## [328]    train-error:0.131285
## [329]    train-error:0.134078
## [330]    train-error:0.136872
## [331]    train-error:0.136872
## [332]    train-error:0.142458
## [333]    train-error:0.139665
## [334]    train-error:0.136872
## [335]    train-error:0.136872
## [336]    train-error:0.139665
## [337]    train-error:0.142458
## [338]    train-error:0.136872
## [339]    train-error:0.136872
## [340]    train-error:0.145251
## [341]    train-error:0.139665
## [342]    train-error:0.142458
## [343]    train-error:0.139665
## [344]    train-error:0.139665
## [345]    train-error:0.136872
## [346]    train-error:0.139665
## [347]    train-error:0.142458
## [348]    train-error:0.139665
## [349]    train-error:0.136872
## [350]    train-error:0.139665
## [351]    train-error:0.142458
## [352]    train-error:0.139665
## [353]    train-error:0.139665
## [354]    train-error:0.139665
## [355]    train-error:0.142458
## [356]    train-error:0.136872
## [357]    train-error:0.139665
## [358]    train-error:0.131285
## [359]    train-error:0.134078
## [360]    train-error:0.139665
## [361]    train-error:0.139665
## [362]    train-error:0.139665
## [363]    train-error:0.142458
## [364]    train-error:0.145251
## [365]    train-error:0.142458
## [366]    train-error:0.142458
## [367]    train-error:0.142458
## [368]    train-error:0.142458
## [369]    train-error:0.136872
## [370]    train-error:0.139665
## [371]    train-error:0.142458
## [372]    train-error:0.142458
## [373]    train-error:0.139665
## [374]    train-error:0.145251
## [375]    train-error:0.136872
## [376]    train-error:0.142458
## [377]    train-error:0.148045
## [378]    train-error:0.139665
## [379]    train-error:0.142458
## [380]    train-error:0.142458
## [381]    train-error:0.145251
## [382]    train-error:0.142458
## [383]    train-error:0.142458
## [384]    train-error:0.142458
## [385]    train-error:0.145251
## [386]    train-error:0.139665
## [387]    train-error:0.142458
## [388]    train-error:0.139665
## [389]    train-error:0.145251
## [390]    train-error:0.142458
## [391]    train-error:0.136872
## [392]    train-error:0.139665
## [393]    train-error:0.136872
## [394]    train-error:0.136872
## [395]    train-error:0.136872
## [396]    train-error:0.136872
## [397]    train-error:0.136872
## [398]    train-error:0.136872
## [399]    train-error:0.136872
## [400]    train-error:0.139665
## [401]    train-error:0.134078
## [402]    train-error:0.139665
## [403]    train-error:0.136872
## [404]    train-error:0.136872
## [405]    train-error:0.136872
## [406]    train-error:0.136872
## [407]    train-error:0.136872
## [408]    train-error:0.139665
## [409]    train-error:0.136872
## [410]    train-error:0.136872
## [411]    train-error:0.136872
## [412]    train-error:0.142458
## [413]    train-error:0.142458
## [414]    train-error:0.142458
## [415]    train-error:0.139665
## [416]    train-error:0.134078
## [417]    train-error:0.136872
## [418]    train-error:0.134078
## [419]    train-error:0.139665
## [420]    train-error:0.136872
## [421]    train-error:0.142458
## [422]    train-error:0.139665
## [423]    train-error:0.139665
## [424]    train-error:0.136872
## [425]    train-error:0.139665
## [426]    train-error:0.136872
## [427]    train-error:0.139665
## [428]    train-error:0.134078
## [429]    train-error:0.134078
## [430]    train-error:0.136872
## [431]    train-error:0.136872
## [432]    train-error:0.134078
## [433]    train-error:0.128492
## [434]    train-error:0.139665
## [435]    train-error:0.134078
## [436]    train-error:0.134078
## [437]    train-error:0.134078
## [438]    train-error:0.131285
## [439]    train-error:0.128492
## [440]    train-error:0.134078
## [441]    train-error:0.134078
## [442]    train-error:0.134078
## [443]    train-error:0.131285
## [444]    train-error:0.131285
## [445]    train-error:0.134078
## [446]    train-error:0.136872
## [447]    train-error:0.136872
## [448]    train-error:0.139665
## [449]    train-error:0.134078
## [450]    train-error:0.136872
## [451]    train-error:0.136872
## [452]    train-error:0.134078
## [453]    train-error:0.134078
## [454]    train-error:0.134078
## [455]    train-error:0.131285
## [456]    train-error:0.134078
## [457]    train-error:0.134078
## [458]    train-error:0.134078
## [459]    train-error:0.134078
## [460]    train-error:0.128492
## [461]    train-error:0.131285
## [462]    train-error:0.131285
## [463]    train-error:0.131285
## [464]    train-error:0.131285
## [465]    train-error:0.128492
## [466]    train-error:0.128492
## [467]    train-error:0.125698
## [468]    train-error:0.131285
## [469]    train-error:0.128492
## [470]    train-error:0.128492
## [471]    train-error:0.125698
## [472]    train-error:0.122905
## [473]    train-error:0.128492
## [474]    train-error:0.128492
## [475]    train-error:0.128492
## [476]    train-error:0.125698
## [477]    train-error:0.128492
## [478]    train-error:0.125698
## [479]    train-error:0.125698
## [480]    train-error:0.125698
## [481]    train-error:0.125698
## [482]    train-error:0.125698
## [483]    train-error:0.128492
## [484]    train-error:0.139665
## [485]    train-error:0.136872
## [486]    train-error:0.136872
## [487]    train-error:0.134078
## [488]    train-error:0.131285
## [489]    train-error:0.142458
## [490]    train-error:0.131285
## [491]    train-error:0.136872
## [492]    train-error:0.131285
## [493]    train-error:0.136872
## [494]    train-error:0.134078
## [495]    train-error:0.131285
## [496]    train-error:0.131285
## [497]    train-error:0.128492
## [498]    train-error:0.131285
## [499]    train-error:0.131285
## [500]    train-error:0.136872
## [501]    train-error:0.136872
## [502]    train-error:0.128492
## [503]    train-error:0.128492
## [504]    train-error:0.131285
## [505]    train-error:0.131285
## [506]    train-error:0.128492
## [507]    train-error:0.134078
## [0]  train-error:0.207283
## [1]  train-error:0.210084
## [2]  train-error:0.190476
## [3]  train-error:0.207283
## [4]  train-error:0.207283
## [5]  train-error:0.196078
## [6]  train-error:0.198880
## [7]  train-error:0.198880
## [8]  train-error:0.198880
## [9]  train-error:0.193277
## [10] train-error:0.196078
## [11] train-error:0.198880
## [12] train-error:0.198880
## [13] train-error:0.201681
## [14] train-error:0.193277
## [15] train-error:0.190476
## [16] train-error:0.190476
## [17] train-error:0.190476
## [18] train-error:0.193277
## [19] train-error:0.184874
## [20] train-error:0.193277
## [21] train-error:0.187675
## [22] train-error:0.187675
## [23] train-error:0.187675
## [24] train-error:0.190476
## [25] train-error:0.187675
## [26] train-error:0.196078
## [27] train-error:0.190476
## [28] train-error:0.196078
## [29] train-error:0.190476
## [30] train-error:0.193277
## [31] train-error:0.190476
## [32] train-error:0.187675
## [33] train-error:0.187675
## [34] train-error:0.193277
## [35] train-error:0.190476
## [36] train-error:0.184874
## [37] train-error:0.187675
## [38] train-error:0.187675
## [39] train-error:0.184874
## [40] train-error:0.170868
## [41] train-error:0.184874
## [42] train-error:0.170868
## [43] train-error:0.176471
## [44] train-error:0.182073
## [45] train-error:0.168067
## [46] train-error:0.176471
## [47] train-error:0.176471
## [48] train-error:0.165266
## [49] train-error:0.168067
## [50] train-error:0.165266
## [51] train-error:0.156863
## [52] train-error:0.159664
## [53] train-error:0.151261
## [54] train-error:0.156863
## [55] train-error:0.165266
## [56] train-error:0.156863
## [57] train-error:0.154062
## [58] train-error:0.156863
## [59] train-error:0.170868
## [60] train-error:0.173669
## [61] train-error:0.162465
## [62] train-error:0.173669
## [63] train-error:0.176471
## [64] train-error:0.168067
## [65] train-error:0.165266
## [66] train-error:0.173669
## [67] train-error:0.165266
## [68] train-error:0.170868
## [69] train-error:0.162465
## [70] train-error:0.151261
## [71] train-error:0.154062
## [72] train-error:0.162465
## [73] train-error:0.156863
## [74] train-error:0.159664
## [75] train-error:0.165266
## [76] train-error:0.151261
## [77] train-error:0.159664
## [78] train-error:0.151261
## [79] train-error:0.145658
## [80] train-error:0.148459
## [81] train-error:0.142857
## [82] train-error:0.145658
## [83] train-error:0.151261
## [84] train-error:0.148459
## [85] train-error:0.165266
## [86] train-error:0.162465
## [87] train-error:0.159664
## [88] train-error:0.145658
## [89] train-error:0.145658
## [90] train-error:0.142857
## [91] train-error:0.145658
## [92] train-error:0.131653
## [93] train-error:0.140056
## [94] train-error:0.137255
## [95] train-error:0.137255
## [96] train-error:0.137255
## [97] train-error:0.140056
## [98] train-error:0.148459
## [99] train-error:0.151261
## [100]    train-error:0.145658
## [101]    train-error:0.142857
## [102]    train-error:0.140056
## [103]    train-error:0.151261
## [104]    train-error:0.151261
## [105]    train-error:0.145658
## [106]    train-error:0.151261
## [107]    train-error:0.148459
## [108]    train-error:0.151261
## [109]    train-error:0.151261
## [110]    train-error:0.154062
## [111]    train-error:0.156863
## [112]    train-error:0.156863
## [113]    train-error:0.156863
## [114]    train-error:0.151261
## [115]    train-error:0.142857
## [116]    train-error:0.142857
## [117]    train-error:0.145658
## [118]    train-error:0.151261
## [119]    train-error:0.151261
## [120]    train-error:0.151261
## [121]    train-error:0.140056
## [122]    train-error:0.142857
## [123]    train-error:0.145658
## [124]    train-error:0.151261
## [125]    train-error:0.151261
## [126]    train-error:0.154062
## [127]    train-error:0.156863
## [128]    train-error:0.151261
## [129]    train-error:0.156863
## [130]    train-error:0.154062
## [131]    train-error:0.154062
## [132]    train-error:0.145658
## [133]    train-error:0.145658
## [134]    train-error:0.151261
## [135]    train-error:0.154062
## [136]    train-error:0.156863
## [137]    train-error:0.148459
## [138]    train-error:0.151261
## [139]    train-error:0.145658
## [140]    train-error:0.140056
## [141]    train-error:0.148459
## [142]    train-error:0.145658
## [143]    train-error:0.140056
## [144]    train-error:0.134454
## [145]    train-error:0.134454
## [146]    train-error:0.140056
## [147]    train-error:0.128852
## [148]    train-error:0.131653
## [149]    train-error:0.137255
## [150]    train-error:0.134454
## [151]    train-error:0.137255
## [152]    train-error:0.137255
## [153]    train-error:0.134454
## [154]    train-error:0.131653
## [155]    train-error:0.140056
## [156]    train-error:0.142857
## [157]    train-error:0.145658
## [158]    train-error:0.142857
## [159]    train-error:0.128852
## [160]    train-error:0.140056
## [161]    train-error:0.134454
## [162]    train-error:0.134454
## [163]    train-error:0.137255
## [164]    train-error:0.128852
## [165]    train-error:0.128852
## [166]    train-error:0.131653
## [167]    train-error:0.134454
## [168]    train-error:0.145658
## [169]    train-error:0.145658
## [170]    train-error:0.151261
## [171]    train-error:0.134454
## [172]    train-error:0.128852
## [173]    train-error:0.128852
## [174]    train-error:0.126050
## [175]    train-error:0.126050
## [176]    train-error:0.126050
## [177]    train-error:0.128852
## [178]    train-error:0.128852
## [179]    train-error:0.131653
## [180]    train-error:0.128852
## [181]    train-error:0.131653
## [182]    train-error:0.142857
## [183]    train-error:0.137255
## [184]    train-error:0.137255
## [185]    train-error:0.142857
## [186]    train-error:0.134454
## [187]    train-error:0.131653
## [188]    train-error:0.134454
## [189]    train-error:0.134454
## [190]    train-error:0.131653
## [191]    train-error:0.134454
## [192]    train-error:0.137255
## [193]    train-error:0.134454
## [194]    train-error:0.137255
## [195]    train-error:0.140056
## [196]    train-error:0.137255
## [197]    train-error:0.140056
## [198]    train-error:0.137255
## [199]    train-error:0.140056
## [200]    train-error:0.140056
## [201]    train-error:0.140056
## [202]    train-error:0.140056
## [203]    train-error:0.142857
## [204]    train-error:0.145658
## [205]    train-error:0.137255
## [206]    train-error:0.140056
## [207]    train-error:0.140056
## [208]    train-error:0.137255
## [209]    train-error:0.142857
## [210]    train-error:0.154062
## [211]    train-error:0.151261
## [212]    train-error:0.140056
## [213]    train-error:0.140056
## [214]    train-error:0.145658
## [215]    train-error:0.151261
## [216]    train-error:0.151261
## [217]    train-error:0.151261
## [218]    train-error:0.156863
## [219]    train-error:0.162465
## [220]    train-error:0.159664
## [221]    train-error:0.151261
## [222]    train-error:0.151261
## [223]    train-error:0.156863
## [224]    train-error:0.156863
## [225]    train-error:0.156863
## [226]    train-error:0.154062
## [227]    train-error:0.151261
## [228]    train-error:0.148459
## [229]    train-error:0.137255
## [230]    train-error:0.140056
## [231]    train-error:0.128852
## [232]    train-error:0.128852
## [233]    train-error:0.126050
## [234]    train-error:0.128852
## [235]    train-error:0.131653
## [236]    train-error:0.131653
## [237]    train-error:0.131653
## [238]    train-error:0.128852
## [239]    train-error:0.131653
## [240]    train-error:0.134454
## [241]    train-error:0.137255
## [242]    train-error:0.128852
## [243]    train-error:0.131653
## [244]    train-error:0.126050
## [245]    train-error:0.126050
## [246]    train-error:0.126050
## [247]    train-error:0.128852
## [248]    train-error:0.128852
## [249]    train-error:0.126050
## [250]    train-error:0.131653
## [251]    train-error:0.123249
## [252]    train-error:0.128852
## [253]    train-error:0.131653
## [254]    train-error:0.140056
## [255]    train-error:0.145658
## [256]    train-error:0.137255
## [257]    train-error:0.128852
## [258]    train-error:0.131653
## [259]    train-error:0.134454
## [260]    train-error:0.137255
## [261]    train-error:0.140056
## [262]    train-error:0.137255
## [263]    train-error:0.137255
## [264]    train-error:0.142857
## [265]    train-error:0.137255
## [266]    train-error:0.131653
## [267]    train-error:0.131653
## [268]    train-error:0.123249
## [269]    train-error:0.137255
## [270]    train-error:0.134454
## [271]    train-error:0.131653
## [272]    train-error:0.128852
## [273]    train-error:0.134454
## [274]    train-error:0.134454
## [275]    train-error:0.128852
## [276]    train-error:0.128852
## [277]    train-error:0.137255
## [278]    train-error:0.137255
## [279]    train-error:0.128852
## [280]    train-error:0.128852
## [281]    train-error:0.131653
## [282]    train-error:0.131653
## [283]    train-error:0.137255
## [284]    train-error:0.134454
## [285]    train-error:0.134454
## [286]    train-error:0.134454
## [287]    train-error:0.134454
## [288]    train-error:0.137255
## [289]    train-error:0.137255
## [290]    train-error:0.137255
## [291]    train-error:0.128852
## [292]    train-error:0.137255
## [293]    train-error:0.134454
## [294]    train-error:0.131653
## [295]    train-error:0.131653
## [296]    train-error:0.128852
## [297]    train-error:0.128852
## [298]    train-error:0.126050
## [299]    train-error:0.126050
## [300]    train-error:0.123249
## [301]    train-error:0.123249
## [302]    train-error:0.131653
## [303]    train-error:0.131653
## [304]    train-error:0.123249
## [305]    train-error:0.131653
## [306]    train-error:0.128852
## [307]    train-error:0.123249
## [308]    train-error:0.120448
## [309]    train-error:0.126050
## [310]    train-error:0.123249
## [311]    train-error:0.126050
## [312]    train-error:0.128852
## [313]    train-error:0.123249
## [314]    train-error:0.137255
## [315]    train-error:0.134454
## [316]    train-error:0.134454
## [317]    train-error:0.128852
## [318]    train-error:0.134454
## [319]    train-error:0.123249
## [320]    train-error:0.126050
## [321]    train-error:0.128852
## [322]    train-error:0.128852
## [323]    train-error:0.137255
## [324]    train-error:0.131653
## [325]    train-error:0.128852
## [326]    train-error:0.131653
## [327]    train-error:0.128852
## [328]    train-error:0.131653
## [329]    train-error:0.134454
## [330]    train-error:0.131653
## [331]    train-error:0.134454
## [332]    train-error:0.140056
## [333]    train-error:0.140056
## [334]    train-error:0.134454
## [335]    train-error:0.137255
## [336]    train-error:0.131653
## [337]    train-error:0.137255
## [338]    train-error:0.134454
## [339]    train-error:0.134454
## [340]    train-error:0.134454
## [341]    train-error:0.134454
## [342]    train-error:0.128852
## [343]    train-error:0.123249
## [344]    train-error:0.120448
## [345]    train-error:0.123249
## [346]    train-error:0.126050
## [347]    train-error:0.126050
## [348]    train-error:0.126050
## [349]    train-error:0.123249
## [350]    train-error:0.128852
## [351]    train-error:0.123249
## [352]    train-error:0.123249
## [353]    train-error:0.134454
## [354]    train-error:0.131653
## [355]    train-error:0.126050
## [356]    train-error:0.128852
## [357]    train-error:0.131653
## [358]    train-error:0.131653
## [359]    train-error:0.134454
## [360]    train-error:0.134454
## [361]    train-error:0.134454
## [362]    train-error:0.131653
## [363]    train-error:0.126050
## [364]    train-error:0.126050
## [365]    train-error:0.126050
## [366]    train-error:0.123249
## [367]    train-error:0.117647
## [368]    train-error:0.117647
## [369]    train-error:0.114846
## [370]    train-error:0.117647
## [371]    train-error:0.120448
## [372]    train-error:0.126050
## [373]    train-error:0.128852
## [374]    train-error:0.126050
## [375]    train-error:0.126050
## [376]    train-error:0.117647
## [377]    train-error:0.117647
## [378]    train-error:0.126050
## [379]    train-error:0.123249
## [380]    train-error:0.123249
## [381]    train-error:0.123249
## [382]    train-error:0.117647
## [383]    train-error:0.120448
## [384]    train-error:0.123249
## [385]    train-error:0.123249
## [386]    train-error:0.123249
## [387]    train-error:0.123249
## [388]    train-error:0.126050
## [389]    train-error:0.123249
## [390]    train-error:0.126050
## [391]    train-error:0.128852
## [392]    train-error:0.128852
## [393]    train-error:0.126050
## [394]    train-error:0.131653
## [395]    train-error:0.128852
## [396]    train-error:0.128852
## [397]    train-error:0.131653
## [398]    train-error:0.134454
## [399]    train-error:0.131653
## [400]    train-error:0.123249
## [401]    train-error:0.123249
## [402]    train-error:0.123249
## [403]    train-error:0.120448
## [404]    train-error:0.117647
## [405]    train-error:0.123249
## [406]    train-error:0.126050
## [407]    train-error:0.128852
## [408]    train-error:0.126050
## [409]    train-error:0.128852
## [410]    train-error:0.123249
## [411]    train-error:0.120448
## [412]    train-error:0.123249
## [413]    train-error:0.126050
## [414]    train-error:0.123249
## [415]    train-error:0.120448
## [416]    train-error:0.120448
## [417]    train-error:0.120448
## [418]    train-error:0.120448
## [419]    train-error:0.120448
## [420]    train-error:0.120448
## [421]    train-error:0.120448
## [422]    train-error:0.120448
## [423]    train-error:0.117647
## [424]    train-error:0.123249
## [425]    train-error:0.117647
## [426]    train-error:0.120448
## [427]    train-error:0.117647
## [428]    train-error:0.120448
## [429]    train-error:0.117647
## [430]    train-error:0.120448
## [431]    train-error:0.120448
## [432]    train-error:0.112045
## [433]    train-error:0.120448
## [434]    train-error:0.114846
## [435]    train-error:0.109244
## [436]    train-error:0.112045
## [437]    train-error:0.117647
## [438]    train-error:0.120448
## [439]    train-error:0.114846
## [440]    train-error:0.112045
## [441]    train-error:0.112045
## [442]    train-error:0.114846
## [443]    train-error:0.112045
## [444]    train-error:0.114846
## [445]    train-error:0.112045
## [446]    train-error:0.114846
## [447]    train-error:0.112045
## [448]    train-error:0.114846
## [449]    train-error:0.117647
## [450]    train-error:0.112045
## [451]    train-error:0.109244
## [452]    train-error:0.114846
## [453]    train-error:0.117647
## [454]    train-error:0.109244
## [455]    train-error:0.109244
## [456]    train-error:0.114846
## [457]    train-error:0.112045
## [458]    train-error:0.112045
## [459]    train-error:0.112045
## [460]    train-error:0.109244
## [461]    train-error:0.114846
## [462]    train-error:0.112045
## [463]    train-error:0.106443
## [464]    train-error:0.109244
## [465]    train-error:0.103641
## [466]    train-error:0.103641
## [467]    train-error:0.112045
## [468]    train-error:0.112045
## [469]    train-error:0.109244
## [470]    train-error:0.112045
## [471]    train-error:0.112045
## [472]    train-error:0.120448
## [473]    train-error:0.114846
## [474]    train-error:0.114846
## [475]    train-error:0.112045
## [476]    train-error:0.112045
## [477]    train-error:0.117647
## [478]    train-error:0.112045
## [479]    train-error:0.112045
## [480]    train-error:0.109244
## [481]    train-error:0.112045
## [482]    train-error:0.112045
## [483]    train-error:0.114846
## [484]    train-error:0.114846
## [485]    train-error:0.120448
## [486]    train-error:0.117647
## [487]    train-error:0.112045
## [488]    train-error:0.114846
## [489]    train-error:0.117647
## [490]    train-error:0.114846
## [491]    train-error:0.114846
## [492]    train-error:0.123249
## [493]    train-error:0.123249
## [494]    train-error:0.117647
## [495]    train-error:0.123249
## [496]    train-error:0.114846
## [497]    train-error:0.117647
## [498]    train-error:0.112045
## [499]    train-error:0.114846
## [500]    train-error:0.114846
## [501]    train-error:0.117647
## [502]    train-error:0.114846
## [503]    train-error:0.117647
## [504]    train-error:0.112045
## [505]    train-error:0.112045
## [506]    train-error:0.114846
## [507]    train-error:0.114846
## [0]  train-error:0.322129
## [1]  train-error:0.254902
## [2]  train-error:0.238095
## [3]  train-error:0.263305
## [4]  train-error:0.235294
## [5]  train-error:0.207283
## [6]  train-error:0.204482
## [7]  train-error:0.184874
## [8]  train-error:0.187675
## [9]  train-error:0.187675
## [10] train-error:0.187675
## [11] train-error:0.187675
## [12] train-error:0.182073
## [13] train-error:0.184874
## [14] train-error:0.184874
## [15] train-error:0.179272
## [16] train-error:0.182073
## [17] train-error:0.184874
## [18] train-error:0.179272
## [19] train-error:0.173669
## [20] train-error:0.184874
## [21] train-error:0.173669
## [22] train-error:0.179272
## [23] train-error:0.187675
## [24] train-error:0.179272
## [25] train-error:0.179272
## [26] train-error:0.179272
## [27] train-error:0.179272
## [28] train-error:0.170868
## [29] train-error:0.165266
## [30] train-error:0.176471
## [31] train-error:0.182073
## [32] train-error:0.170868
## [33] train-error:0.170868
## [34] train-error:0.170868
## [35] train-error:0.168067
## [36] train-error:0.176471
## [37] train-error:0.176471
## [38] train-error:0.176471
## [39] train-error:0.179272
## [40] train-error:0.173669
## [41] train-error:0.173669
## [42] train-error:0.156863
## [43] train-error:0.154062
## [44] train-error:0.156863
## [45] train-error:0.148459
## [46] train-error:0.159664
## [47] train-error:0.156863
## [48] train-error:0.148459
## [49] train-error:0.151261
## [50] train-error:0.154062
## [51] train-error:0.154062
## [52] train-error:0.154062
## [53] train-error:0.154062
## [54] train-error:0.154062
## [55] train-error:0.159664
## [56] train-error:0.156863
## [57] train-error:0.156863
## [58] train-error:0.154062
## [59] train-error:0.156863
## [60] train-error:0.156863
## [61] train-error:0.154062
## [62] train-error:0.148459
## [63] train-error:0.154062
## [64] train-error:0.154062
## [65] train-error:0.151261
## [66] train-error:0.154062
## [67] train-error:0.148459
## [68] train-error:0.154062
## [69] train-error:0.154062
## [70] train-error:0.151261
## [71] train-error:0.151261
## [72] train-error:0.151261
## [73] train-error:0.156863
## [74] train-error:0.154062
## [75] train-error:0.154062
## [76] train-error:0.148459
## [77] train-error:0.145658
## [78] train-error:0.151261
## [79] train-error:0.151261
## [80] train-error:0.154062
## [81] train-error:0.151261
## [82] train-error:0.156863
## [83] train-error:0.156863
## [84] train-error:0.154062
## [85] train-error:0.151261
## [86] train-error:0.148459
## [87] train-error:0.142857
## [88] train-error:0.148459
## [89] train-error:0.148459
## [90] train-error:0.151261
## [91] train-error:0.145658
## [92] train-error:0.148459
## [93] train-error:0.154062
## [94] train-error:0.142857
## [95] train-error:0.142857
## [96] train-error:0.140056
## [97] train-error:0.145658
## [98] train-error:0.145658
## [99] train-error:0.145658
## [100]    train-error:0.142857
## [101]    train-error:0.145658
## [102]    train-error:0.137255
## [103]    train-error:0.142857
## [104]    train-error:0.148459
## [105]    train-error:0.151261
## [106]    train-error:0.151261
## [107]    train-error:0.156863
## [108]    train-error:0.156863
## [109]    train-error:0.159664
## [110]    train-error:0.165266
## [111]    train-error:0.159664
## [112]    train-error:0.159664
## [113]    train-error:0.165266
## [114]    train-error:0.162465
## [115]    train-error:0.154062
## [116]    train-error:0.148459
## [117]    train-error:0.148459
## [118]    train-error:0.148459
## [119]    train-error:0.156863
## [120]    train-error:0.156863
## [121]    train-error:0.156863
## [122]    train-error:0.142857
## [123]    train-error:0.145658
## [124]    train-error:0.145658
## [125]    train-error:0.142857
## [126]    train-error:0.140056
## [127]    train-error:0.142857
## [128]    train-error:0.137255
## [129]    train-error:0.142857
## [130]    train-error:0.142857
## [131]    train-error:0.140056
## [132]    train-error:0.137255
## [133]    train-error:0.134454
## [134]    train-error:0.145658
## [135]    train-error:0.140056
## [136]    train-error:0.131653
## [137]    train-error:0.137255
## [138]    train-error:0.134454
## [139]    train-error:0.134454
## [140]    train-error:0.134454
## [141]    train-error:0.134454
## [142]    train-error:0.134454
## [143]    train-error:0.134454
## [144]    train-error:0.131653
## [145]    train-error:0.131653
## [146]    train-error:0.134454
## [147]    train-error:0.131653
## [148]    train-error:0.126050
## [149]    train-error:0.128852
## [150]    train-error:0.131653
## [151]    train-error:0.128852
## [152]    train-error:0.128852
## [153]    train-error:0.131653
## [154]    train-error:0.137255
## [155]    train-error:0.134454
## [156]    train-error:0.131653
## [157]    train-error:0.142857
## [158]    train-error:0.131653
## [159]    train-error:0.134454
## [160]    train-error:0.134454
## [161]    train-error:0.137255
## [162]    train-error:0.142857
## [163]    train-error:0.134454
## [164]    train-error:0.134454
## [165]    train-error:0.134454
## [166]    train-error:0.128852
## [167]    train-error:0.131653
## [168]    train-error:0.131653
## [169]    train-error:0.128852
## [170]    train-error:0.131653
## [171]    train-error:0.131653
## [172]    train-error:0.126050
## [173]    train-error:0.128852
## [174]    train-error:0.128852
## [175]    train-error:0.131653
## [176]    train-error:0.128852
## [177]    train-error:0.131653
## [178]    train-error:0.126050
## [179]    train-error:0.128852
## [180]    train-error:0.126050
## [181]    train-error:0.126050
## [182]    train-error:0.123249
## [183]    train-error:0.128852
## [184]    train-error:0.128852
## [185]    train-error:0.131653
## [186]    train-error:0.134454
## [187]    train-error:0.137255
## [188]    train-error:0.128852
## [189]    train-error:0.137255
## [190]    train-error:0.134454
## [191]    train-error:0.128852
## [192]    train-error:0.128852
## [193]    train-error:0.134454
## [194]    train-error:0.117647
## [195]    train-error:0.123249
## [196]    train-error:0.123249
## [197]    train-error:0.123249
## [198]    train-error:0.131653
## [199]    train-error:0.131653
## [200]    train-error:0.131653
## [201]    train-error:0.128852
## [202]    train-error:0.128852
## [203]    train-error:0.123249
## [204]    train-error:0.131653
## [205]    train-error:0.123249
## [206]    train-error:0.128852
## [207]    train-error:0.126050
## [208]    train-error:0.123249
## [209]    train-error:0.123249
## [210]    train-error:0.123249
## [211]    train-error:0.123249
## [212]    train-error:0.123249
## [213]    train-error:0.126050
## [214]    train-error:0.134454
## [215]    train-error:0.123249
## [216]    train-error:0.131653
## [217]    train-error:0.131653
## [218]    train-error:0.131653
## [219]    train-error:0.131653
## [220]    train-error:0.131653
## [221]    train-error:0.128852
## [222]    train-error:0.128852
## [223]    train-error:0.123249
## [224]    train-error:0.123249
## [225]    train-error:0.123249
## [226]    train-error:0.117647
## [227]    train-error:0.123249
## [228]    train-error:0.117647
## [229]    train-error:0.123249
## [230]    train-error:0.117647
## [231]    train-error:0.120448
## [232]    train-error:0.131653
## [233]    train-error:0.117647
## [234]    train-error:0.123249
## [235]    train-error:0.137255
## [236]    train-error:0.134454
## [237]    train-error:0.134454
## [238]    train-error:0.131653
## [239]    train-error:0.137255
## [240]    train-error:0.137255
## [241]    train-error:0.140056
## [242]    train-error:0.131653
## [243]    train-error:0.137255
## [244]    train-error:0.126050
## [245]    train-error:0.126050
## [246]    train-error:0.134454
## [247]    train-error:0.128852
## [248]    train-error:0.123249
## [249]    train-error:0.123249
## [250]    train-error:0.126050
## [251]    train-error:0.128852
## [252]    train-error:0.128852
## [253]    train-error:0.131653
## [254]    train-error:0.128852
## [255]    train-error:0.128852
## [256]    train-error:0.131653
## [257]    train-error:0.126050
## [258]    train-error:0.120448
## [259]    train-error:0.123249
## [260]    train-error:0.123249
## [261]    train-error:0.131653
## [262]    train-error:0.120448
## [263]    train-error:0.128852
## [264]    train-error:0.128852
## [265]    train-error:0.128852
## [266]    train-error:0.126050
## [267]    train-error:0.128852
## [268]    train-error:0.126050
## [269]    train-error:0.123249
## [270]    train-error:0.126050
## [271]    train-error:0.123249
## [272]    train-error:0.126050
## [273]    train-error:0.123249
## [274]    train-error:0.123249
## [275]    train-error:0.120448
## [276]    train-error:0.120448
## [277]    train-error:0.117647
## [278]    train-error:0.114846
## [279]    train-error:0.120448
## [280]    train-error:0.123249
## [281]    train-error:0.117647
## [282]    train-error:0.114846
## [283]    train-error:0.120448
## [284]    train-error:0.120448
## [285]    train-error:0.120448
## [286]    train-error:0.117647
## [287]    train-error:0.117647
## [288]    train-error:0.123249
## [289]    train-error:0.120448
## [290]    train-error:0.120448
## [291]    train-error:0.120448
## [292]    train-error:0.120448
## [293]    train-error:0.117647
## [294]    train-error:0.117647
## [295]    train-error:0.112045
## [296]    train-error:0.117647
## [297]    train-error:0.114846
## [298]    train-error:0.112045
## [299]    train-error:0.106443
## [300]    train-error:0.114846
## [301]    train-error:0.114846
## [302]    train-error:0.112045
## [303]    train-error:0.112045
## [304]    train-error:0.112045
## [305]    train-error:0.117647
## [306]    train-error:0.123249
## [307]    train-error:0.123249
## [308]    train-error:0.123249
## [309]    train-error:0.126050
## [310]    train-error:0.120448
## [311]    train-error:0.120448
## [312]    train-error:0.123249
## [313]    train-error:0.126050
## [314]    train-error:0.128852
## [315]    train-error:0.123249
## [316]    train-error:0.120448
## [317]    train-error:0.126050
## [318]    train-error:0.123249
## [319]    train-error:0.126050
## [320]    train-error:0.123249
## [321]    train-error:0.126050
## [322]    train-error:0.128852
## [323]    train-error:0.128852
## [324]    train-error:0.126050
## [325]    train-error:0.120448
## [326]    train-error:0.117647
## [327]    train-error:0.117647
## [328]    train-error:0.114846
## [329]    train-error:0.114846
## [330]    train-error:0.120448
## [331]    train-error:0.120448
## [332]    train-error:0.120448
## [333]    train-error:0.117647
## [334]    train-error:0.123249
## [335]    train-error:0.117647
## [336]    train-error:0.120448
## [337]    train-error:0.117647
## [338]    train-error:0.120448
## [339]    train-error:0.123249
## [340]    train-error:0.123249
## [341]    train-error:0.123249
## [342]    train-error:0.123249
## [343]    train-error:0.128852
## [344]    train-error:0.131653
## [345]    train-error:0.126050
## [346]    train-error:0.131653
## [347]    train-error:0.128852
## [348]    train-error:0.128852
## [349]    train-error:0.126050
## [350]    train-error:0.123249
## [351]    train-error:0.126050
## [352]    train-error:0.128852
## [353]    train-error:0.126050
## [354]    train-error:0.128852
## [355]    train-error:0.126050
## [356]    train-error:0.126050
## [357]    train-error:0.126050
## [358]    train-error:0.126050
## [359]    train-error:0.128852
## [360]    train-error:0.128852
## [361]    train-error:0.128852
## [362]    train-error:0.128852
## [363]    train-error:0.126050
## [364]    train-error:0.128852
## [365]    train-error:0.131653
## [366]    train-error:0.128852
## [367]    train-error:0.123249
## [368]    train-error:0.117647
## [369]    train-error:0.117647
## [370]    train-error:0.117647
## [371]    train-error:0.114846
## [372]    train-error:0.112045
## [373]    train-error:0.117647
## [374]    train-error:0.117647
## [375]    train-error:0.117647
## [376]    train-error:0.123249
## [377]    train-error:0.117647
## [378]    train-error:0.117647
## [379]    train-error:0.114846
## [380]    train-error:0.117647
## [381]    train-error:0.117647
## [382]    train-error:0.114846
## [383]    train-error:0.114846
## [384]    train-error:0.114846
## [385]    train-error:0.123249
## [386]    train-error:0.123249
## [387]    train-error:0.126050
## [388]    train-error:0.126050
## [389]    train-error:0.123249
## [390]    train-error:0.117647
## [391]    train-error:0.114846
## [392]    train-error:0.117647
## [393]    train-error:0.114846
## [394]    train-error:0.114846
## [395]    train-error:0.117647
## [396]    train-error:0.114846
## [397]    train-error:0.112045
## [398]    train-error:0.117647
## [399]    train-error:0.114846
## [400]    train-error:0.114846
## [401]    train-error:0.117647
## [402]    train-error:0.112045
## [403]    train-error:0.112045
## [404]    train-error:0.117647
## [405]    train-error:0.112045
## [406]    train-error:0.112045
## [407]    train-error:0.112045
## [408]    train-error:0.109244
## [409]    train-error:0.109244
## [410]    train-error:0.109244
## [411]    train-error:0.109244
## [412]    train-error:0.114846
## [413]    train-error:0.120448
## [414]    train-error:0.114846
## [415]    train-error:0.114846
## [416]    train-error:0.112045
## [417]    train-error:0.114846
## [418]    train-error:0.120448
## [419]    train-error:0.123249
## [420]    train-error:0.120448
## [421]    train-error:0.120448
## [422]    train-error:0.112045
## [423]    train-error:0.120448
## [424]    train-error:0.120448
## [425]    train-error:0.120448
## [426]    train-error:0.117647
## [427]    train-error:0.120448
## [428]    train-error:0.114846
## [429]    train-error:0.114846
## [430]    train-error:0.117647
## [431]    train-error:0.123249
## [432]    train-error:0.123249
## [433]    train-error:0.123249
## [434]    train-error:0.120448
## [435]    train-error:0.117647
## [436]    train-error:0.112045
## [437]    train-error:0.114846
## [438]    train-error:0.114846
## [439]    train-error:0.112045
## [440]    train-error:0.112045
## [441]    train-error:0.117647
## [442]    train-error:0.117647
## [443]    train-error:0.117647
## [444]    train-error:0.117647
## [445]    train-error:0.120448
## [446]    train-error:0.117647
## [447]    train-error:0.117647
## [448]    train-error:0.120448
## [449]    train-error:0.114846
## [450]    train-error:0.112045
## [451]    train-error:0.109244
## [452]    train-error:0.106443
## [453]    train-error:0.117647
## [454]    train-error:0.100840
## [455]    train-error:0.103641
## [456]    train-error:0.103641
## [457]    train-error:0.106443
## [458]    train-error:0.100840
## [459]    train-error:0.117647
## [460]    train-error:0.123249
## [461]    train-error:0.114846
## [462]    train-error:0.117647
## [463]    train-error:0.114846
## [464]    train-error:0.120448
## [465]    train-error:0.117647
## [466]    train-error:0.109244
## [467]    train-error:0.120448
## [468]    train-error:0.128852
## [469]    train-error:0.120448
## [470]    train-error:0.114846
## [471]    train-error:0.123249
## [472]    train-error:0.114846
## [473]    train-error:0.112045
## [474]    train-error:0.109244
## [475]    train-error:0.106443
## [476]    train-error:0.100840
## [477]    train-error:0.106443
## [478]    train-error:0.100840
## [479]    train-error:0.103641
## [480]    train-error:0.100840
## [481]    train-error:0.103641
## [482]    train-error:0.109244
## [483]    train-error:0.112045
## [484]    train-error:0.106443
## [485]    train-error:0.103641
## [486]    train-error:0.106443
## [487]    train-error:0.106443
## [488]    train-error:0.106443
## [489]    train-error:0.106443
## [490]    train-error:0.112045
## [491]    train-error:0.112045
## [492]    train-error:0.112045
## [493]    train-error:0.114846
## [494]    train-error:0.112045
## [495]    train-error:0.112045
## [496]    train-error:0.117647
## [497]    train-error:0.114846
## [498]    train-error:0.117647
## [499]    train-error:0.120448
## [500]    train-error:0.114846
## [501]    train-error:0.114846
## [502]    train-error:0.120448
## [503]    train-error:0.120448
## [504]    train-error:0.112045
## [505]    train-error:0.120448
## [506]    train-error:0.123249
## [507]    train-error:0.123249
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.201117
## [3]  train-error:0.178771
## [4]  train-error:0.173184
## [5]  train-error:0.175978
## [6]  train-error:0.181564
## [7]  train-error:0.189944
## [8]  train-error:0.184358
## [9]  train-error:0.187151
## [10] train-error:0.178771
## [11] train-error:0.187151
## [12] train-error:0.173184
## [13] train-error:0.173184
## [14] train-error:0.164804
## [15] train-error:0.153631
## [16] train-error:0.153631
## [17] train-error:0.153631
## [18] train-error:0.150838
## [19] train-error:0.148045
## [20] train-error:0.156425
## [21] train-error:0.150838
## [22] train-error:0.159218
## [23] train-error:0.142458
## [24] train-error:0.148045
## [25] train-error:0.150838
## [26] train-error:0.148045
## [27] train-error:0.148045
## [28] train-error:0.148045
## [29] train-error:0.148045
## [30] train-error:0.145251
## [31] train-error:0.142458
## [32] train-error:0.139665
## [33] train-error:0.148045
## [34] train-error:0.139665
## [35] train-error:0.136872
## [36] train-error:0.134078
## [37] train-error:0.136872
## [38] train-error:0.139665
## [39] train-error:0.128492
## [40] train-error:0.131285
## [41] train-error:0.131285
## [42] train-error:0.134078
## [43] train-error:0.131285
## [44] train-error:0.125698
## [45] train-error:0.128492
## [46] train-error:0.128492
## [47] train-error:0.131285
## [48] train-error:0.128492
## [49] train-error:0.128492
## [50] train-error:0.128492
## [51] train-error:0.125698
## [52] train-error:0.131285
## [53] train-error:0.122905
## [54] train-error:0.131285
## [55] train-error:0.125698
## [56] train-error:0.131285
## [57] train-error:0.128492
## [58] train-error:0.128492
## [59] train-error:0.128492
## [60] train-error:0.125698
## [61] train-error:0.128492
## [62] train-error:0.128492
## [63] train-error:0.128492
## [64] train-error:0.125698
## [65] train-error:0.122905
## [66] train-error:0.128492
## [67] train-error:0.125698
## [68] train-error:0.122905
## [69] train-error:0.131285
## [70] train-error:0.131285
## [71] train-error:0.122905
## [72] train-error:0.120112
## [73] train-error:0.122905
## [74] train-error:0.125698
## [75] train-error:0.120112
## [76] train-error:0.120112
## [77] train-error:0.122905
## [78] train-error:0.120112
## [79] train-error:0.122905
## [80] train-error:0.122905
## [81] train-error:0.122905
## [82] train-error:0.117318
## [83] train-error:0.128492
## [84] train-error:0.125698
## [85] train-error:0.114525
## [86] train-error:0.120112
## [87] train-error:0.120112
## [88] train-error:0.111732
## [89] train-error:0.117318
## [90] train-error:0.117318
## [91] train-error:0.120112
## [92] train-error:0.122905
## [93] train-error:0.114525
## [94] train-error:0.114525
## [95] train-error:0.111732
## [96] train-error:0.108939
## [97] train-error:0.108939
## [98] train-error:0.111732
## [99] train-error:0.111732
## [100]    train-error:0.111732
## [101]    train-error:0.111732
## [102]    train-error:0.108939
## [103]    train-error:0.103352
## [104]    train-error:0.100559
## [105]    train-error:0.103352
## [106]    train-error:0.111732
## [107]    train-error:0.108939
## [108]    train-error:0.114525
## [109]    train-error:0.117318
## [110]    train-error:0.114525
## [111]    train-error:0.108939
## [112]    train-error:0.111732
## [113]    train-error:0.111732
## [114]    train-error:0.111732
## [115]    train-error:0.100559
## [116]    train-error:0.103352
## [117]    train-error:0.103352
## [118]    train-error:0.106145
## [119]    train-error:0.106145
## [120]    train-error:0.106145
## [121]    train-error:0.097765
## [122]    train-error:0.100559
## [123]    train-error:0.100559
## [124]    train-error:0.100559
## [125]    train-error:0.100559
## [126]    train-error:0.094972
## [127]    train-error:0.086592
## [128]    train-error:0.092179
## [129]    train-error:0.100559
## [130]    train-error:0.103352
## [131]    train-error:0.092179
## [132]    train-error:0.103352
## [133]    train-error:0.106145
## [134]    train-error:0.097765
## [135]    train-error:0.103352
## [136]    train-error:0.103352
## [137]    train-error:0.100559
## [138]    train-error:0.094972
## [139]    train-error:0.100559
## [140]    train-error:0.103352
## [141]    train-error:0.103352
## [142]    train-error:0.097765
## [143]    train-error:0.094972
## [144]    train-error:0.094972
## [145]    train-error:0.097765
## [146]    train-error:0.103352
## [147]    train-error:0.094972
## [148]    train-error:0.092179
## [149]    train-error:0.094972
## [150]    train-error:0.092179
## [151]    train-error:0.094972
## [152]    train-error:0.097765
## [153]    train-error:0.106145
## [154]    train-error:0.106145
## [155]    train-error:0.100559
## [156]    train-error:0.097765
## [157]    train-error:0.092179
## [158]    train-error:0.092179
## [159]    train-error:0.092179
## [160]    train-error:0.083799
## [161]    train-error:0.083799
## [162]    train-error:0.094972
## [163]    train-error:0.092179
## [164]    train-error:0.089385
## [165]    train-error:0.086592
## [166]    train-error:0.083799
## [167]    train-error:0.083799
## [168]    train-error:0.083799
## [169]    train-error:0.078212
## [170]    train-error:0.083799
## [171]    train-error:0.086592
## [172]    train-error:0.089385
## [173]    train-error:0.081006
## [174]    train-error:0.078212
## [175]    train-error:0.078212
## [176]    train-error:0.086592
## [177]    train-error:0.086592
## [178]    train-error:0.083799
## [179]    train-error:0.089385
## [180]    train-error:0.089385
## [181]    train-error:0.081006
## [182]    train-error:0.081006
## [183]    train-error:0.089385
## [184]    train-error:0.086592
## [185]    train-error:0.081006
## [186]    train-error:0.081006
## [187]    train-error:0.083799
## [188]    train-error:0.089385
## [189]    train-error:0.083799
## [190]    train-error:0.083799
## [191]    train-error:0.086592
## [192]    train-error:0.086592
## [193]    train-error:0.083799
## [194]    train-error:0.083799
## [195]    train-error:0.081006
## [196]    train-error:0.078212
## [197]    train-error:0.075419
## [198]    train-error:0.075419
## [199]    train-error:0.078212
## [200]    train-error:0.075419
## [201]    train-error:0.072626
## [202]    train-error:0.075419
## [203]    train-error:0.078212
## [204]    train-error:0.075419
## [205]    train-error:0.075419
## [206]    train-error:0.078212
## [207]    train-error:0.081006
## [208]    train-error:0.075419
## [209]    train-error:0.072626
## [210]    train-error:0.072626
## [211]    train-error:0.072626
## [212]    train-error:0.069832
## [213]    train-error:0.075419
## [214]    train-error:0.072626
## [215]    train-error:0.075419
## [216]    train-error:0.078212
## [217]    train-error:0.078212
## [218]    train-error:0.078212
## [219]    train-error:0.078212
## [0]  train-error:0.210084
## [1]  train-error:0.179272
## [2]  train-error:0.179272
## [3]  train-error:0.182073
## [4]  train-error:0.182073
## [5]  train-error:0.182073
## [6]  train-error:0.176471
## [7]  train-error:0.179272
## [8]  train-error:0.162465
## [9]  train-error:0.162465
## [10] train-error:0.148459
## [11] train-error:0.137255
## [12] train-error:0.134454
## [13] train-error:0.128852
## [14] train-error:0.131653
## [15] train-error:0.131653
## [16] train-error:0.120448
## [17] train-error:0.128852
## [18] train-error:0.134454
## [19] train-error:0.114846
## [20] train-error:0.123249
## [21] train-error:0.126050
## [22] train-error:0.123249
## [23] train-error:0.117647
## [24] train-error:0.114846
## [25] train-error:0.123249
## [26] train-error:0.112045
## [27] train-error:0.114846
## [28] train-error:0.114846
## [29] train-error:0.117647
## [30] train-error:0.123249
## [31] train-error:0.120448
## [32] train-error:0.114846
## [33] train-error:0.120448
## [34] train-error:0.120448
## [35] train-error:0.114846
## [36] train-error:0.117647
## [37] train-error:0.117647
## [38] train-error:0.114846
## [39] train-error:0.112045
## [40] train-error:0.120448
## [41] train-error:0.120448
## [42] train-error:0.114846
## [43] train-error:0.120448
## [44] train-error:0.117647
## [45] train-error:0.106443
## [46] train-error:0.106443
## [47] train-error:0.098039
## [48] train-error:0.114846
## [49] train-error:0.109244
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.106443
## [53] train-error:0.106443
## [54] train-error:0.106443
## [55] train-error:0.103641
## [56] train-error:0.106443
## [57] train-error:0.103641
## [58] train-error:0.095238
## [59] train-error:0.095238
## [60] train-error:0.100840
## [61] train-error:0.106443
## [62] train-error:0.098039
## [63] train-error:0.103641
## [64] train-error:0.098039
## [65] train-error:0.095238
## [66] train-error:0.098039
## [67] train-error:0.103641
## [68] train-error:0.098039
## [69] train-error:0.095238
## [70] train-error:0.092437
## [71] train-error:0.095238
## [72] train-error:0.092437
## [73] train-error:0.095238
## [74] train-error:0.089636
## [75] train-error:0.084034
## [76] train-error:0.086835
## [77] train-error:0.089636
## [78] train-error:0.089636
## [79] train-error:0.086835
## [80] train-error:0.089636
## [81] train-error:0.086835
## [82] train-error:0.089636
## [83] train-error:0.089636
## [84] train-error:0.092437
## [85] train-error:0.084034
## [86] train-error:0.086835
## [87] train-error:0.092437
## [88] train-error:0.084034
## [89] train-error:0.089636
## [90] train-error:0.078431
## [91] train-error:0.078431
## [92] train-error:0.072829
## [93] train-error:0.081232
## [94] train-error:0.078431
## [95] train-error:0.078431
## [96] train-error:0.081232
## [97] train-error:0.084034
## [98] train-error:0.078431
## [99] train-error:0.078431
## [100]    train-error:0.075630
## [101]    train-error:0.084034
## [102]    train-error:0.075630
## [103]    train-error:0.084034
## [104]    train-error:0.086835
## [105]    train-error:0.084034
## [106]    train-error:0.081232
## [107]    train-error:0.081232
## [108]    train-error:0.072829
## [109]    train-error:0.075630
## [110]    train-error:0.078431
## [111]    train-error:0.070028
## [112]    train-error:0.072829
## [113]    train-error:0.072829
## [114]    train-error:0.072829
## [115]    train-error:0.075630
## [116]    train-error:0.072829
## [117]    train-error:0.075630
## [118]    train-error:0.078431
## [119]    train-error:0.075630
## [120]    train-error:0.081232
## [121]    train-error:0.084034
## [122]    train-error:0.084034
## [123]    train-error:0.072829
## [124]    train-error:0.067227
## [125]    train-error:0.067227
## [126]    train-error:0.067227
## [127]    train-error:0.072829
## [128]    train-error:0.075630
## [129]    train-error:0.078431
## [130]    train-error:0.075630
## [131]    train-error:0.081232
## [132]    train-error:0.072829
## [133]    train-error:0.072829
## [134]    train-error:0.072829
## [135]    train-error:0.070028
## [136]    train-error:0.070028
## [137]    train-error:0.075630
## [138]    train-error:0.072829
## [139]    train-error:0.070028
## [140]    train-error:0.070028
## [141]    train-error:0.072829
## [142]    train-error:0.067227
## [143]    train-error:0.070028
## [144]    train-error:0.072829
## [145]    train-error:0.078431
## [146]    train-error:0.072829
## [147]    train-error:0.070028
## [148]    train-error:0.072829
## [149]    train-error:0.070028
## [150]    train-error:0.070028
## [151]    train-error:0.064426
## [152]    train-error:0.070028
## [153]    train-error:0.067227
## [154]    train-error:0.072829
## [155]    train-error:0.067227
## [156]    train-error:0.072829
## [157]    train-error:0.072829
## [158]    train-error:0.070028
## [159]    train-error:0.067227
## [160]    train-error:0.064426
## [161]    train-error:0.061625
## [162]    train-error:0.070028
## [163]    train-error:0.064426
## [164]    train-error:0.064426
## [165]    train-error:0.067227
## [166]    train-error:0.067227
## [167]    train-error:0.067227
## [168]    train-error:0.064426
## [169]    train-error:0.061625
## [170]    train-error:0.064426
## [171]    train-error:0.058824
## [172]    train-error:0.064426
## [173]    train-error:0.061625
## [174]    train-error:0.061625
## [175]    train-error:0.058824
## [176]    train-error:0.058824
## [177]    train-error:0.053221
## [178]    train-error:0.056022
## [179]    train-error:0.053221
## [180]    train-error:0.056022
## [181]    train-error:0.053221
## [182]    train-error:0.050420
## [183]    train-error:0.050420
## [184]    train-error:0.056022
## [185]    train-error:0.050420
## [186]    train-error:0.058824
## [187]    train-error:0.064426
## [188]    train-error:0.064426
## [189]    train-error:0.058824
## [190]    train-error:0.056022
## [191]    train-error:0.061625
## [192]    train-error:0.058824
## [193]    train-error:0.058824
## [194]    train-error:0.058824
## [195]    train-error:0.058824
## [196]    train-error:0.053221
## [197]    train-error:0.056022
## [198]    train-error:0.058824
## [199]    train-error:0.056022
## [200]    train-error:0.058824
## [201]    train-error:0.058824
## [202]    train-error:0.053221
## [203]    train-error:0.056022
## [204]    train-error:0.053221
## [205]    train-error:0.056022
## [206]    train-error:0.061625
## [207]    train-error:0.056022
## [208]    train-error:0.058824
## [209]    train-error:0.061625
## [210]    train-error:0.058824
## [211]    train-error:0.056022
## [212]    train-error:0.058824
## [213]    train-error:0.056022
## [214]    train-error:0.058824
## [215]    train-error:0.061625
## [216]    train-error:0.061625
## [217]    train-error:0.064426
## [218]    train-error:0.061625
## [219]    train-error:0.058824
## [0]  train-error:0.193277
## [1]  train-error:0.184874
## [2]  train-error:0.179272
## [3]  train-error:0.173669
## [4]  train-error:0.187675
## [5]  train-error:0.170868
## [6]  train-error:0.168067
## [7]  train-error:0.151261
## [8]  train-error:0.151261
## [9]  train-error:0.151261
## [10] train-error:0.128852
## [11] train-error:0.128852
## [12] train-error:0.120448
## [13] train-error:0.128852
## [14] train-error:0.128852
## [15] train-error:0.131653
## [16] train-error:0.120448
## [17] train-error:0.123249
## [18] train-error:0.128852
## [19] train-error:0.123249
## [20] train-error:0.123249
## [21] train-error:0.114846
## [22] train-error:0.123249
## [23] train-error:0.114846
## [24] train-error:0.114846
## [25] train-error:0.109244
## [26] train-error:0.114846
## [27] train-error:0.114846
## [28] train-error:0.117647
## [29] train-error:0.120448
## [30] train-error:0.126050
## [31] train-error:0.114846
## [32] train-error:0.114846
## [33] train-error:0.112045
## [34] train-error:0.106443
## [35] train-error:0.106443
## [36] train-error:0.098039
## [37] train-error:0.106443
## [38] train-error:0.100840
## [39] train-error:0.103641
## [40] train-error:0.106443
## [41] train-error:0.109244
## [42] train-error:0.109244
## [43] train-error:0.103641
## [44] train-error:0.112045
## [45] train-error:0.100840
## [46] train-error:0.089636
## [47] train-error:0.095238
## [48] train-error:0.095238
## [49] train-error:0.098039
## [50] train-error:0.095238
## [51] train-error:0.092437
## [52] train-error:0.092437
## [53] train-error:0.086835
## [54] train-error:0.089636
## [55] train-error:0.092437
## [56] train-error:0.095238
## [57] train-error:0.092437
## [58] train-error:0.084034
## [59] train-error:0.089636
## [60] train-error:0.095238
## [61] train-error:0.095238
## [62] train-error:0.095238
## [63] train-error:0.089636
## [64] train-error:0.086835
## [65] train-error:0.095238
## [66] train-error:0.100840
## [67] train-error:0.109244
## [68] train-error:0.100840
## [69] train-error:0.098039
## [70] train-error:0.100840
## [71] train-error:0.098039
## [72] train-error:0.098039
## [73] train-error:0.103641
## [74] train-error:0.100840
## [75] train-error:0.100840
## [76] train-error:0.098039
## [77] train-error:0.095238
## [78] train-error:0.098039
## [79] train-error:0.100840
## [80] train-error:0.098039
## [81] train-error:0.106443
## [82] train-error:0.098039
## [83] train-error:0.098039
## [84] train-error:0.098039
## [85] train-error:0.092437
## [86] train-error:0.092437
## [87] train-error:0.100840
## [88] train-error:0.089636
## [89] train-error:0.095238
## [90] train-error:0.084034
## [91] train-error:0.086835
## [92] train-error:0.086835
## [93] train-error:0.092437
## [94] train-error:0.092437
## [95] train-error:0.086835
## [96] train-error:0.084034
## [97] train-error:0.086835
## [98] train-error:0.086835
## [99] train-error:0.089636
## [100]    train-error:0.092437
## [101]    train-error:0.089636
## [102]    train-error:0.089636
## [103]    train-error:0.084034
## [104]    train-error:0.084034
## [105]    train-error:0.086835
## [106]    train-error:0.086835
## [107]    train-error:0.089636
## [108]    train-error:0.086835
## [109]    train-error:0.092437
## [110]    train-error:0.089636
## [111]    train-error:0.095238
## [112]    train-error:0.092437
## [113]    train-error:0.092437
## [114]    train-error:0.089636
## [115]    train-error:0.086835
## [116]    train-error:0.086835
## [117]    train-error:0.084034
## [118]    train-error:0.084034
## [119]    train-error:0.086835
## [120]    train-error:0.084034
## [121]    train-error:0.084034
## [122]    train-error:0.075630
## [123]    train-error:0.086835
## [124]    train-error:0.081232
## [125]    train-error:0.084034
## [126]    train-error:0.081232
## [127]    train-error:0.081232
## [128]    train-error:0.081232
## [129]    train-error:0.081232
## [130]    train-error:0.081232
## [131]    train-error:0.084034
## [132]    train-error:0.081232
## [133]    train-error:0.081232
## [134]    train-error:0.081232
## [135]    train-error:0.081232
## [136]    train-error:0.075630
## [137]    train-error:0.075630
## [138]    train-error:0.078431
## [139]    train-error:0.075630
## [140]    train-error:0.075630
## [141]    train-error:0.075630
## [142]    train-error:0.078431
## [143]    train-error:0.078431
## [144]    train-error:0.078431
## [145]    train-error:0.078431
## [146]    train-error:0.078431
## [147]    train-error:0.075630
## [148]    train-error:0.075630
## [149]    train-error:0.075630
## [150]    train-error:0.072829
## [151]    train-error:0.075630
## [152]    train-error:0.070028
## [153]    train-error:0.070028
## [154]    train-error:0.067227
## [155]    train-error:0.064426
## [156]    train-error:0.067227
## [157]    train-error:0.067227
## [158]    train-error:0.072829
## [159]    train-error:0.070028
## [160]    train-error:0.075630
## [161]    train-error:0.075630
## [162]    train-error:0.072829
## [163]    train-error:0.075630
## [164]    train-error:0.070028
## [165]    train-error:0.070028
## [166]    train-error:0.072829
## [167]    train-error:0.070028
## [168]    train-error:0.072829
## [169]    train-error:0.070028
## [170]    train-error:0.067227
## [171]    train-error:0.070028
## [172]    train-error:0.070028
## [173]    train-error:0.070028
## [174]    train-error:0.072829
## [175]    train-error:0.070028
## [176]    train-error:0.070028
## [177]    train-error:0.070028
## [178]    train-error:0.070028
## [179]    train-error:0.070028
## [180]    train-error:0.075630
## [181]    train-error:0.072829
## [182]    train-error:0.075630
## [183]    train-error:0.067227
## [184]    train-error:0.072829
## [185]    train-error:0.072829
## [186]    train-error:0.072829
## [187]    train-error:0.075630
## [188]    train-error:0.070028
## [189]    train-error:0.072829
## [190]    train-error:0.072829
## [191]    train-error:0.072829
## [192]    train-error:0.078431
## [193]    train-error:0.075630
## [194]    train-error:0.072829
## [195]    train-error:0.067227
## [196]    train-error:0.072829
## [197]    train-error:0.070028
## [198]    train-error:0.072829
## [199]    train-error:0.072829
## [200]    train-error:0.072829
## [201]    train-error:0.072829
## [202]    train-error:0.072829
## [203]    train-error:0.072829
## [204]    train-error:0.070028
## [205]    train-error:0.070028
## [206]    train-error:0.075630
## [207]    train-error:0.075630
## [208]    train-error:0.067227
## [209]    train-error:0.070028
## [210]    train-error:0.070028
## [211]    train-error:0.070028
## [212]    train-error:0.070028
## [213]    train-error:0.064426
## [214]    train-error:0.064426
## [215]    train-error:0.061625
## [216]    train-error:0.064426
## [217]    train-error:0.064426
## [218]    train-error:0.064426
## [219]    train-error:0.067227
## [0]  train-error:0.363128
## [1]  train-error:0.265363
## [2]  train-error:0.217877
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.195531
## [6]  train-error:0.217877
## [7]  train-error:0.220670
## [8]  train-error:0.192737
## [9]  train-error:0.195531
## [10] train-error:0.192737
## [11] train-error:0.195531
## [12] train-error:0.192737
## [13] train-error:0.192737
## [14] train-error:0.192737
## [15] train-error:0.195531
## [16] train-error:0.189944
## [17] train-error:0.189944
## [18] train-error:0.195531
## [19] train-error:0.198324
## [20] train-error:0.192737
## [21] train-error:0.189944
## [22] train-error:0.175978
## [23] train-error:0.198324
## [24] train-error:0.192737
## [25] train-error:0.187151
## [26] train-error:0.201117
## [27] train-error:0.189944
## [28] train-error:0.201117
## [29] train-error:0.181564
## [30] train-error:0.189944
## [31] train-error:0.175978
## [32] train-error:0.198324
## [33] train-error:0.175978
## [34] train-error:0.181564
## [35] train-error:0.173184
## [36] train-error:0.167598
## [37] train-error:0.175978
## [38] train-error:0.184358
## [39] train-error:0.184358
## [40] train-error:0.178771
## [41] train-error:0.175978
## [42] train-error:0.181564
## [43] train-error:0.184358
## [44] train-error:0.187151
## [45] train-error:0.167598
## [46] train-error:0.178771
## [47] train-error:0.175978
## [48] train-error:0.178771
## [49] train-error:0.173184
## [50] train-error:0.178771
## [51] train-error:0.173184
## [52] train-error:0.175978
## [53] train-error:0.178771
## [54] train-error:0.178771
## [55] train-error:0.173184
## [56] train-error:0.170391
## [57] train-error:0.167598
## [58] train-error:0.167598
## [59] train-error:0.175978
## [60] train-error:0.164804
## [61] train-error:0.175978
## [62] train-error:0.164804
## [63] train-error:0.164804
## [64] train-error:0.175978
## [65] train-error:0.173184
## [66] train-error:0.175978
## [67] train-error:0.170391
## [68] train-error:0.181564
## [69] train-error:0.170391
## [70] train-error:0.181564
## [71] train-error:0.173184
## [72] train-error:0.175978
## [73] train-error:0.187151
## [74] train-error:0.181564
## [75] train-error:0.175978
## [76] train-error:0.170391
## [77] train-error:0.173184
## [78] train-error:0.173184
## [79] train-error:0.170391
## [80] train-error:0.173184
## [81] train-error:0.173184
## [82] train-error:0.175978
## [83] train-error:0.167598
## [84] train-error:0.181564
## [85] train-error:0.175978
## [86] train-error:0.175978
## [87] train-error:0.170391
## [88] train-error:0.164804
## [89] train-error:0.181564
## [90] train-error:0.178771
## [91] train-error:0.173184
## [92] train-error:0.175978
## [93] train-error:0.170391
## [94] train-error:0.175978
## [95] train-error:0.178771
## [96] train-error:0.167598
## [97] train-error:0.164804
## [98] train-error:0.167598
## [99] train-error:0.173184
## [100]    train-error:0.173184
## [101]    train-error:0.164804
## [102]    train-error:0.167598
## [103]    train-error:0.156425
## [104]    train-error:0.153631
## [105]    train-error:0.156425
## [106]    train-error:0.162011
## [107]    train-error:0.162011
## [108]    train-error:0.164804
## [109]    train-error:0.162011
## [110]    train-error:0.153631
## [111]    train-error:0.162011
## [112]    train-error:0.162011
## [113]    train-error:0.159218
## [114]    train-error:0.159218
## [115]    train-error:0.167598
## [116]    train-error:0.175978
## [117]    train-error:0.164804
## [118]    train-error:0.173184
## [119]    train-error:0.178771
## [120]    train-error:0.178771
## [121]    train-error:0.175978
## [122]    train-error:0.178771
## [123]    train-error:0.184358
## [124]    train-error:0.167598
## [125]    train-error:0.167598
## [126]    train-error:0.170391
## [127]    train-error:0.170391
## [128]    train-error:0.175978
## [129]    train-error:0.173184
## [130]    train-error:0.173184
## [131]    train-error:0.164804
## [132]    train-error:0.170391
## [133]    train-error:0.167598
## [134]    train-error:0.162011
## [135]    train-error:0.159218
## [136]    train-error:0.167598
## [137]    train-error:0.167598
## [138]    train-error:0.153631
## [139]    train-error:0.167598
## [140]    train-error:0.162011
## [141]    train-error:0.159218
## [142]    train-error:0.156425
## [143]    train-error:0.150838
## [144]    train-error:0.153631
## [145]    train-error:0.150838
## [146]    train-error:0.150838
## [147]    train-error:0.142458
## [148]    train-error:0.148045
## [149]    train-error:0.145251
## [150]    train-error:0.145251
## [151]    train-error:0.142458
## [152]    train-error:0.150838
## [153]    train-error:0.153631
## [154]    train-error:0.156425
## [155]    train-error:0.156425
## [156]    train-error:0.150838
## [157]    train-error:0.156425
## [158]    train-error:0.156425
## [159]    train-error:0.159218
## [160]    train-error:0.156425
## [161]    train-error:0.159218
## [162]    train-error:0.153631
## [163]    train-error:0.162011
## [164]    train-error:0.159218
## [165]    train-error:0.159218
## [166]    train-error:0.153631
## [167]    train-error:0.156425
## [168]    train-error:0.150838
## [169]    train-error:0.150838
## [170]    train-error:0.150838
## [171]    train-error:0.142458
## [172]    train-error:0.148045
## [173]    train-error:0.150838
## [174]    train-error:0.150838
## [175]    train-error:0.153631
## [176]    train-error:0.153631
## [177]    train-error:0.159218
## [178]    train-error:0.145251
## [179]    train-error:0.142458
## [180]    train-error:0.142458
## [181]    train-error:0.150838
## [182]    train-error:0.148045
## [183]    train-error:0.145251
## [184]    train-error:0.145251
## [185]    train-error:0.148045
## [186]    train-error:0.148045
## [187]    train-error:0.150838
## [188]    train-error:0.153631
## [189]    train-error:0.156425
## [190]    train-error:0.167598
## [191]    train-error:0.159218
## [192]    train-error:0.164804
## [193]    train-error:0.156425
## [194]    train-error:0.156425
## [195]    train-error:0.164804
## [196]    train-error:0.164804
## [197]    train-error:0.159218
## [198]    train-error:0.162011
## [199]    train-error:0.162011
## [200]    train-error:0.173184
## [201]    train-error:0.162011
## [202]    train-error:0.173184
## [203]    train-error:0.173184
## [204]    train-error:0.175978
## [205]    train-error:0.170391
## [206]    train-error:0.167598
## [207]    train-error:0.170391
## [208]    train-error:0.156425
## [209]    train-error:0.153631
## [210]    train-error:0.167598
## [211]    train-error:0.164804
## [212]    train-error:0.159218
## [213]    train-error:0.150838
## [214]    train-error:0.159218
## [215]    train-error:0.150838
## [216]    train-error:0.156425
## [217]    train-error:0.162011
## [218]    train-error:0.175978
## [219]    train-error:0.164804
## [220]    train-error:0.170391
## [221]    train-error:0.170391
## [222]    train-error:0.175978
## [223]    train-error:0.175978
## [224]    train-error:0.167598
## [225]    train-error:0.167598
## [226]    train-error:0.167598
## [227]    train-error:0.167598
## [228]    train-error:0.173184
## [229]    train-error:0.175978
## [230]    train-error:0.178771
## [231]    train-error:0.167598
## [232]    train-error:0.173184
## [233]    train-error:0.173184
## [234]    train-error:0.178771
## [235]    train-error:0.178771
## [236]    train-error:0.175978
## [237]    train-error:0.173184
## [238]    train-error:0.159218
## [239]    train-error:0.164804
## [240]    train-error:0.164804
## [241]    train-error:0.162011
## [242]    train-error:0.170391
## [243]    train-error:0.162011
## [244]    train-error:0.159218
## [245]    train-error:0.162011
## [246]    train-error:0.156425
## [247]    train-error:0.156425
## [248]    train-error:0.164804
## [249]    train-error:0.153631
## [250]    train-error:0.150838
## [251]    train-error:0.145251
## [252]    train-error:0.156425
## [253]    train-error:0.148045
## [254]    train-error:0.148045
## [255]    train-error:0.148045
## [256]    train-error:0.156425
## [257]    train-error:0.156425
## [258]    train-error:0.153631
## [259]    train-error:0.150838
## [260]    train-error:0.162011
## [261]    train-error:0.153631
## [262]    train-error:0.156425
## [263]    train-error:0.162011
## [264]    train-error:0.159218
## [265]    train-error:0.148045
## [266]    train-error:0.148045
## [267]    train-error:0.142458
## [268]    train-error:0.136872
## [269]    train-error:0.145251
## [270]    train-error:0.139665
## [271]    train-error:0.148045
## [272]    train-error:0.139665
## [273]    train-error:0.148045
## [274]    train-error:0.142458
## [275]    train-error:0.148045
## [276]    train-error:0.145251
## [277]    train-error:0.150838
## [278]    train-error:0.156425
## [279]    train-error:0.156425
## [280]    train-error:0.148045
## [281]    train-error:0.156425
## [282]    train-error:0.153631
## [283]    train-error:0.153631
## [284]    train-error:0.156425
## [285]    train-error:0.156425
## [286]    train-error:0.159218
## [287]    train-error:0.159218
## [288]    train-error:0.150838
## [289]    train-error:0.145251
## [290]    train-error:0.148045
## [291]    train-error:0.145251
## [292]    train-error:0.145251
## [293]    train-error:0.156425
## [294]    train-error:0.156425
## [295]    train-error:0.159218
## [296]    train-error:0.159218
## [297]    train-error:0.153631
## [298]    train-error:0.153631
## [299]    train-error:0.150838
## [300]    train-error:0.148045
## [301]    train-error:0.159218
## [302]    train-error:0.159218
## [303]    train-error:0.153631
## [304]    train-error:0.150838
## [305]    train-error:0.150838
## [306]    train-error:0.148045
## [307]    train-error:0.148045
## [308]    train-error:0.150838
## [309]    train-error:0.139665
## [310]    train-error:0.153631
## [311]    train-error:0.150838
## [312]    train-error:0.153631
## [313]    train-error:0.148045
## [314]    train-error:0.153631
## [315]    train-error:0.156425
## [316]    train-error:0.148045
## [317]    train-error:0.150838
## [318]    train-error:0.145251
## [319]    train-error:0.148045
## [320]    train-error:0.145251
## [321]    train-error:0.148045
## [322]    train-error:0.145251
## [323]    train-error:0.148045
## [324]    train-error:0.142458
## [325]    train-error:0.150838
## [326]    train-error:0.153631
## [327]    train-error:0.148045
## [328]    train-error:0.159218
## [329]    train-error:0.150838
## [330]    train-error:0.162011
## [331]    train-error:0.170391
## [332]    train-error:0.167598
## [333]    train-error:0.159218
## [334]    train-error:0.153631
## [335]    train-error:0.145251
## [336]    train-error:0.156425
## [337]    train-error:0.164804
## [338]    train-error:0.164804
## [339]    train-error:0.159218
## [340]    train-error:0.153631
## [341]    train-error:0.145251
## [342]    train-error:0.148045
## [343]    train-error:0.150838
## [344]    train-error:0.150838
## [345]    train-error:0.148045
## [346]    train-error:0.145251
## [347]    train-error:0.150838
## [348]    train-error:0.145251
## [349]    train-error:0.148045
## [350]    train-error:0.145251
## [351]    train-error:0.150838
## [352]    train-error:0.145251
## [353]    train-error:0.153631
## [354]    train-error:0.150838
## [355]    train-error:0.159218
## [356]    train-error:0.150838
## [357]    train-error:0.153631
## [358]    train-error:0.156425
## [359]    train-error:0.139665
## [360]    train-error:0.148045
## [361]    train-error:0.150838
## [362]    train-error:0.148045
## [363]    train-error:0.142458
## [364]    train-error:0.139665
## [365]    train-error:0.139665
## [366]    train-error:0.148045
## [367]    train-error:0.145251
## [368]    train-error:0.150838
## [369]    train-error:0.156425
## [370]    train-error:0.156425
## [371]    train-error:0.153631
## [372]    train-error:0.150838
## [373]    train-error:0.148045
## [374]    train-error:0.145251
## [375]    train-error:0.139665
## [376]    train-error:0.145251
## [377]    train-error:0.139665
## [378]    train-error:0.142458
## [379]    train-error:0.142458
## [380]    train-error:0.150838
## [381]    train-error:0.142458
## [382]    train-error:0.150838
## [383]    train-error:0.142458
## [384]    train-error:0.139665
## [385]    train-error:0.145251
## [386]    train-error:0.142458
## [387]    train-error:0.145251
## [388]    train-error:0.145251
## [389]    train-error:0.145251
## [390]    train-error:0.153631
## [391]    train-error:0.142458
## [392]    train-error:0.145251
## [393]    train-error:0.156425
## [394]    train-error:0.159218
## [395]    train-error:0.153631
## [396]    train-error:0.162011
## [397]    train-error:0.162011
## [398]    train-error:0.156425
## [399]    train-error:0.150838
## [400]    train-error:0.156425
## [401]    train-error:0.148045
## [402]    train-error:0.139665
## [403]    train-error:0.139665
## [404]    train-error:0.136872
## [405]    train-error:0.134078
## [406]    train-error:0.134078
## [407]    train-error:0.131285
## [408]    train-error:0.125698
## [409]    train-error:0.142458
## [410]    train-error:0.148045
## [411]    train-error:0.153631
## [412]    train-error:0.150838
## [413]    train-error:0.148045
## [414]    train-error:0.145251
## [415]    train-error:0.128492
## [416]    train-error:0.134078
## [417]    train-error:0.134078
## [418]    train-error:0.142458
## [419]    train-error:0.145251
## [420]    train-error:0.150838
## [421]    train-error:0.150838
## [422]    train-error:0.139665
## [423]    train-error:0.142458
## [424]    train-error:0.145251
## [425]    train-error:0.139665
## [426]    train-error:0.136872
## [427]    train-error:0.136872
## [428]    train-error:0.136872
## [429]    train-error:0.142458
## [430]    train-error:0.139665
## [431]    train-error:0.145251
## [432]    train-error:0.148045
## [433]    train-error:0.145251
## [434]    train-error:0.142458
## [435]    train-error:0.150838
## [436]    train-error:0.145251
## [437]    train-error:0.148045
## [438]    train-error:0.142458
## [439]    train-error:0.153631
## [440]    train-error:0.150838
## [441]    train-error:0.139665
## [442]    train-error:0.142458
## [443]    train-error:0.145251
## [444]    train-error:0.142458
## [445]    train-error:0.142458
## [446]    train-error:0.139665
## [447]    train-error:0.139665
## [448]    train-error:0.145251
## [449]    train-error:0.142458
## [450]    train-error:0.134078
## [451]    train-error:0.136872
## [452]    train-error:0.134078
## [453]    train-error:0.136872
## [454]    train-error:0.136872
## [455]    train-error:0.134078
## [456]    train-error:0.131285
## [457]    train-error:0.131285
## [458]    train-error:0.139665
## [459]    train-error:0.134078
## [460]    train-error:0.136872
## [461]    train-error:0.139665
## [462]    train-error:0.145251
## [463]    train-error:0.139665
## [464]    train-error:0.142458
## [465]    train-error:0.139665
## [466]    train-error:0.148045
## [467]    train-error:0.134078
## [468]    train-error:0.125698
## [469]    train-error:0.136872
## [470]    train-error:0.136872
## [471]    train-error:0.136872
## [472]    train-error:0.136872
## [473]    train-error:0.136872
## [474]    train-error:0.134078
## [475]    train-error:0.136872
## [476]    train-error:0.136872
## [477]    train-error:0.131285
## [478]    train-error:0.136872
## [479]    train-error:0.134078
## [480]    train-error:0.136872
## [481]    train-error:0.131285
## [482]    train-error:0.125698
## [483]    train-error:0.136872
## [484]    train-error:0.131285
## [485]    train-error:0.131285
## [486]    train-error:0.136872
## [487]    train-error:0.128492
## [488]    train-error:0.131285
## [489]    train-error:0.128492
## [490]    train-error:0.128492
## [491]    train-error:0.131285
## [492]    train-error:0.136872
## [493]    train-error:0.134078
## [494]    train-error:0.128492
## [495]    train-error:0.134078
## [496]    train-error:0.131285
## [497]    train-error:0.125698
## [498]    train-error:0.134078
## [499]    train-error:0.134078
## [500]    train-error:0.134078
## [501]    train-error:0.136872
## [502]    train-error:0.139665
## [503]    train-error:0.139665
## [504]    train-error:0.142458
## [505]    train-error:0.136872
## [506]    train-error:0.134078
## [507]    train-error:0.128492
## [508]    train-error:0.136872
## [509]    train-error:0.131285
## [510]    train-error:0.128492
## [511]    train-error:0.131285
## [512]    train-error:0.131285
## [513]    train-error:0.131285
## [514]    train-error:0.131285
## [515]    train-error:0.139665
## [516]    train-error:0.136872
## [517]    train-error:0.136872
## [518]    train-error:0.139665
## [519]    train-error:0.136872
## [520]    train-error:0.134078
## [521]    train-error:0.145251
## [522]    train-error:0.145251
## [523]    train-error:0.145251
## [524]    train-error:0.139665
## [525]    train-error:0.142458
## [526]    train-error:0.139665
## [527]    train-error:0.139665
## [528]    train-error:0.134078
## [529]    train-error:0.134078
## [530]    train-error:0.134078
## [531]    train-error:0.128492
## [532]    train-error:0.125698
## [533]    train-error:0.136872
## [534]    train-error:0.131285
## [535]    train-error:0.136872
## [0]  train-error:0.285714
## [1]  train-error:0.190476
## [2]  train-error:0.215686
## [3]  train-error:0.226891
## [4]  train-error:0.218487
## [5]  train-error:0.190476
## [6]  train-error:0.198880
## [7]  train-error:0.187675
## [8]  train-error:0.193277
## [9]  train-error:0.196078
## [10] train-error:0.196078
## [11] train-error:0.193277
## [12] train-error:0.201681
## [13] train-error:0.182073
## [14] train-error:0.182073
## [15] train-error:0.187675
## [16] train-error:0.173669
## [17] train-error:0.176471
## [18] train-error:0.176471
## [19] train-error:0.170868
## [20] train-error:0.182073
## [21] train-error:0.182073
## [22] train-error:0.182073
## [23] train-error:0.182073
## [24] train-error:0.184874
## [25] train-error:0.184874
## [26] train-error:0.184874
## [27] train-error:0.179272
## [28] train-error:0.176471
## [29] train-error:0.179272
## [30] train-error:0.184874
## [31] train-error:0.170868
## [32] train-error:0.165266
## [33] train-error:0.182073
## [34] train-error:0.170868
## [35] train-error:0.165266
## [36] train-error:0.168067
## [37] train-error:0.156863
## [38] train-error:0.154062
## [39] train-error:0.170868
## [40] train-error:0.162465
## [41] train-error:0.162465
## [42] train-error:0.165266
## [43] train-error:0.162465
## [44] train-error:0.182073
## [45] train-error:0.162465
## [46] train-error:0.159664
## [47] train-error:0.159664
## [48] train-error:0.156863
## [49] train-error:0.168067
## [50] train-error:0.165266
## [51] train-error:0.176471
## [52] train-error:0.162465
## [53] train-error:0.162465
## [54] train-error:0.159664
## [55] train-error:0.154062
## [56] train-error:0.151261
## [57] train-error:0.151261
## [58] train-error:0.148459
## [59] train-error:0.148459
## [60] train-error:0.145658
## [61] train-error:0.148459
## [62] train-error:0.145658
## [63] train-error:0.148459
## [64] train-error:0.148459
## [65] train-error:0.142857
## [66] train-error:0.142857
## [67] train-error:0.140056
## [68] train-error:0.137255
## [69] train-error:0.156863
## [70] train-error:0.165266
## [71] train-error:0.151261
## [72] train-error:0.154062
## [73] train-error:0.151261
## [74] train-error:0.145658
## [75] train-error:0.148459
## [76] train-error:0.148459
## [77] train-error:0.148459
## [78] train-error:0.154062
## [79] train-error:0.156863
## [80] train-error:0.151261
## [81] train-error:0.148459
## [82] train-error:0.148459
## [83] train-error:0.151261
## [84] train-error:0.148459
## [85] train-error:0.162465
## [86] train-error:0.145658
## [87] train-error:0.148459
## [88] train-error:0.148459
## [89] train-error:0.145658
## [90] train-error:0.151261
## [91] train-error:0.148459
## [92] train-error:0.151261
## [93] train-error:0.148459
## [94] train-error:0.145658
## [95] train-error:0.151261
## [96] train-error:0.151261
## [97] train-error:0.159664
## [98] train-error:0.156863
## [99] train-error:0.159664
## [100]    train-error:0.154062
## [101]    train-error:0.145658
## [102]    train-error:0.148459
## [103]    train-error:0.148459
## [104]    train-error:0.151261
## [105]    train-error:0.154062
## [106]    train-error:0.154062
## [107]    train-error:0.156863
## [108]    train-error:0.151261
## [109]    train-error:0.151261
## [110]    train-error:0.148459
## [111]    train-error:0.151261
## [112]    train-error:0.151261
## [113]    train-error:0.134454
## [114]    train-error:0.134454
## [115]    train-error:0.128852
## [116]    train-error:0.148459
## [117]    train-error:0.156863
## [118]    train-error:0.151261
## [119]    train-error:0.145658
## [120]    train-error:0.120448
## [121]    train-error:0.117647
## [122]    train-error:0.128852
## [123]    train-error:0.120448
## [124]    train-error:0.123249
## [125]    train-error:0.126050
## [126]    train-error:0.134454
## [127]    train-error:0.126050
## [128]    train-error:0.128852
## [129]    train-error:0.131653
## [130]    train-error:0.131653
## [131]    train-error:0.137255
## [132]    train-error:0.131653
## [133]    train-error:0.131653
## [134]    train-error:0.123249
## [135]    train-error:0.123249
## [136]    train-error:0.123249
## [137]    train-error:0.123249
## [138]    train-error:0.126050
## [139]    train-error:0.137255
## [140]    train-error:0.140056
## [141]    train-error:0.137255
## [142]    train-error:0.140056
## [143]    train-error:0.142857
## [144]    train-error:0.137255
## [145]    train-error:0.142857
## [146]    train-error:0.145658
## [147]    train-error:0.154062
## [148]    train-error:0.154062
## [149]    train-error:0.148459
## [150]    train-error:0.151261
## [151]    train-error:0.134454
## [152]    train-error:0.148459
## [153]    train-error:0.137255
## [154]    train-error:0.131653
## [155]    train-error:0.131653
## [156]    train-error:0.126050
## [157]    train-error:0.128852
## [158]    train-error:0.128852
## [159]    train-error:0.140056
## [160]    train-error:0.128852
## [161]    train-error:0.134454
## [162]    train-error:0.137255
## [163]    train-error:0.137255
## [164]    train-error:0.128852
## [165]    train-error:0.148459
## [166]    train-error:0.148459
## [167]    train-error:0.131653
## [168]    train-error:0.148459
## [169]    train-error:0.154062
## [170]    train-error:0.156863
## [171]    train-error:0.156863
## [172]    train-error:0.156863
## [173]    train-error:0.148459
## [174]    train-error:0.154062
## [175]    train-error:0.156863
## [176]    train-error:0.145658
## [177]    train-error:0.142857
## [178]    train-error:0.145658
## [179]    train-error:0.145658
## [180]    train-error:0.145658
## [181]    train-error:0.142857
## [182]    train-error:0.131653
## [183]    train-error:0.145658
## [184]    train-error:0.151261
## [185]    train-error:0.131653
## [186]    train-error:0.142857
## [187]    train-error:0.137255
## [188]    train-error:0.140056
## [189]    train-error:0.140056
## [190]    train-error:0.134454
## [191]    train-error:0.137255
## [192]    train-error:0.137255
## [193]    train-error:0.145658
## [194]    train-error:0.137255
## [195]    train-error:0.140056
## [196]    train-error:0.137255
## [197]    train-error:0.134454
## [198]    train-error:0.137255
## [199]    train-error:0.134454
## [200]    train-error:0.131653
## [201]    train-error:0.142857
## [202]    train-error:0.142857
## [203]    train-error:0.131653
## [204]    train-error:0.131653
## [205]    train-error:0.134454
## [206]    train-error:0.126050
## [207]    train-error:0.128852
## [208]    train-error:0.128852
## [209]    train-error:0.131653
## [210]    train-error:0.131653
## [211]    train-error:0.128852
## [212]    train-error:0.134454
## [213]    train-error:0.131653
## [214]    train-error:0.128852
## [215]    train-error:0.131653
## [216]    train-error:0.131653
## [217]    train-error:0.131653
## [218]    train-error:0.142857
## [219]    train-error:0.134454
## [220]    train-error:0.120448
## [221]    train-error:0.120448
## [222]    train-error:0.137255
## [223]    train-error:0.140056
## [224]    train-error:0.134454
## [225]    train-error:0.134454
## [226]    train-error:0.134454
## [227]    train-error:0.137255
## [228]    train-error:0.126050
## [229]    train-error:0.134454
## [230]    train-error:0.137255
## [231]    train-error:0.137255
## [232]    train-error:0.134454
## [233]    train-error:0.123249
## [234]    train-error:0.126050
## [235]    train-error:0.128852
## [236]    train-error:0.117647
## [237]    train-error:0.120448
## [238]    train-error:0.120448
## [239]    train-error:0.126050
## [240]    train-error:0.126050
## [241]    train-error:0.117647
## [242]    train-error:0.126050
## [243]    train-error:0.134454
## [244]    train-error:0.126050
## [245]    train-error:0.120448
## [246]    train-error:0.126050
## [247]    train-error:0.128852
## [248]    train-error:0.117647
## [249]    train-error:0.112045
## [250]    train-error:0.112045
## [251]    train-error:0.112045
## [252]    train-error:0.114846
## [253]    train-error:0.126050
## [254]    train-error:0.112045
## [255]    train-error:0.114846
## [256]    train-error:0.120448
## [257]    train-error:0.117647
## [258]    train-error:0.117647
## [259]    train-error:0.117647
## [260]    train-error:0.117647
## [261]    train-error:0.120448
## [262]    train-error:0.126050
## [263]    train-error:0.126050
## [264]    train-error:0.131653
## [265]    train-error:0.134454
## [266]    train-error:0.137255
## [267]    train-error:0.128852
## [268]    train-error:0.131653
## [269]    train-error:0.131653
## [270]    train-error:0.131653
## [271]    train-error:0.126050
## [272]    train-error:0.126050
## [273]    train-error:0.128852
## [274]    train-error:0.126050
## [275]    train-error:0.128852
## [276]    train-error:0.142857
## [277]    train-error:0.137255
## [278]    train-error:0.137255
## [279]    train-error:0.128852
## [280]    train-error:0.123249
## [281]    train-error:0.123249
## [282]    train-error:0.123249
## [283]    train-error:0.128852
## [284]    train-error:0.128852
## [285]    train-error:0.128852
## [286]    train-error:0.123249
## [287]    train-error:0.128852
## [288]    train-error:0.126050
## [289]    train-error:0.126050
## [290]    train-error:0.126050
## [291]    train-error:0.117647
## [292]    train-error:0.114846
## [293]    train-error:0.109244
## [294]    train-error:0.109244
## [295]    train-error:0.117647
## [296]    train-error:0.112045
## [297]    train-error:0.112045
## [298]    train-error:0.114846
## [299]    train-error:0.114846
## [300]    train-error:0.112045
## [301]    train-error:0.123249
## [302]    train-error:0.114846
## [303]    train-error:0.117647
## [304]    train-error:0.114846
## [305]    train-error:0.128852
## [306]    train-error:0.123249
## [307]    train-error:0.123249
## [308]    train-error:0.117647
## [309]    train-error:0.134454
## [310]    train-error:0.131653
## [311]    train-error:0.123249
## [312]    train-error:0.134454
## [313]    train-error:0.137255
## [314]    train-error:0.137255
## [315]    train-error:0.131653
## [316]    train-error:0.137255
## [317]    train-error:0.137255
## [318]    train-error:0.142857
## [319]    train-error:0.137255
## [320]    train-error:0.134454
## [321]    train-error:0.123249
## [322]    train-error:0.131653
## [323]    train-error:0.131653
## [324]    train-error:0.126050
## [325]    train-error:0.126050
## [326]    train-error:0.120448
## [327]    train-error:0.120448
## [328]    train-error:0.126050
## [329]    train-error:0.131653
## [330]    train-error:0.131653
## [331]    train-error:0.128852
## [332]    train-error:0.134454
## [333]    train-error:0.140056
## [334]    train-error:0.137255
## [335]    train-error:0.126050
## [336]    train-error:0.126050
## [337]    train-error:0.137255
## [338]    train-error:0.134454
## [339]    train-error:0.134454
## [340]    train-error:0.134454
## [341]    train-error:0.137255
## [342]    train-error:0.137255
## [343]    train-error:0.137255
## [344]    train-error:0.137255
## [345]    train-error:0.131653
## [346]    train-error:0.123249
## [347]    train-error:0.126050
## [348]    train-error:0.117647
## [349]    train-error:0.112045
## [350]    train-error:0.120448
## [351]    train-error:0.126050
## [352]    train-error:0.123249
## [353]    train-error:0.123249
## [354]    train-error:0.114846
## [355]    train-error:0.114846
## [356]    train-error:0.109244
## [357]    train-error:0.109244
## [358]    train-error:0.109244
## [359]    train-error:0.114846
## [360]    train-error:0.114846
## [361]    train-error:0.123249
## [362]    train-error:0.114846
## [363]    train-error:0.114846
## [364]    train-error:0.123249
## [365]    train-error:0.123249
## [366]    train-error:0.117647
## [367]    train-error:0.123249
## [368]    train-error:0.126050
## [369]    train-error:0.123249
## [370]    train-error:0.120448
## [371]    train-error:0.126050
## [372]    train-error:0.120448
## [373]    train-error:0.114846
## [374]    train-error:0.114846
## [375]    train-error:0.120448
## [376]    train-error:0.123249
## [377]    train-error:0.131653
## [378]    train-error:0.126050
## [379]    train-error:0.123249
## [380]    train-error:0.123249
## [381]    train-error:0.120448
## [382]    train-error:0.117647
## [383]    train-error:0.123249
## [384]    train-error:0.123249
## [385]    train-error:0.123249
## [386]    train-error:0.137255
## [387]    train-error:0.142857
## [388]    train-error:0.140056
## [389]    train-error:0.126050
## [390]    train-error:0.131653
## [391]    train-error:0.120448
## [392]    train-error:0.109244
## [393]    train-error:0.112045
## [394]    train-error:0.114846
## [395]    train-error:0.109244
## [396]    train-error:0.117647
## [397]    train-error:0.123249
## [398]    train-error:0.114846
## [399]    train-error:0.114846
## [400]    train-error:0.114846
## [401]    train-error:0.109244
## [402]    train-error:0.112045
## [403]    train-error:0.120448
## [404]    train-error:0.112045
## [405]    train-error:0.123249
## [406]    train-error:0.109244
## [407]    train-error:0.112045
## [408]    train-error:0.112045
## [409]    train-error:0.114846
## [410]    train-error:0.109244
## [411]    train-error:0.114846
## [412]    train-error:0.109244
## [413]    train-error:0.117647
## [414]    train-error:0.114846
## [415]    train-error:0.112045
## [416]    train-error:0.117647
## [417]    train-error:0.112045
## [418]    train-error:0.117647
## [419]    train-error:0.112045
## [420]    train-error:0.103641
## [421]    train-error:0.109244
## [422]    train-error:0.106443
## [423]    train-error:0.106443
## [424]    train-error:0.103641
## [425]    train-error:0.112045
## [426]    train-error:0.114846
## [427]    train-error:0.106443
## [428]    train-error:0.114846
## [429]    train-error:0.114846
## [430]    train-error:0.112045
## [431]    train-error:0.114846
## [432]    train-error:0.112045
## [433]    train-error:0.117647
## [434]    train-error:0.117647
## [435]    train-error:0.120448
## [436]    train-error:0.114846
## [437]    train-error:0.112045
## [438]    train-error:0.112045
## [439]    train-error:0.112045
## [440]    train-error:0.109244
## [441]    train-error:0.106443
## [442]    train-error:0.106443
## [443]    train-error:0.117647
## [444]    train-error:0.112045
## [445]    train-error:0.112045
## [446]    train-error:0.112045
## [447]    train-error:0.117647
## [448]    train-error:0.106443
## [449]    train-error:0.114846
## [450]    train-error:0.117647
## [451]    train-error:0.126050
## [452]    train-error:0.114846
## [453]    train-error:0.109244
## [454]    train-error:0.112045
## [455]    train-error:0.117647
## [456]    train-error:0.117647
## [457]    train-error:0.114846
## [458]    train-error:0.120448
## [459]    train-error:0.131653
## [460]    train-error:0.137255
## [461]    train-error:0.128852
## [462]    train-error:0.120448
## [463]    train-error:0.128852
## [464]    train-error:0.112045
## [465]    train-error:0.126050
## [466]    train-error:0.123249
## [467]    train-error:0.117647
## [468]    train-error:0.123249
## [469]    train-error:0.114846
## [470]    train-error:0.120448
## [471]    train-error:0.117647
## [472]    train-error:0.123249
## [473]    train-error:0.114846
## [474]    train-error:0.109244
## [475]    train-error:0.114846
## [476]    train-error:0.106443
## [477]    train-error:0.106443
## [478]    train-error:0.114846
## [479]    train-error:0.100840
## [480]    train-error:0.114846
## [481]    train-error:0.117647
## [482]    train-error:0.117647
## [483]    train-error:0.109244
## [484]    train-error:0.100840
## [485]    train-error:0.100840
## [486]    train-error:0.109244
## [487]    train-error:0.098039
## [488]    train-error:0.106443
## [489]    train-error:0.100840
## [490]    train-error:0.103641
## [491]    train-error:0.103641
## [492]    train-error:0.100840
## [493]    train-error:0.106443
## [494]    train-error:0.106443
## [495]    train-error:0.100840
## [496]    train-error:0.109244
## [497]    train-error:0.112045
## [498]    train-error:0.109244
## [499]    train-error:0.109244
## [500]    train-error:0.112045
## [501]    train-error:0.103641
## [502]    train-error:0.106443
## [503]    train-error:0.109244
## [504]    train-error:0.109244
## [505]    train-error:0.117647
## [506]    train-error:0.114846
## [507]    train-error:0.114846
## [508]    train-error:0.112045
## [509]    train-error:0.109244
## [510]    train-error:0.109244
## [511]    train-error:0.112045
## [512]    train-error:0.114846
## [513]    train-error:0.114846
## [514]    train-error:0.112045
## [515]    train-error:0.114846
## [516]    train-error:0.114846
## [517]    train-error:0.114846
## [518]    train-error:0.114846
## [519]    train-error:0.114846
## [520]    train-error:0.112045
## [521]    train-error:0.114846
## [522]    train-error:0.114846
## [523]    train-error:0.114846
## [524]    train-error:0.112045
## [525]    train-error:0.114846
## [526]    train-error:0.114846
## [527]    train-error:0.117647
## [528]    train-error:0.120448
## [529]    train-error:0.117647
## [530]    train-error:0.114846
## [531]    train-error:0.114846
## [532]    train-error:0.112045
## [533]    train-error:0.109244
## [534]    train-error:0.109244
## [535]    train-error:0.109244
## [0]  train-error:0.218487
## [1]  train-error:0.243697
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.218487
## [6]  train-error:0.212885
## [7]  train-error:0.207283
## [8]  train-error:0.204482
## [9]  train-error:0.204482
## [10] train-error:0.204482
## [11] train-error:0.201681
## [12] train-error:0.207283
## [13] train-error:0.207283
## [14] train-error:0.212885
## [15] train-error:0.212885
## [16] train-error:0.210084
## [17] train-error:0.204482
## [18] train-error:0.210084
## [19] train-error:0.210084
## [20] train-error:0.201681
## [21] train-error:0.196078
## [22] train-error:0.196078
## [23] train-error:0.193277
## [24] train-error:0.170868
## [25] train-error:0.159664
## [26] train-error:0.179272
## [27] train-error:0.165266
## [28] train-error:0.159664
## [29] train-error:0.159664
## [30] train-error:0.148459
## [31] train-error:0.162465
## [32] train-error:0.168067
## [33] train-error:0.170868
## [34] train-error:0.170868
## [35] train-error:0.165266
## [36] train-error:0.168067
## [37] train-error:0.156863
## [38] train-error:0.168067
## [39] train-error:0.162465
## [40] train-error:0.151261
## [41] train-error:0.162465
## [42] train-error:0.154062
## [43] train-error:0.162465
## [44] train-error:0.154062
## [45] train-error:0.154062
## [46] train-error:0.154062
## [47] train-error:0.151261
## [48] train-error:0.151261
## [49] train-error:0.162465
## [50] train-error:0.162465
## [51] train-error:0.168067
## [52] train-error:0.165266
## [53] train-error:0.165266
## [54] train-error:0.179272
## [55] train-error:0.170868
## [56] train-error:0.162465
## [57] train-error:0.168067
## [58] train-error:0.145658
## [59] train-error:0.140056
## [60] train-error:0.137255
## [61] train-error:0.148459
## [62] train-error:0.151261
## [63] train-error:0.145658
## [64] train-error:0.140056
## [65] train-error:0.142857
## [66] train-error:0.137255
## [67] train-error:0.142857
## [68] train-error:0.151261
## [69] train-error:0.142857
## [70] train-error:0.142857
## [71] train-error:0.145658
## [72] train-error:0.137255
## [73] train-error:0.142857
## [74] train-error:0.142857
## [75] train-error:0.145658
## [76] train-error:0.154062
## [77] train-error:0.162465
## [78] train-error:0.151261
## [79] train-error:0.162465
## [80] train-error:0.154062
## [81] train-error:0.154062
## [82] train-error:0.156863
## [83] train-error:0.154062
## [84] train-error:0.159664
## [85] train-error:0.156863
## [86] train-error:0.156863
## [87] train-error:0.162465
## [88] train-error:0.165266
## [89] train-error:0.148459
## [90] train-error:0.145658
## [91] train-error:0.156863
## [92] train-error:0.151261
## [93] train-error:0.156863
## [94] train-error:0.148459
## [95] train-error:0.142857
## [96] train-error:0.140056
## [97] train-error:0.154062
## [98] train-error:0.148459
## [99] train-error:0.145658
## [100]    train-error:0.142857
## [101]    train-error:0.140056
## [102]    train-error:0.148459
## [103]    train-error:0.142857
## [104]    train-error:0.148459
## [105]    train-error:0.148459
## [106]    train-error:0.142857
## [107]    train-error:0.142857
## [108]    train-error:0.140056
## [109]    train-error:0.131653
## [110]    train-error:0.148459
## [111]    train-error:0.137255
## [112]    train-error:0.142857
## [113]    train-error:0.137255
## [114]    train-error:0.134454
## [115]    train-error:0.131653
## [116]    train-error:0.140056
## [117]    train-error:0.140056
## [118]    train-error:0.137255
## [119]    train-error:0.148459
## [120]    train-error:0.140056
## [121]    train-error:0.151261
## [122]    train-error:0.145658
## [123]    train-error:0.151261
## [124]    train-error:0.151261
## [125]    train-error:0.140056
## [126]    train-error:0.123249
## [127]    train-error:0.131653
## [128]    train-error:0.134454
## [129]    train-error:0.134454
## [130]    train-error:0.134454
## [131]    train-error:0.134454
## [132]    train-error:0.123249
## [133]    train-error:0.131653
## [134]    train-error:0.123249
## [135]    train-error:0.126050
## [136]    train-error:0.131653
## [137]    train-error:0.126050
## [138]    train-error:0.114846
## [139]    train-error:0.114846
## [140]    train-error:0.114846
## [141]    train-error:0.120448
## [142]    train-error:0.126050
## [143]    train-error:0.126050
## [144]    train-error:0.120448
## [145]    train-error:0.120448
## [146]    train-error:0.123249
## [147]    train-error:0.114846
## [148]    train-error:0.131653
## [149]    train-error:0.134454
## [150]    train-error:0.131653
## [151]    train-error:0.128852
## [152]    train-error:0.126050
## [153]    train-error:0.126050
## [154]    train-error:0.126050
## [155]    train-error:0.134454
## [156]    train-error:0.137255
## [157]    train-error:0.128852
## [158]    train-error:0.131653
## [159]    train-error:0.140056
## [160]    train-error:0.142857
## [161]    train-error:0.142857
## [162]    train-error:0.134454
## [163]    train-error:0.140056
## [164]    train-error:0.137255
## [165]    train-error:0.142857
## [166]    train-error:0.128852
## [167]    train-error:0.131653
## [168]    train-error:0.131653
## [169]    train-error:0.120448
## [170]    train-error:0.134454
## [171]    train-error:0.142857
## [172]    train-error:0.128852
## [173]    train-error:0.134454
## [174]    train-error:0.123249
## [175]    train-error:0.126050
## [176]    train-error:0.128852
## [177]    train-error:0.128852
## [178]    train-error:0.140056
## [179]    train-error:0.140056
## [180]    train-error:0.145658
## [181]    train-error:0.145658
## [182]    train-error:0.154062
## [183]    train-error:0.154062
## [184]    train-error:0.123249
## [185]    train-error:0.126050
## [186]    train-error:0.123249
## [187]    train-error:0.126050
## [188]    train-error:0.126050
## [189]    train-error:0.126050
## [190]    train-error:0.131653
## [191]    train-error:0.137255
## [192]    train-error:0.134454
## [193]    train-error:0.134454
## [194]    train-error:0.131653
## [195]    train-error:0.142857
## [196]    train-error:0.134454
## [197]    train-error:0.134454
## [198]    train-error:0.134454
## [199]    train-error:0.137255
## [200]    train-error:0.134454
## [201]    train-error:0.137255
## [202]    train-error:0.120448
## [203]    train-error:0.123249
## [204]    train-error:0.120448
## [205]    train-error:0.114846
## [206]    train-error:0.123249
## [207]    train-error:0.126050
## [208]    train-error:0.137255
## [209]    train-error:0.131653
## [210]    train-error:0.134454
## [211]    train-error:0.137255
## [212]    train-error:0.131653
## [213]    train-error:0.128852
## [214]    train-error:0.123249
## [215]    train-error:0.134454
## [216]    train-error:0.131653
## [217]    train-error:0.128852
## [218]    train-error:0.131653
## [219]    train-error:0.120448
## [220]    train-error:0.123249
## [221]    train-error:0.126050
## [222]    train-error:0.123249
## [223]    train-error:0.128852
## [224]    train-error:0.126050
## [225]    train-error:0.134454
## [226]    train-error:0.134454
## [227]    train-error:0.140056
## [228]    train-error:0.134454
## [229]    train-error:0.126050
## [230]    train-error:0.123249
## [231]    train-error:0.126050
## [232]    train-error:0.123249
## [233]    train-error:0.123249
## [234]    train-error:0.117647
## [235]    train-error:0.114846
## [236]    train-error:0.117647
## [237]    train-error:0.120448
## [238]    train-error:0.117647
## [239]    train-error:0.120448
## [240]    train-error:0.120448
## [241]    train-error:0.120448
## [242]    train-error:0.120448
## [243]    train-error:0.117647
## [244]    train-error:0.117647
## [245]    train-error:0.117647
## [246]    train-error:0.123249
## [247]    train-error:0.123249
## [248]    train-error:0.128852
## [249]    train-error:0.120448
## [250]    train-error:0.123249
## [251]    train-error:0.131653
## [252]    train-error:0.131653
## [253]    train-error:0.128852
## [254]    train-error:0.128852
## [255]    train-error:0.128852
## [256]    train-error:0.131653
## [257]    train-error:0.126050
## [258]    train-error:0.126050
## [259]    train-error:0.123249
## [260]    train-error:0.120448
## [261]    train-error:0.120448
## [262]    train-error:0.120448
## [263]    train-error:0.123249
## [264]    train-error:0.123249
## [265]    train-error:0.120448
## [266]    train-error:0.126050
## [267]    train-error:0.117647
## [268]    train-error:0.126050
## [269]    train-error:0.120448
## [270]    train-error:0.117647
## [271]    train-error:0.117647
## [272]    train-error:0.123249
## [273]    train-error:0.123249
## [274]    train-error:0.120448
## [275]    train-error:0.126050
## [276]    train-error:0.123249
## [277]    train-error:0.114846
## [278]    train-error:0.117647
## [279]    train-error:0.117647
## [280]    train-error:0.126050
## [281]    train-error:0.112045
## [282]    train-error:0.117647
## [283]    train-error:0.123249
## [284]    train-error:0.114846
## [285]    train-error:0.112045
## [286]    train-error:0.114846
## [287]    train-error:0.114846
## [288]    train-error:0.114846
## [289]    train-error:0.112045
## [290]    train-error:0.117647
## [291]    train-error:0.117647
## [292]    train-error:0.114846
## [293]    train-error:0.117647
## [294]    train-error:0.112045
## [295]    train-error:0.114846
## [296]    train-error:0.112045
## [297]    train-error:0.112045
## [298]    train-error:0.120448
## [299]    train-error:0.114846
## [300]    train-error:0.117647
## [301]    train-error:0.120448
## [302]    train-error:0.123249
## [303]    train-error:0.120448
## [304]    train-error:0.117647
## [305]    train-error:0.117647
## [306]    train-error:0.112045
## [307]    train-error:0.123249
## [308]    train-error:0.117647
## [309]    train-error:0.114846
## [310]    train-error:0.120448
## [311]    train-error:0.123249
## [312]    train-error:0.120448
## [313]    train-error:0.123249
## [314]    train-error:0.126050
## [315]    train-error:0.120448
## [316]    train-error:0.120448
## [317]    train-error:0.123249
## [318]    train-error:0.120448
## [319]    train-error:0.126050
## [320]    train-error:0.123249
## [321]    train-error:0.120448
## [322]    train-error:0.120448
## [323]    train-error:0.137255
## [324]    train-error:0.131653
## [325]    train-error:0.131653
## [326]    train-error:0.128852
## [327]    train-error:0.128852
## [328]    train-error:0.131653
## [329]    train-error:0.126050
## [330]    train-error:0.126050
## [331]    train-error:0.120448
## [332]    train-error:0.123249
## [333]    train-error:0.120448
## [334]    train-error:0.117647
## [335]    train-error:0.120448
## [336]    train-error:0.112045
## [337]    train-error:0.117647
## [338]    train-error:0.114846
## [339]    train-error:0.112045
## [340]    train-error:0.117647
## [341]    train-error:0.114846
## [342]    train-error:0.120448
## [343]    train-error:0.120448
## [344]    train-error:0.117647
## [345]    train-error:0.114846
## [346]    train-error:0.117647
## [347]    train-error:0.114846
## [348]    train-error:0.114846
## [349]    train-error:0.120448
## [350]    train-error:0.117647
## [351]    train-error:0.120448
## [352]    train-error:0.126050
## [353]    train-error:0.126050
## [354]    train-error:0.123249
## [355]    train-error:0.120448
## [356]    train-error:0.120448
## [357]    train-error:0.123249
## [358]    train-error:0.123249
## [359]    train-error:0.123249
## [360]    train-error:0.126050
## [361]    train-error:0.126050
## [362]    train-error:0.123249
## [363]    train-error:0.117647
## [364]    train-error:0.123249
## [365]    train-error:0.114846
## [366]    train-error:0.117647
## [367]    train-error:0.120448
## [368]    train-error:0.103641
## [369]    train-error:0.106443
## [370]    train-error:0.114846
## [371]    train-error:0.112045
## [372]    train-error:0.114846
## [373]    train-error:0.114846
## [374]    train-error:0.117647
## [375]    train-error:0.123249
## [376]    train-error:0.114846
## [377]    train-error:0.114846
## [378]    train-error:0.120448
## [379]    train-error:0.117647
## [380]    train-error:0.117647
## [381]    train-error:0.120448
## [382]    train-error:0.123249
## [383]    train-error:0.123249
## [384]    train-error:0.120448
## [385]    train-error:0.120448
## [386]    train-error:0.117647
## [387]    train-error:0.120448
## [388]    train-error:0.117647
## [389]    train-error:0.117647
## [390]    train-error:0.120448
## [391]    train-error:0.112045
## [392]    train-error:0.109244
## [393]    train-error:0.106443
## [394]    train-error:0.114846
## [395]    train-error:0.112045
## [396]    train-error:0.120448
## [397]    train-error:0.114846
## [398]    train-error:0.114846
## [399]    train-error:0.109244
## [400]    train-error:0.109244
## [401]    train-error:0.106443
## [402]    train-error:0.114846
## [403]    train-error:0.112045
## [404]    train-error:0.112045
## [405]    train-error:0.109244
## [406]    train-error:0.109244
## [407]    train-error:0.112045
## [408]    train-error:0.109244
## [409]    train-error:0.112045
## [410]    train-error:0.112045
## [411]    train-error:0.112045
## [412]    train-error:0.109244
## [413]    train-error:0.114846
## [414]    train-error:0.112045
## [415]    train-error:0.114846
## [416]    train-error:0.109244
## [417]    train-error:0.112045
## [418]    train-error:0.114846
## [419]    train-error:0.112045
## [420]    train-error:0.112045
## [421]    train-error:0.106443
## [422]    train-error:0.109244
## [423]    train-error:0.112045
## [424]    train-error:0.117647
## [425]    train-error:0.112045
## [426]    train-error:0.103641
## [427]    train-error:0.103641
## [428]    train-error:0.106443
## [429]    train-error:0.103641
## [430]    train-error:0.103641
## [431]    train-error:0.103641
## [432]    train-error:0.112045
## [433]    train-error:0.106443
## [434]    train-error:0.106443
## [435]    train-error:0.103641
## [436]    train-error:0.112045
## [437]    train-error:0.112045
## [438]    train-error:0.114846
## [439]    train-error:0.112045
## [440]    train-error:0.112045
## [441]    train-error:0.109244
## [442]    train-error:0.112045
## [443]    train-error:0.100840
## [444]    train-error:0.114846
## [445]    train-error:0.109244
## [446]    train-error:0.109244
## [447]    train-error:0.109244
## [448]    train-error:0.109244
## [449]    train-error:0.109244
## [450]    train-error:0.106443
## [451]    train-error:0.109244
## [452]    train-error:0.103641
## [453]    train-error:0.103641
## [454]    train-error:0.106443
## [455]    train-error:0.109244
## [456]    train-error:0.112045
## [457]    train-error:0.114846
## [458]    train-error:0.120448
## [459]    train-error:0.112045
## [460]    train-error:0.106443
## [461]    train-error:0.114846
## [462]    train-error:0.114846
## [463]    train-error:0.103641
## [464]    train-error:0.106443
## [465]    train-error:0.100840
## [466]    train-error:0.098039
## [467]    train-error:0.098039
## [468]    train-error:0.103641
## [469]    train-error:0.106443
## [470]    train-error:0.106443
## [471]    train-error:0.106443
## [472]    train-error:0.109244
## [473]    train-error:0.106443
## [474]    train-error:0.100840
## [475]    train-error:0.112045
## [476]    train-error:0.109244
## [477]    train-error:0.109244
## [478]    train-error:0.112045
## [479]    train-error:0.112045
## [480]    train-error:0.112045
## [481]    train-error:0.117647
## [482]    train-error:0.120448
## [483]    train-error:0.123249
## [484]    train-error:0.123249
## [485]    train-error:0.120448
## [486]    train-error:0.123249
## [487]    train-error:0.112045
## [488]    train-error:0.126050
## [489]    train-error:0.120448
## [490]    train-error:0.112045
## [491]    train-error:0.117647
## [492]    train-error:0.123249
## [493]    train-error:0.117647
## [494]    train-error:0.120448
## [495]    train-error:0.128852
## [496]    train-error:0.126050
## [497]    train-error:0.123249
## [498]    train-error:0.131653
## [499]    train-error:0.120448
## [500]    train-error:0.117647
## [501]    train-error:0.117647
## [502]    train-error:0.112045
## [503]    train-error:0.112045
## [504]    train-error:0.106443
## [505]    train-error:0.112045
## [506]    train-error:0.112045
## [507]    train-error:0.109244
## [508]    train-error:0.112045
## [509]    train-error:0.114846
## [510]    train-error:0.112045
## [511]    train-error:0.112045
## [512]    train-error:0.114846
## [513]    train-error:0.114846
## [514]    train-error:0.120448
## [515]    train-error:0.106443
## [516]    train-error:0.109244
## [517]    train-error:0.112045
## [518]    train-error:0.112045
## [519]    train-error:0.112045
## [520]    train-error:0.106443
## [521]    train-error:0.109244
## [522]    train-error:0.106443
## [523]    train-error:0.106443
## [524]    train-error:0.106443
## [525]    train-error:0.103641
## [526]    train-error:0.106443
## [527]    train-error:0.103641
## [528]    train-error:0.106443
## [529]    train-error:0.103641
## [530]    train-error:0.103641
## [531]    train-error:0.103641
## [532]    train-error:0.106443
## [533]    train-error:0.098039
## [534]    train-error:0.103641
## [535]    train-error:0.103641
## [0]  train-error:0.217877
## [1]  train-error:0.217877
## [2]  train-error:0.209497
## [3]  train-error:0.206704
## [4]  train-error:0.192737
## [5]  train-error:0.187151
## [6]  train-error:0.192737
## [7]  train-error:0.184358
## [8]  train-error:0.201117
## [9]  train-error:0.206704
## [10] train-error:0.184358
## [11] train-error:0.178771
## [12] train-error:0.181564
## [13] train-error:0.187151
## [14] train-error:0.181564
## [15] train-error:0.170391
## [16] train-error:0.173184
## [17] train-error:0.173184
## [18] train-error:0.170391
## [19] train-error:0.175978
## [20] train-error:0.162011
## [21] train-error:0.162011
## [22] train-error:0.159218
## [23] train-error:0.153631
## [24] train-error:0.164804
## [25] train-error:0.162011
## [26] train-error:0.175978
## [27] train-error:0.170391
## [28] train-error:0.181564
## [29] train-error:0.181564
## [30] train-error:0.175978
## [31] train-error:0.181564
## [32] train-error:0.175978
## [33] train-error:0.170391
## [34] train-error:0.162011
## [35] train-error:0.170391
## [36] train-error:0.164804
## [37] train-error:0.173184
## [38] train-error:0.164804
## [39] train-error:0.167598
## [40] train-error:0.164804
## [41] train-error:0.150838
## [42] train-error:0.148045
## [43] train-error:0.145251
## [44] train-error:0.148045
## [45] train-error:0.150838
## [46] train-error:0.153631
## [47] train-error:0.142458
## [48] train-error:0.145251
## [49] train-error:0.150838
## [50] train-error:0.153631
## [51] train-error:0.159218
## [52] train-error:0.156425
## [53] train-error:0.153631
## [54] train-error:0.156425
## [55] train-error:0.150838
## [56] train-error:0.148045
## [57] train-error:0.148045
## [58] train-error:0.148045
## [59] train-error:0.153631
## [60] train-error:0.145251
## [61] train-error:0.139665
## [62] train-error:0.142458
## [63] train-error:0.145251
## [64] train-error:0.142458
## [65] train-error:0.139665
## [66] train-error:0.142458
## [67] train-error:0.145251
## [68] train-error:0.136872
## [69] train-error:0.134078
## [70] train-error:0.125698
## [71] train-error:0.128492
## [72] train-error:0.134078
## [73] train-error:0.134078
## [74] train-error:0.134078
## [75] train-error:0.139665
## [76] train-error:0.145251
## [77] train-error:0.142458
## [78] train-error:0.136872
## [79] train-error:0.148045
## [80] train-error:0.142458
## [81] train-error:0.142458
## [82] train-error:0.145251
## [83] train-error:0.142458
## [84] train-error:0.150838
## [85] train-error:0.145251
## [86] train-error:0.156425
## [87] train-error:0.156425
## [88] train-error:0.142458
## [89] train-error:0.139665
## [90] train-error:0.139665
## [91] train-error:0.134078
## [92] train-error:0.134078
## [93] train-error:0.139665
## [94] train-error:0.136872
## [95] train-error:0.145251
## [96] train-error:0.139665
## [97] train-error:0.136872
## [98] train-error:0.136872
## [99] train-error:0.142458
## [100]    train-error:0.139665
## [101]    train-error:0.142458
## [102]    train-error:0.139665
## [103]    train-error:0.145251
## [104]    train-error:0.142458
## [105]    train-error:0.142458
## [106]    train-error:0.145251
## [107]    train-error:0.128492
## [108]    train-error:0.136872
## [109]    train-error:0.142458
## [110]    train-error:0.136872
## [111]    train-error:0.139665
## [112]    train-error:0.139665
## [113]    train-error:0.142458
## [114]    train-error:0.139665
## [115]    train-error:0.134078
## [116]    train-error:0.131285
## [117]    train-error:0.125698
## [118]    train-error:0.125698
## [119]    train-error:0.142458
## [120]    train-error:0.128492
## [121]    train-error:0.136872
## [122]    train-error:0.134078
## [123]    train-error:0.131285
## [124]    train-error:0.145251
## [125]    train-error:0.148045
## [126]    train-error:0.145251
## [127]    train-error:0.136872
## [128]    train-error:0.134078
## [129]    train-error:0.131285
## [130]    train-error:0.136872
## [131]    train-error:0.136872
## [132]    train-error:0.134078
## [133]    train-error:0.139665
## [134]    train-error:0.131285
## [135]    train-error:0.128492
## [136]    train-error:0.128492
## [137]    train-error:0.131285
## [138]    train-error:0.128492
## [139]    train-error:0.131285
## [140]    train-error:0.136872
## [141]    train-error:0.131285
## [142]    train-error:0.134078
## [143]    train-error:0.131285
## [144]    train-error:0.136872
## [145]    train-error:0.136872
## [146]    train-error:0.131285
## [147]    train-error:0.122905
## [148]    train-error:0.120112
## [149]    train-error:0.111732
## [150]    train-error:0.117318
## [151]    train-error:0.114525
## [152]    train-error:0.117318
## [153]    train-error:0.122905
## [154]    train-error:0.125698
## [155]    train-error:0.128492
## [156]    train-error:0.125698
## [157]    train-error:0.120112
## [158]    train-error:0.125698
## [159]    train-error:0.125698
## [160]    train-error:0.131285
## [161]    train-error:0.120112
## [162]    train-error:0.117318
## [163]    train-error:0.114525
## [164]    train-error:0.125698
## [165]    train-error:0.120112
## [166]    train-error:0.117318
## [167]    train-error:0.120112
## [168]    train-error:0.114525
## [169]    train-error:0.122905
## [170]    train-error:0.120112
## [171]    train-error:0.117318
## [172]    train-error:0.128492
## [173]    train-error:0.114525
## [174]    train-error:0.114525
## [175]    train-error:0.117318
## [176]    train-error:0.114525
## [177]    train-error:0.120112
## [178]    train-error:0.114525
## [179]    train-error:0.114525
## [180]    train-error:0.120112
## [181]    train-error:0.117318
## [182]    train-error:0.120112
## [183]    train-error:0.108939
## [184]    train-error:0.108939
## [185]    train-error:0.111732
## [186]    train-error:0.108939
## [187]    train-error:0.111732
## [188]    train-error:0.108939
## [189]    train-error:0.106145
## [190]    train-error:0.108939
## [191]    train-error:0.114525
## [192]    train-error:0.117318
## [193]    train-error:0.125698
## [194]    train-error:0.120112
## [195]    train-error:0.117318
## [196]    train-error:0.120112
## [197]    train-error:0.114525
## [198]    train-error:0.120112
## [199]    train-error:0.125698
## [200]    train-error:0.128492
## [201]    train-error:0.117318
## [202]    train-error:0.122905
## [203]    train-error:0.114525
## [204]    train-error:0.125698
## [205]    train-error:0.122905
## [206]    train-error:0.122905
## [207]    train-error:0.122905
## [208]    train-error:0.114525
## [209]    train-error:0.117318
## [210]    train-error:0.128492
## [211]    train-error:0.125698
## [212]    train-error:0.120112
## [213]    train-error:0.122905
## [214]    train-error:0.120112
## [215]    train-error:0.125698
## [216]    train-error:0.120112
## [217]    train-error:0.128492
## [218]    train-error:0.120112
## [219]    train-error:0.111732
## [220]    train-error:0.114525
## [221]    train-error:0.120112
## [222]    train-error:0.114525
## [223]    train-error:0.117318
## [224]    train-error:0.120112
## [225]    train-error:0.120112
## [226]    train-error:0.125698
## [227]    train-error:0.120112
## [228]    train-error:0.120112
## [229]    train-error:0.120112
## [230]    train-error:0.108939
## [231]    train-error:0.108939
## [232]    train-error:0.111732
## [233]    train-error:0.117318
## [234]    train-error:0.117318
## [235]    train-error:0.122905
## [236]    train-error:0.131285
## [237]    train-error:0.131285
## [238]    train-error:0.122905
## [239]    train-error:0.117318
## [240]    train-error:0.117318
## [241]    train-error:0.111732
## [242]    train-error:0.117318
## [243]    train-error:0.103352
## [244]    train-error:0.103352
## [245]    train-error:0.114525
## [246]    train-error:0.111732
## [247]    train-error:0.108939
## [248]    train-error:0.114525
## [0]  train-error:0.190476
## [1]  train-error:0.196078
## [2]  train-error:0.190476
## [3]  train-error:0.196078
## [4]  train-error:0.196078
## [5]  train-error:0.184874
## [6]  train-error:0.179272
## [7]  train-error:0.182073
## [8]  train-error:0.176471
## [9]  train-error:0.179272
## [10] train-error:0.176471
## [11] train-error:0.165266
## [12] train-error:0.173669
## [13] train-error:0.168067
## [14] train-error:0.159664
## [15] train-error:0.156863
## [16] train-error:0.151261
## [17] train-error:0.137255
## [18] train-error:0.134454
## [19] train-error:0.142857
## [20] train-error:0.159664
## [21] train-error:0.140056
## [22] train-error:0.140056
## [23] train-error:0.137255
## [24] train-error:0.145658
## [25] train-error:0.131653
## [26] train-error:0.117647
## [27] train-error:0.126050
## [28] train-error:0.128852
## [29] train-error:0.126050
## [30] train-error:0.128852
## [31] train-error:0.126050
## [32] train-error:0.134454
## [33] train-error:0.131653
## [34] train-error:0.128852
## [35] train-error:0.134454
## [36] train-error:0.128852
## [37] train-error:0.131653
## [38] train-error:0.131653
## [39] train-error:0.140056
## [40] train-error:0.123249
## [41] train-error:0.137255
## [42] train-error:0.126050
## [43] train-error:0.126050
## [44] train-error:0.128852
## [45] train-error:0.140056
## [46] train-error:0.123249
## [47] train-error:0.117647
## [48] train-error:0.114846
## [49] train-error:0.128852
## [50] train-error:0.120448
## [51] train-error:0.123249
## [52] train-error:0.128852
## [53] train-error:0.120448
## [54] train-error:0.128852
## [55] train-error:0.128852
## [56] train-error:0.126050
## [57] train-error:0.120448
## [58] train-error:0.137255
## [59] train-error:0.128852
## [60] train-error:0.137255
## [61] train-error:0.128852
## [62] train-error:0.126050
## [63] train-error:0.126050
## [64] train-error:0.131653
## [65] train-error:0.131653
## [66] train-error:0.134454
## [67] train-error:0.128852
## [68] train-error:0.134454
## [69] train-error:0.137255
## [70] train-error:0.128852
## [71] train-error:0.134454
## [72] train-error:0.134454
## [73] train-error:0.131653
## [74] train-error:0.134454
## [75] train-error:0.137255
## [76] train-error:0.140056
## [77] train-error:0.134454
## [78] train-error:0.134454
## [79] train-error:0.140056
## [80] train-error:0.134454
## [81] train-error:0.123249
## [82] train-error:0.120448
## [83] train-error:0.112045
## [84] train-error:0.117647
## [85] train-error:0.117647
## [86] train-error:0.117647
## [87] train-error:0.114846
## [88] train-error:0.120448
## [89] train-error:0.114846
## [90] train-error:0.128852
## [91] train-error:0.123249
## [92] train-error:0.128852
## [93] train-error:0.120448
## [94] train-error:0.134454
## [95] train-error:0.120448
## [96] train-error:0.131653
## [97] train-error:0.120448
## [98] train-error:0.131653
## [99] train-error:0.137255
## [100]    train-error:0.134454
## [101]    train-error:0.145658
## [102]    train-error:0.140056
## [103]    train-error:0.137255
## [104]    train-error:0.134454
## [105]    train-error:0.131653
## [106]    train-error:0.131653
## [107]    train-error:0.137255
## [108]    train-error:0.142857
## [109]    train-error:0.137255
## [110]    train-error:0.134454
## [111]    train-error:0.131653
## [112]    train-error:0.126050
## [113]    train-error:0.126050
## [114]    train-error:0.126050
## [115]    train-error:0.126050
## [116]    train-error:0.112045
## [117]    train-error:0.109244
## [118]    train-error:0.114846
## [119]    train-error:0.128852
## [120]    train-error:0.120448
## [121]    train-error:0.117647
## [122]    train-error:0.112045
## [123]    train-error:0.103641
## [124]    train-error:0.112045
## [125]    train-error:0.112045
## [126]    train-error:0.098039
## [127]    train-error:0.100840
## [128]    train-error:0.106443
## [129]    train-error:0.103641
## [130]    train-error:0.103641
## [131]    train-error:0.120448
## [132]    train-error:0.109244
## [133]    train-error:0.112045
## [134]    train-error:0.112045
## [135]    train-error:0.114846
## [136]    train-error:0.114846
## [137]    train-error:0.112045
## [138]    train-error:0.117647
## [139]    train-error:0.114846
## [140]    train-error:0.123249
## [141]    train-error:0.120448
## [142]    train-error:0.117647
## [143]    train-error:0.120448
## [144]    train-error:0.112045
## [145]    train-error:0.109244
## [146]    train-error:0.112045
## [147]    train-error:0.112045
## [148]    train-error:0.117647
## [149]    train-error:0.120448
## [150]    train-error:0.117647
## [151]    train-error:0.126050
## [152]    train-error:0.117647
## [153]    train-error:0.112045
## [154]    train-error:0.114846
## [155]    train-error:0.106443
## [156]    train-error:0.114846
## [157]    train-error:0.114846
## [158]    train-error:0.106443
## [159]    train-error:0.106443
## [160]    train-error:0.120448
## [161]    train-error:0.109244
## [162]    train-error:0.114846
## [163]    train-error:0.114846
## [164]    train-error:0.114846
## [165]    train-error:0.117647
## [166]    train-error:0.112045
## [167]    train-error:0.117647
## [168]    train-error:0.114846
## [169]    train-error:0.114846
## [170]    train-error:0.109244
## [171]    train-error:0.106443
## [172]    train-error:0.123249
## [173]    train-error:0.128852
## [174]    train-error:0.120448
## [175]    train-error:0.120448
## [176]    train-error:0.126050
## [177]    train-error:0.117647
## [178]    train-error:0.126050
## [179]    train-error:0.112045
## [180]    train-error:0.109244
## [181]    train-error:0.117647
## [182]    train-error:0.126050
## [183]    train-error:0.123249
## [184]    train-error:0.114846
## [185]    train-error:0.120448
## [186]    train-error:0.126050
## [187]    train-error:0.120448
## [188]    train-error:0.123249
## [189]    train-error:0.112045
## [190]    train-error:0.120448
## [191]    train-error:0.109244
## [192]    train-error:0.112045
## [193]    train-error:0.117647
## [194]    train-error:0.109244
## [195]    train-error:0.103641
## [196]    train-error:0.112045
## [197]    train-error:0.120448
## [198]    train-error:0.131653
## [199]    train-error:0.120448
## [200]    train-error:0.123249
## [201]    train-error:0.131653
## [202]    train-error:0.128852
## [203]    train-error:0.114846
## [204]    train-error:0.123249
## [205]    train-error:0.126050
## [206]    train-error:0.134454
## [207]    train-error:0.128852
## [208]    train-error:0.128852
## [209]    train-error:0.126050
## [210]    train-error:0.131653
## [211]    train-error:0.126050
## [212]    train-error:0.120448
## [213]    train-error:0.120448
## [214]    train-error:0.117647
## [215]    train-error:0.120448
## [216]    train-error:0.128852
## [217]    train-error:0.120448
## [218]    train-error:0.123249
## [219]    train-error:0.114846
## [220]    train-error:0.114846
## [221]    train-error:0.114846
## [222]    train-error:0.112045
## [223]    train-error:0.120448
## [224]    train-error:0.120448
## [225]    train-error:0.114846
## [226]    train-error:0.117647
## [227]    train-error:0.112045
## [228]    train-error:0.112045
## [229]    train-error:0.114846
## [230]    train-error:0.106443
## [231]    train-error:0.117647
## [232]    train-error:0.112045
## [233]    train-error:0.112045
## [234]    train-error:0.112045
## [235]    train-error:0.123249
## [236]    train-error:0.117647
## [237]    train-error:0.112045
## [238]    train-error:0.114846
## [239]    train-error:0.112045
## [240]    train-error:0.117647
## [241]    train-error:0.114846
## [242]    train-error:0.112045
## [243]    train-error:0.114846
## [244]    train-error:0.112045
## [245]    train-error:0.114846
## [246]    train-error:0.117647
## [247]    train-error:0.114846
## [248]    train-error:0.117647
## [0]  train-error:0.207283
## [1]  train-error:0.212885
## [2]  train-error:0.204482
## [3]  train-error:0.184874
## [4]  train-error:0.182073
## [5]  train-error:0.156863
## [6]  train-error:0.162465
## [7]  train-error:0.159664
## [8]  train-error:0.176471
## [9]  train-error:0.162465
## [10] train-error:0.154062
## [11] train-error:0.154062
## [12] train-error:0.151261
## [13] train-error:0.159664
## [14] train-error:0.137255
## [15] train-error:0.140056
## [16] train-error:0.145658
## [17] train-error:0.140056
## [18] train-error:0.148459
## [19] train-error:0.162465
## [20] train-error:0.142857
## [21] train-error:0.154062
## [22] train-error:0.154062
## [23] train-error:0.151261
## [24] train-error:0.154062
## [25] train-error:0.151261
## [26] train-error:0.156863
## [27] train-error:0.151261
## [28] train-error:0.142857
## [29] train-error:0.140056
## [30] train-error:0.151261
## [31] train-error:0.154062
## [32] train-error:0.154062
## [33] train-error:0.159664
## [34] train-error:0.151261
## [35] train-error:0.140056
## [36] train-error:0.142857
## [37] train-error:0.131653
## [38] train-error:0.128852
## [39] train-error:0.128852
## [40] train-error:0.134454
## [41] train-error:0.131653
## [42] train-error:0.112045
## [43] train-error:0.117647
## [44] train-error:0.123249
## [45] train-error:0.123249
## [46] train-error:0.126050
## [47] train-error:0.134454
## [48] train-error:0.145658
## [49] train-error:0.142857
## [50] train-error:0.142857
## [51] train-error:0.151261
## [52] train-error:0.140056
## [53] train-error:0.140056
## [54] train-error:0.134454
## [55] train-error:0.131653
## [56] train-error:0.126050
## [57] train-error:0.123249
## [58] train-error:0.126050
## [59] train-error:0.134454
## [60] train-error:0.134454
## [61] train-error:0.126050
## [62] train-error:0.123249
## [63] train-error:0.128852
## [64] train-error:0.123249
## [65] train-error:0.117647
## [66] train-error:0.126050
## [67] train-error:0.123249
## [68] train-error:0.128852
## [69] train-error:0.123249
## [70] train-error:0.126050
## [71] train-error:0.131653
## [72] train-error:0.131653
## [73] train-error:0.137255
## [74] train-error:0.134454
## [75] train-error:0.126050
## [76] train-error:0.126050
## [77] train-error:0.126050
## [78] train-error:0.123249
## [79] train-error:0.128852
## [80] train-error:0.131653
## [81] train-error:0.123249
## [82] train-error:0.120448
## [83] train-error:0.131653
## [84] train-error:0.128852
## [85] train-error:0.131653
## [86] train-error:0.123249
## [87] train-error:0.126050
## [88] train-error:0.134454
## [89] train-error:0.140056
## [90] train-error:0.134454
## [91] train-error:0.148459
## [92] train-error:0.140056
## [93] train-error:0.137255
## [94] train-error:0.123249
## [95] train-error:0.137255
## [96] train-error:0.134454
## [97] train-error:0.134454
## [98] train-error:0.134454
## [99] train-error:0.126050
## [100]    train-error:0.137255
## [101]    train-error:0.123249
## [102]    train-error:0.131653
## [103]    train-error:0.126050
## [104]    train-error:0.137255
## [105]    train-error:0.117647
## [106]    train-error:0.120448
## [107]    train-error:0.128852
## [108]    train-error:0.126050
## [109]    train-error:0.128852
## [110]    train-error:0.137255
## [111]    train-error:0.114846
## [112]    train-error:0.114846
## [113]    train-error:0.128852
## [114]    train-error:0.114846
## [115]    train-error:0.120448
## [116]    train-error:0.117647
## [117]    train-error:0.123249
## [118]    train-error:0.117647
## [119]    train-error:0.109244
## [120]    train-error:0.112045
## [121]    train-error:0.106443
## [122]    train-error:0.106443
## [123]    train-error:0.103641
## [124]    train-error:0.112045
## [125]    train-error:0.106443
## [126]    train-error:0.103641
## [127]    train-error:0.106443
## [128]    train-error:0.114846
## [129]    train-error:0.112045
## [130]    train-error:0.112045
## [131]    train-error:0.117647
## [132]    train-error:0.117647
## [133]    train-error:0.117647
## [134]    train-error:0.117647
## [135]    train-error:0.126050
## [136]    train-error:0.126050
## [137]    train-error:0.114846
## [138]    train-error:0.109244
## [139]    train-error:0.109244
## [140]    train-error:0.117647
## [141]    train-error:0.114846
## [142]    train-error:0.112045
## [143]    train-error:0.112045
## [144]    train-error:0.112045
## [145]    train-error:0.114846
## [146]    train-error:0.117647
## [147]    train-error:0.120448
## [148]    train-error:0.120448
## [149]    train-error:0.106443
## [150]    train-error:0.112045
## [151]    train-error:0.112045
## [152]    train-error:0.109244
## [153]    train-error:0.123249
## [154]    train-error:0.126050
## [155]    train-error:0.126050
## [156]    train-error:0.112045
## [157]    train-error:0.120448
## [158]    train-error:0.117647
## [159]    train-error:0.117647
## [160]    train-error:0.120448
## [161]    train-error:0.112045
## [162]    train-error:0.106443
## [163]    train-error:0.109244
## [164]    train-error:0.109244
## [165]    train-error:0.112045
## [166]    train-error:0.114846
## [167]    train-error:0.109244
## [168]    train-error:0.112045
## [169]    train-error:0.112045
## [170]    train-error:0.112045
## [171]    train-error:0.109244
## [172]    train-error:0.120448
## [173]    train-error:0.109244
## [174]    train-error:0.112045
## [175]    train-error:0.106443
## [176]    train-error:0.106443
## [177]    train-error:0.100840
## [178]    train-error:0.117647
## [179]    train-error:0.114846
## [180]    train-error:0.112045
## [181]    train-error:0.112045
## [182]    train-error:0.114846
## [183]    train-error:0.109244
## [184]    train-error:0.103641
## [185]    train-error:0.106443
## [186]    train-error:0.103641
## [187]    train-error:0.109244
## [188]    train-error:0.106443
## [189]    train-error:0.112045
## [190]    train-error:0.109244
## [191]    train-error:0.112045
## [192]    train-error:0.109244
## [193]    train-error:0.106443
## [194]    train-error:0.109244
## [195]    train-error:0.109244
## [196]    train-error:0.106443
## [197]    train-error:0.109244
## [198]    train-error:0.112045
## [199]    train-error:0.112045
## [200]    train-error:0.114846
## [201]    train-error:0.112045
## [202]    train-error:0.103641
## [203]    train-error:0.112045
## [204]    train-error:0.112045
## [205]    train-error:0.106443
## [206]    train-error:0.106443
## [207]    train-error:0.109244
## [208]    train-error:0.109244
## [209]    train-error:0.112045
## [210]    train-error:0.109244
## [211]    train-error:0.103641
## [212]    train-error:0.112045
## [213]    train-error:0.109244
## [214]    train-error:0.114846
## [215]    train-error:0.117647
## [216]    train-error:0.106443
## [217]    train-error:0.100840
## [218]    train-error:0.106443
## [219]    train-error:0.098039
## [220]    train-error:0.103641
## [221]    train-error:0.098039
## [222]    train-error:0.100840
## [223]    train-error:0.100840
## [224]    train-error:0.098039
## [225]    train-error:0.103641
## [226]    train-error:0.095238
## [227]    train-error:0.095238
## [228]    train-error:0.092437
## [229]    train-error:0.092437
## [230]    train-error:0.086835
## [231]    train-error:0.089636
## [232]    train-error:0.086835
## [233]    train-error:0.098039
## [234]    train-error:0.089636
## [235]    train-error:0.100840
## [236]    train-error:0.095238
## [237]    train-error:0.098039
## [238]    train-error:0.098039
## [239]    train-error:0.100840
## [240]    train-error:0.103641
## [241]    train-error:0.092437
## [242]    train-error:0.098039
## [243]    train-error:0.092437
## [244]    train-error:0.100840
## [245]    train-error:0.086835
## [246]    train-error:0.089636
## [247]    train-error:0.086835
## [248]    train-error:0.098039
## [0]  train-error:0.337989
## [1]  train-error:0.321229
## [2]  train-error:0.184358
## [3]  train-error:0.203911
## [4]  train-error:0.223464
## [5]  train-error:0.195531
## [6]  train-error:0.181564
## [7]  train-error:0.159218
## [8]  train-error:0.164804
## [9]  train-error:0.148045
## [10] train-error:0.145251
## [11] train-error:0.162011
## [12] train-error:0.156425
## [13] train-error:0.164804
## [14] train-error:0.139665
## [15] train-error:0.153631
## [16] train-error:0.150838
## [17] train-error:0.153631
## [18] train-error:0.156425
## [19] train-error:0.145251
## [20] train-error:0.139665
## [21] train-error:0.145251
## [22] train-error:0.153631
## [23] train-error:0.150838
## [24] train-error:0.156425
## [25] train-error:0.156425
## [26] train-error:0.153631
## [27] train-error:0.145251
## [28] train-error:0.148045
## [29] train-error:0.145251
## [30] train-error:0.145251
## [31] train-error:0.145251
## [32] train-error:0.145251
## [33] train-error:0.145251
## [34] train-error:0.148045
## [35] train-error:0.145251
## [36] train-error:0.153631
## [37] train-error:0.150838
## [38] train-error:0.145251
## [39] train-error:0.148045
## [40] train-error:0.150838
## [41] train-error:0.145251
## [42] train-error:0.148045
## [43] train-error:0.148045
## [44] train-error:0.148045
## [45] train-error:0.145251
## [46] train-error:0.145251
## [47] train-error:0.145251
## [48] train-error:0.142458
## [49] train-error:0.136872
## [50] train-error:0.136872
## [51] train-error:0.139665
## [52] train-error:0.136872
## [53] train-error:0.139665
## [54] train-error:0.139665
## [55] train-error:0.139665
## [56] train-error:0.142458
## [57] train-error:0.145251
## [58] train-error:0.142458
## [59] train-error:0.145251
## [60] train-error:0.142458
## [61] train-error:0.131285
## [62] train-error:0.125698
## [63] train-error:0.131285
## [64] train-error:0.134078
## [65] train-error:0.134078
## [66] train-error:0.131285
## [67] train-error:0.131285
## [68] train-error:0.125698
## [69] train-error:0.122905
## [70] train-error:0.125698
## [71] train-error:0.125698
## [72] train-error:0.128492
## [73] train-error:0.122905
## [74] train-error:0.120112
## [75] train-error:0.122905
## [76] train-error:0.120112
## [77] train-error:0.122905
## [78] train-error:0.122905
## [79] train-error:0.122905
## [80] train-error:0.128492
## [81] train-error:0.128492
## [82] train-error:0.125698
## [83] train-error:0.128492
## [84] train-error:0.131285
## [85] train-error:0.125698
## [86] train-error:0.128492
## [87] train-error:0.125698
## [88] train-error:0.125698
## [89] train-error:0.125698
## [90] train-error:0.128492
## [91] train-error:0.128492
## [92] train-error:0.128492
## [93] train-error:0.125698
## [94] train-error:0.125698
## [95] train-error:0.122905
## [96] train-error:0.122905
## [97] train-error:0.125698
## [98] train-error:0.128492
## [99] train-error:0.128492
## [100]    train-error:0.128492
## [101]    train-error:0.128492
## [102]    train-error:0.128492
## [103]    train-error:0.128492
## [104]    train-error:0.122905
## [105]    train-error:0.120112
## [106]    train-error:0.125698
## [107]    train-error:0.122905
## [108]    train-error:0.125698
## [109]    train-error:0.122905
## [110]    train-error:0.122905
## [111]    train-error:0.122905
## [112]    train-error:0.122905
## [113]    train-error:0.122905
## [114]    train-error:0.128492
## [115]    train-error:0.122905
## [116]    train-error:0.120112
## [117]    train-error:0.122905
## [118]    train-error:0.120112
## [119]    train-error:0.131285
## [120]    train-error:0.122905
## [121]    train-error:0.120112
## [122]    train-error:0.120112
## [123]    train-error:0.120112
## [124]    train-error:0.117318
## [125]    train-error:0.120112
## [126]    train-error:0.120112
## [127]    train-error:0.122905
## [128]    train-error:0.122905
## [129]    train-error:0.120112
## [130]    train-error:0.122905
## [131]    train-error:0.122905
## [132]    train-error:0.122905
## [133]    train-error:0.125698
## [134]    train-error:0.122905
## [135]    train-error:0.131285
## [136]    train-error:0.120112
## [137]    train-error:0.120112
## [138]    train-error:0.120112
## [139]    train-error:0.122905
## [140]    train-error:0.122905
## [141]    train-error:0.120112
## [142]    train-error:0.120112
## [143]    train-error:0.122905
## [144]    train-error:0.117318
## [145]    train-error:0.120112
## [146]    train-error:0.120112
## [147]    train-error:0.117318
## [148]    train-error:0.117318
## [149]    train-error:0.125698
## [150]    train-error:0.125698
## [151]    train-error:0.122905
## [152]    train-error:0.122905
## [153]    train-error:0.120112
## [154]    train-error:0.120112
## [155]    train-error:0.117318
## [156]    train-error:0.117318
## [157]    train-error:0.120112
## [158]    train-error:0.117318
## [159]    train-error:0.117318
## [160]    train-error:0.111732
## [161]    train-error:0.114525
## [162]    train-error:0.111732
## [163]    train-error:0.108939
## [164]    train-error:0.114525
## [165]    train-error:0.114525
## [166]    train-error:0.114525
## [167]    train-error:0.114525
## [168]    train-error:0.106145
## [169]    train-error:0.106145
## [170]    train-error:0.106145
## [171]    train-error:0.100559
## [172]    train-error:0.106145
## [173]    train-error:0.106145
## [174]    train-error:0.108939
## [175]    train-error:0.100559
## [176]    train-error:0.097765
## [177]    train-error:0.103352
## [178]    train-error:0.108939
## [179]    train-error:0.106145
## [180]    train-error:0.100559
## [181]    train-error:0.100559
## [182]    train-error:0.097765
## [183]    train-error:0.100559
## [184]    train-error:0.103352
## [185]    train-error:0.103352
## [186]    train-error:0.106145
## [187]    train-error:0.103352
## [188]    train-error:0.103352
## [189]    train-error:0.103352
## [190]    train-error:0.100559
## [191]    train-error:0.103352
## [192]    train-error:0.103352
## [193]    train-error:0.103352
## [194]    train-error:0.100559
## [195]    train-error:0.097765
## [196]    train-error:0.103352
## [197]    train-error:0.103352
## [198]    train-error:0.103352
## [199]    train-error:0.103352
## [200]    train-error:0.103352
## [201]    train-error:0.097765
## [202]    train-error:0.097765
## [203]    train-error:0.100559
## [204]    train-error:0.089385
## [205]    train-error:0.103352
## [206]    train-error:0.100559
## [207]    train-error:0.103352
## [208]    train-error:0.103352
## [209]    train-error:0.106145
## [210]    train-error:0.100559
## [211]    train-error:0.094972
## [212]    train-error:0.094972
## [213]    train-error:0.097765
## [214]    train-error:0.092179
## [215]    train-error:0.097765
## [216]    train-error:0.092179
## [217]    train-error:0.092179
## [218]    train-error:0.097765
## [219]    train-error:0.103352
## [220]    train-error:0.100559
## [221]    train-error:0.094972
## [222]    train-error:0.094972
## [223]    train-error:0.092179
## [224]    train-error:0.097765
## [225]    train-error:0.100559
## [226]    train-error:0.097765
## [227]    train-error:0.103352
## [228]    train-error:0.106145
## [229]    train-error:0.106145
## [230]    train-error:0.103352
## [231]    train-error:0.097765
## [232]    train-error:0.094972
## [233]    train-error:0.094972
## [234]    train-error:0.094972
## [235]    train-error:0.094972
## [236]    train-error:0.094972
## [237]    train-error:0.094972
## [238]    train-error:0.094972
## [239]    train-error:0.094972
## [240]    train-error:0.089385
## [241]    train-error:0.092179
## [242]    train-error:0.094972
## [243]    train-error:0.094972
## [244]    train-error:0.094972
## [245]    train-error:0.092179
## [246]    train-error:0.086592
## [247]    train-error:0.092179
## [248]    train-error:0.094972
## [249]    train-error:0.094972
## [250]    train-error:0.094972
## [251]    train-error:0.094972
## [252]    train-error:0.097765
## [253]    train-error:0.097765
## [254]    train-error:0.094972
## [255]    train-error:0.097765
## [256]    train-error:0.097765
## [257]    train-error:0.094972
## [258]    train-error:0.094972
## [259]    train-error:0.094972
## [260]    train-error:0.094972
## [261]    train-error:0.092179
## [262]    train-error:0.094972
## [263]    train-error:0.097765
## [264]    train-error:0.094972
## [265]    train-error:0.097765
## [266]    train-error:0.097765
## [267]    train-error:0.097765
## [268]    train-error:0.097765
## [269]    train-error:0.097765
## [270]    train-error:0.097765
## [271]    train-error:0.097765
## [272]    train-error:0.094972
## [273]    train-error:0.092179
## [274]    train-error:0.094972
## [275]    train-error:0.092179
## [276]    train-error:0.083799
## [277]    train-error:0.094972
## [278]    train-error:0.094972
## [279]    train-error:0.097765
## [280]    train-error:0.097765
## [281]    train-error:0.094972
## [282]    train-error:0.092179
## [283]    train-error:0.089385
## [284]    train-error:0.092179
## [285]    train-error:0.092179
## [286]    train-error:0.086592
## [287]    train-error:0.086592
## [288]    train-error:0.083799
## [289]    train-error:0.089385
## [290]    train-error:0.089385
## [291]    train-error:0.089385
## [292]    train-error:0.089385
## [293]    train-error:0.092179
## [294]    train-error:0.092179
## [295]    train-error:0.092179
## [296]    train-error:0.092179
## [297]    train-error:0.092179
## [298]    train-error:0.086592
## [299]    train-error:0.089385
## [0]  train-error:0.190476
## [1]  train-error:0.182073
## [2]  train-error:0.176471
## [3]  train-error:0.184874
## [4]  train-error:0.184874
## [5]  train-error:0.187675
## [6]  train-error:0.162465
## [7]  train-error:0.165266
## [8]  train-error:0.148459
## [9]  train-error:0.142857
## [10] train-error:0.140056
## [11] train-error:0.154062
## [12] train-error:0.148459
## [13] train-error:0.151261
## [14] train-error:0.151261
## [15] train-error:0.156863
## [16] train-error:0.151261
## [17] train-error:0.140056
## [18] train-error:0.131653
## [19] train-error:0.137255
## [20] train-error:0.126050
## [21] train-error:0.126050
## [22] train-error:0.114846
## [23] train-error:0.112045
## [24] train-error:0.112045
## [25] train-error:0.109244
## [26] train-error:0.098039
## [27] train-error:0.103641
## [28] train-error:0.106443
## [29] train-error:0.100840
## [30] train-error:0.095238
## [31] train-error:0.092437
## [32] train-error:0.098039
## [33] train-error:0.095238
## [34] train-error:0.100840
## [35] train-error:0.089636
## [36] train-error:0.098039
## [37] train-error:0.098039
## [38] train-error:0.095238
## [39] train-error:0.100840
## [40] train-error:0.098039
## [41] train-error:0.098039
## [42] train-error:0.106443
## [43] train-error:0.109244
## [44] train-error:0.106443
## [45] train-error:0.106443
## [46] train-error:0.098039
## [47] train-error:0.100840
## [48] train-error:0.098039
## [49] train-error:0.100840
## [50] train-error:0.100840
## [51] train-error:0.100840
## [52] train-error:0.100840
## [53] train-error:0.103641
## [54] train-error:0.092437
## [55] train-error:0.098039
## [56] train-error:0.095238
## [57] train-error:0.095238
## [58] train-error:0.100840
## [59] train-error:0.095238
## [60] train-error:0.095238
## [61] train-error:0.092437
## [62] train-error:0.092437
## [63] train-error:0.095238
## [64] train-error:0.089636
## [65] train-error:0.089636
## [66] train-error:0.092437
## [67] train-error:0.092437
## [68] train-error:0.089636
## [69] train-error:0.092437
## [70] train-error:0.089636
## [71] train-error:0.089636
## [72] train-error:0.092437
## [73] train-error:0.089636
## [74] train-error:0.086835
## [75] train-error:0.089636
## [76] train-error:0.086835
## [77] train-error:0.089636
## [78] train-error:0.092437
## [79] train-error:0.092437
## [80] train-error:0.092437
## [81] train-error:0.089636
## [82] train-error:0.086835
## [83] train-error:0.084034
## [84] train-error:0.081232
## [85] train-error:0.081232
## [86] train-error:0.092437
## [87] train-error:0.095238
## [88] train-error:0.095238
## [89] train-error:0.092437
## [90] train-error:0.092437
## [91] train-error:0.095238
## [92] train-error:0.092437
## [93] train-error:0.095238
## [94] train-error:0.095238
## [95] train-error:0.086835
## [96] train-error:0.089636
## [97] train-error:0.092437
## [98] train-error:0.086835
## [99] train-error:0.084034
## [100]    train-error:0.086835
## [101]    train-error:0.092437
## [102]    train-error:0.092437
## [103]    train-error:0.092437
## [104]    train-error:0.089636
## [105]    train-error:0.086835
## [106]    train-error:0.084034
## [107]    train-error:0.092437
## [108]    train-error:0.086835
## [109]    train-error:0.086835
## [110]    train-error:0.089636
## [111]    train-error:0.086835
## [112]    train-error:0.084034
## [113]    train-error:0.081232
## [114]    train-error:0.081232
## [115]    train-error:0.084034
## [116]    train-error:0.081232
## [117]    train-error:0.081232
## [118]    train-error:0.081232
## [119]    train-error:0.078431
## [120]    train-error:0.078431
## [121]    train-error:0.075630
## [122]    train-error:0.078431
## [123]    train-error:0.078431
## [124]    train-error:0.078431
## [125]    train-error:0.081232
## [126]    train-error:0.081232
## [127]    train-error:0.084034
## [128]    train-error:0.086835
## [129]    train-error:0.092437
## [130]    train-error:0.086835
## [131]    train-error:0.081232
## [132]    train-error:0.084034
## [133]    train-error:0.086835
## [134]    train-error:0.086835
## [135]    train-error:0.086835
## [136]    train-error:0.084034
## [137]    train-error:0.084034
## [138]    train-error:0.084034
## [139]    train-error:0.081232
## [140]    train-error:0.081232
## [141]    train-error:0.081232
## [142]    train-error:0.078431
## [143]    train-error:0.078431
## [144]    train-error:0.078431
## [145]    train-error:0.078431
## [146]    train-error:0.081232
## [147]    train-error:0.081232
## [148]    train-error:0.081232
## [149]    train-error:0.084034
## [150]    train-error:0.086835
## [151]    train-error:0.086835
## [152]    train-error:0.089636
## [153]    train-error:0.086835
## [154]    train-error:0.086835
## [155]    train-error:0.086835
## [156]    train-error:0.086835
## [157]    train-error:0.086835
## [158]    train-error:0.084034
## [159]    train-error:0.086835
## [160]    train-error:0.084034
## [161]    train-error:0.084034
## [162]    train-error:0.081232
## [163]    train-error:0.086835
## [164]    train-error:0.084034
## [165]    train-error:0.086835
## [166]    train-error:0.086835
## [167]    train-error:0.084034
## [168]    train-error:0.084034
## [169]    train-error:0.084034
## [170]    train-error:0.081232
## [171]    train-error:0.084034
## [172]    train-error:0.078431
## [173]    train-error:0.084034
## [174]    train-error:0.081232
## [175]    train-error:0.078431
## [176]    train-error:0.078431
## [177]    train-error:0.084034
## [178]    train-error:0.078431
## [179]    train-error:0.078431
## [180]    train-error:0.075630
## [181]    train-error:0.075630
## [182]    train-error:0.078431
## [183]    train-error:0.072829
## [184]    train-error:0.072829
## [185]    train-error:0.072829
## [186]    train-error:0.078431
## [187]    train-error:0.072829
## [188]    train-error:0.070028
## [189]    train-error:0.075630
## [190]    train-error:0.075630
## [191]    train-error:0.075630
## [192]    train-error:0.075630
## [193]    train-error:0.075630
## [194]    train-error:0.075630
## [195]    train-error:0.078431
## [196]    train-error:0.075630
## [197]    train-error:0.078431
## [198]    train-error:0.078431
## [199]    train-error:0.078431
## [200]    train-error:0.075630
## [201]    train-error:0.075630
## [202]    train-error:0.072829
## [203]    train-error:0.072829
## [204]    train-error:0.072829
## [205]    train-error:0.072829
## [206]    train-error:0.075630
## [207]    train-error:0.078431
## [208]    train-error:0.078431
## [209]    train-error:0.078431
## [210]    train-error:0.081232
## [211]    train-error:0.075630
## [212]    train-error:0.075630
## [213]    train-error:0.075630
## [214]    train-error:0.075630
## [215]    train-error:0.075630
## [216]    train-error:0.075630
## [217]    train-error:0.075630
## [218]    train-error:0.075630
## [219]    train-error:0.075630
## [220]    train-error:0.075630
## [221]    train-error:0.075630
## [222]    train-error:0.075630
## [223]    train-error:0.072829
## [224]    train-error:0.072829
## [225]    train-error:0.072829
## [226]    train-error:0.072829
## [227]    train-error:0.072829
## [228]    train-error:0.072829
## [229]    train-error:0.072829
## [230]    train-error:0.072829
## [231]    train-error:0.072829
## [232]    train-error:0.072829
## [233]    train-error:0.072829
## [234]    train-error:0.072829
## [235]    train-error:0.072829
## [236]    train-error:0.072829
## [237]    train-error:0.070028
## [238]    train-error:0.067227
## [239]    train-error:0.070028
## [240]    train-error:0.070028
## [241]    train-error:0.070028
## [242]    train-error:0.070028
## [243]    train-error:0.072829
## [244]    train-error:0.072829
## [245]    train-error:0.072829
## [246]    train-error:0.075630
## [247]    train-error:0.072829
## [248]    train-error:0.075630
## [249]    train-error:0.075630
## [250]    train-error:0.075630
## [251]    train-error:0.075630
## [252]    train-error:0.075630
## [253]    train-error:0.075630
## [254]    train-error:0.075630
## [255]    train-error:0.075630
## [256]    train-error:0.075630
## [257]    train-error:0.075630
## [258]    train-error:0.075630
## [259]    train-error:0.075630
## [260]    train-error:0.075630
## [261]    train-error:0.078431
## [262]    train-error:0.081232
## [263]    train-error:0.078431
## [264]    train-error:0.078431
## [265]    train-error:0.072829
## [266]    train-error:0.072829
## [267]    train-error:0.072829
## [268]    train-error:0.072829
## [269]    train-error:0.072829
## [270]    train-error:0.072829
## [271]    train-error:0.075630
## [272]    train-error:0.075630
## [273]    train-error:0.072829
## [274]    train-error:0.072829
## [275]    train-error:0.070028
## [276]    train-error:0.072829
## [277]    train-error:0.072829
## [278]    train-error:0.075630
## [279]    train-error:0.075630
## [280]    train-error:0.075630
## [281]    train-error:0.075630
## [282]    train-error:0.075630
## [283]    train-error:0.075630
## [284]    train-error:0.072829
## [285]    train-error:0.070028
## [286]    train-error:0.072829
## [287]    train-error:0.072829
## [288]    train-error:0.072829
## [289]    train-error:0.072829
## [290]    train-error:0.067227
## [291]    train-error:0.070028
## [292]    train-error:0.064426
## [293]    train-error:0.067227
## [294]    train-error:0.067227
## [295]    train-error:0.072829
## [296]    train-error:0.070028
## [297]    train-error:0.070028
## [298]    train-error:0.067227
## [299]    train-error:0.070028
## [0]  train-error:0.179272
## [1]  train-error:0.198880
## [2]  train-error:0.204482
## [3]  train-error:0.190476
## [4]  train-error:0.201681
## [5]  train-error:0.201681
## [6]  train-error:0.196078
## [7]  train-error:0.182073
## [8]  train-error:0.170868
## [9]  train-error:0.176471
## [10] train-error:0.184874
## [11] train-error:0.173669
## [12] train-error:0.179272
## [13] train-error:0.154062
## [14] train-error:0.159664
## [15] train-error:0.156863
## [16] train-error:0.148459
## [17] train-error:0.142857
## [18] train-error:0.140056
## [19] train-error:0.140056
## [20] train-error:0.145658
## [21] train-error:0.137255
## [22] train-error:0.134454
## [23] train-error:0.134454
## [24] train-error:0.131653
## [25] train-error:0.134454
## [26] train-error:0.131653
## [27] train-error:0.134454
## [28] train-error:0.126050
## [29] train-error:0.123249
## [30] train-error:0.131653
## [31] train-error:0.120448
## [32] train-error:0.120448
## [33] train-error:0.126050
## [34] train-error:0.114846
## [35] train-error:0.123249
## [36] train-error:0.120448
## [37] train-error:0.126050
## [38] train-error:0.114846
## [39] train-error:0.117647
## [40] train-error:0.120448
## [41] train-error:0.114846
## [42] train-error:0.117647
## [43] train-error:0.114846
## [44] train-error:0.114846
## [45] train-error:0.114846
## [46] train-error:0.112045
## [47] train-error:0.120448
## [48] train-error:0.126050
## [49] train-error:0.126050
## [50] train-error:0.120448
## [51] train-error:0.126050
## [52] train-error:0.123249
## [53] train-error:0.114846
## [54] train-error:0.114846
## [55] train-error:0.120448
## [56] train-error:0.117647
## [57] train-error:0.114846
## [58] train-error:0.112045
## [59] train-error:0.112045
## [60] train-error:0.112045
## [61] train-error:0.112045
## [62] train-error:0.114846
## [63] train-error:0.112045
## [64] train-error:0.109244
## [65] train-error:0.109244
## [66] train-error:0.109244
## [67] train-error:0.109244
## [68] train-error:0.103641
## [69] train-error:0.106443
## [70] train-error:0.106443
## [71] train-error:0.106443
## [72] train-error:0.106443
## [73] train-error:0.098039
## [74] train-error:0.098039
## [75] train-error:0.098039
## [76] train-error:0.098039
## [77] train-error:0.098039
## [78] train-error:0.098039
## [79] train-error:0.098039
## [80] train-error:0.098039
## [81] train-error:0.100840
## [82] train-error:0.103641
## [83] train-error:0.103641
## [84] train-error:0.098039
## [85] train-error:0.095238
## [86] train-error:0.098039
## [87] train-error:0.100840
## [88] train-error:0.103641
## [89] train-error:0.103641
## [90] train-error:0.095238
## [91] train-error:0.089636
## [92] train-error:0.095238
## [93] train-error:0.092437
## [94] train-error:0.089636
## [95] train-error:0.098039
## [96] train-error:0.095238
## [97] train-error:0.098039
## [98] train-error:0.100840
## [99] train-error:0.098039
## [100]    train-error:0.098039
## [101]    train-error:0.098039
## [102]    train-error:0.095238
## [103]    train-error:0.098039
## [104]    train-error:0.095238
## [105]    train-error:0.098039
## [106]    train-error:0.098039
## [107]    train-error:0.092437
## [108]    train-error:0.095238
## [109]    train-error:0.092437
## [110]    train-error:0.095238
## [111]    train-error:0.100840
## [112]    train-error:0.095238
## [113]    train-error:0.095238
## [114]    train-error:0.095238
## [115]    train-error:0.092437
## [116]    train-error:0.089636
## [117]    train-error:0.089636
## [118]    train-error:0.092437
## [119]    train-error:0.089636
## [120]    train-error:0.086835
## [121]    train-error:0.081232
## [122]    train-error:0.095238
## [123]    train-error:0.084034
## [124]    train-error:0.086835
## [125]    train-error:0.089636
## [126]    train-error:0.095238
## [127]    train-error:0.092437
## [128]    train-error:0.089636
## [129]    train-error:0.086835
## [130]    train-error:0.084034
## [131]    train-error:0.084034
## [132]    train-error:0.081232
## [133]    train-error:0.086835
## [134]    train-error:0.086835
## [135]    train-error:0.084034
## [136]    train-error:0.086835
## [137]    train-error:0.089636
## [138]    train-error:0.089636
## [139]    train-error:0.089636
## [140]    train-error:0.086835
## [141]    train-error:0.089636
## [142]    train-error:0.095238
## [143]    train-error:0.095238
## [144]    train-error:0.089636
## [145]    train-error:0.092437
## [146]    train-error:0.095238
## [147]    train-error:0.092437
## [148]    train-error:0.095238
## [149]    train-error:0.095238
## [150]    train-error:0.092437
## [151]    train-error:0.092437
## [152]    train-error:0.092437
## [153]    train-error:0.092437
## [154]    train-error:0.086835
## [155]    train-error:0.089636
## [156]    train-error:0.086835
## [157]    train-error:0.086835
## [158]    train-error:0.086835
## [159]    train-error:0.089636
## [160]    train-error:0.086835
## [161]    train-error:0.089636
## [162]    train-error:0.084034
## [163]    train-error:0.084034
## [164]    train-error:0.078431
## [165]    train-error:0.078431
## [166]    train-error:0.086835
## [167]    train-error:0.078431
## [168]    train-error:0.078431
## [169]    train-error:0.081232
## [170]    train-error:0.078431
## [171]    train-error:0.084034
## [172]    train-error:0.078431
## [173]    train-error:0.081232
## [174]    train-error:0.084034
## [175]    train-error:0.081232
## [176]    train-error:0.075630
## [177]    train-error:0.072829
## [178]    train-error:0.078431
## [179]    train-error:0.075630
## [180]    train-error:0.075630
## [181]    train-error:0.081232
## [182]    train-error:0.075630
## [183]    train-error:0.081232
## [184]    train-error:0.078431
## [185]    train-error:0.078431
## [186]    train-error:0.078431
## [187]    train-error:0.075630
## [188]    train-error:0.084034
## [189]    train-error:0.078431
## [190]    train-error:0.081232
## [191]    train-error:0.081232
## [192]    train-error:0.081232
## [193]    train-error:0.081232
## [194]    train-error:0.078431
## [195]    train-error:0.078431
## [196]    train-error:0.078431
## [197]    train-error:0.084034
## [198]    train-error:0.078431
## [199]    train-error:0.081232
## [200]    train-error:0.078431
## [201]    train-error:0.072829
## [202]    train-error:0.078431
## [203]    train-error:0.078431
## [204]    train-error:0.078431
## [205]    train-error:0.078431
## [206]    train-error:0.078431
## [207]    train-error:0.078431
## [208]    train-error:0.078431
## [209]    train-error:0.078431
## [210]    train-error:0.078431
## [211]    train-error:0.078431
## [212]    train-error:0.078431
## [213]    train-error:0.081232
## [214]    train-error:0.075630
## [215]    train-error:0.072829
## [216]    train-error:0.070028
## [217]    train-error:0.070028
## [218]    train-error:0.072829
## [219]    train-error:0.072829
## [220]    train-error:0.072829
## [221]    train-error:0.070028
## [222]    train-error:0.070028
## [223]    train-error:0.070028
## [224]    train-error:0.070028
## [225]    train-error:0.067227
## [226]    train-error:0.070028
## [227]    train-error:0.067227
## [228]    train-error:0.070028
## [229]    train-error:0.072829
## [230]    train-error:0.070028
## [231]    train-error:0.070028
## [232]    train-error:0.064426
## [233]    train-error:0.067227
## [234]    train-error:0.067227
## [235]    train-error:0.067227
## [236]    train-error:0.070028
## [237]    train-error:0.070028
## [238]    train-error:0.070028
## [239]    train-error:0.061625
## [240]    train-error:0.067227
## [241]    train-error:0.072829
## [242]    train-error:0.072829
## [243]    train-error:0.070028
## [244]    train-error:0.067227
## [245]    train-error:0.067227
## [246]    train-error:0.067227
## [247]    train-error:0.070028
## [248]    train-error:0.070028
## [249]    train-error:0.075630
## [250]    train-error:0.070028
## [251]    train-error:0.075630
## [252]    train-error:0.075630
## [253]    train-error:0.075630
## [254]    train-error:0.072829
## [255]    train-error:0.075630
## [256]    train-error:0.070028
## [257]    train-error:0.067227
## [258]    train-error:0.072829
## [259]    train-error:0.070028
## [260]    train-error:0.067227
## [261]    train-error:0.064426
## [262]    train-error:0.067227
## [263]    train-error:0.064426
## [264]    train-error:0.067227
## [265]    train-error:0.067227
## [266]    train-error:0.067227
## [267]    train-error:0.067227
## [268]    train-error:0.064426
## [269]    train-error:0.067227
## [270]    train-error:0.064426
## [271]    train-error:0.058824
## [272]    train-error:0.061625
## [273]    train-error:0.058824
## [274]    train-error:0.061625
## [275]    train-error:0.061625
## [276]    train-error:0.064426
## [277]    train-error:0.064426
## [278]    train-error:0.064426
## [279]    train-error:0.064426
## [280]    train-error:0.064426
## [281]    train-error:0.067227
## [282]    train-error:0.064426
## [283]    train-error:0.064426
## [284]    train-error:0.064426
## [285]    train-error:0.070028
## [286]    train-error:0.070028
## [287]    train-error:0.072829
## [288]    train-error:0.070028
## [289]    train-error:0.070028
## [290]    train-error:0.070028
## [291]    train-error:0.067227
## [292]    train-error:0.064426
## [293]    train-error:0.067227
## [294]    train-error:0.067227
## [295]    train-error:0.067227
## [296]    train-error:0.070028
## [297]    train-error:0.067227
## [298]    train-error:0.064426
## [299]    train-error:0.064426
## [0]  train-error:0.329609
## [1]  train-error:0.248603
## [2]  train-error:0.270950
## [3]  train-error:0.234637
## [4]  train-error:0.240223
## [5]  train-error:0.203911
## [6]  train-error:0.203911
## [7]  train-error:0.203911
## [8]  train-error:0.206704
## [9]  train-error:0.203911
## [10] train-error:0.203911
## [11] train-error:0.206704
## [12] train-error:0.212290
## [13] train-error:0.212290
## [14] train-error:0.212290
## [15] train-error:0.203911
## [16] train-error:0.203911
## [17] train-error:0.198324
## [18] train-error:0.198324
## [19] train-error:0.217877
## [20] train-error:0.195531
## [21] train-error:0.195531
## [22] train-error:0.209497
## [23] train-error:0.192737
## [24] train-error:0.198324
## [25] train-error:0.206704
## [26] train-error:0.203911
## [27] train-error:0.209497
## [28] train-error:0.209497
## [29] train-error:0.209497
## [30] train-error:0.212290
## [31] train-error:0.203911
## [32] train-error:0.201117
## [33] train-error:0.203911
## [34] train-error:0.203911
## [35] train-error:0.195531
## [36] train-error:0.203911
## [37] train-error:0.201117
## [38] train-error:0.195531
## [39] train-error:0.209497
## [40] train-error:0.206704
## [41] train-error:0.189944
## [42] train-error:0.192737
## [43] train-error:0.203911
## [44] train-error:0.195531
## [45] train-error:0.201117
## [46] train-error:0.187151
## [47] train-error:0.184358
## [48] train-error:0.195531
## [49] train-error:0.195531
## [50] train-error:0.198324
## [51] train-error:0.201117
## [52] train-error:0.192737
## [53] train-error:0.189944
## [54] train-error:0.192737
## [55] train-error:0.189944
## [56] train-error:0.187151
## [57] train-error:0.192737
## [58] train-error:0.192737
## [59] train-error:0.189944
## [60] train-error:0.195531
## [61] train-error:0.189944
## [62] train-error:0.195531
## [63] train-error:0.192737
## [64] train-error:0.192737
## [65] train-error:0.198324
## [66] train-error:0.195531
## [67] train-error:0.198324
## [68] train-error:0.184358
## [69] train-error:0.189944
## [70] train-error:0.187151
## [71] train-error:0.189944
## [72] train-error:0.189944
## [73] train-error:0.195531
## [74] train-error:0.198324
## [75] train-error:0.189944
## [76] train-error:0.181564
## [77] train-error:0.201117
## [78] train-error:0.201117
## [79] train-error:0.175978
## [80] train-error:0.195531
## [81] train-error:0.189944
## [82] train-error:0.187151
## [83] train-error:0.184358
## [84] train-error:0.184358
## [85] train-error:0.184358
## [86] train-error:0.189944
## [87] train-error:0.181564
## [88] train-error:0.184358
## [89] train-error:0.189944
## [90] train-error:0.184358
## [91] train-error:0.195531
## [92] train-error:0.195531
## [93] train-error:0.195531
## [94] train-error:0.195531
## [95] train-error:0.184358
## [96] train-error:0.189944
## [97] train-error:0.192737
## [98] train-error:0.187151
## [99] train-error:0.187151
## [100]    train-error:0.184358
## [101]    train-error:0.192737
## [102]    train-error:0.184358
## [103]    train-error:0.178771
## [104]    train-error:0.173184
## [105]    train-error:0.175978
## [106]    train-error:0.181564
## [107]    train-error:0.173184
## [108]    train-error:0.175978
## [109]    train-error:0.189944
## [110]    train-error:0.195531
## [111]    train-error:0.187151
## [112]    train-error:0.175978
## [113]    train-error:0.178771
## [114]    train-error:0.167598
## [115]    train-error:0.178771
## [116]    train-error:0.187151
## [117]    train-error:0.184358
## [118]    train-error:0.189944
## [119]    train-error:0.187151
## [120]    train-error:0.181564
## [121]    train-error:0.184358
## [122]    train-error:0.184358
## [123]    train-error:0.175978
## [124]    train-error:0.178771
## [125]    train-error:0.184358
## [126]    train-error:0.181564
## [127]    train-error:0.178771
## [128]    train-error:0.187151
## [129]    train-error:0.178771
## [130]    train-error:0.184358
## [131]    train-error:0.189944
## [132]    train-error:0.184358
## [133]    train-error:0.184358
## [134]    train-error:0.184358
## [135]    train-error:0.184358
## [136]    train-error:0.175978
## [137]    train-error:0.189944
## [138]    train-error:0.184358
## [139]    train-error:0.184358
## [140]    train-error:0.187151
## [141]    train-error:0.187151
## [142]    train-error:0.184358
## [143]    train-error:0.184358
## [144]    train-error:0.181564
## [145]    train-error:0.175978
## [146]    train-error:0.184358
## [147]    train-error:0.184358
## [148]    train-error:0.184358
## [149]    train-error:0.178771
## [150]    train-error:0.178771
## [151]    train-error:0.181564
## [152]    train-error:0.178771
## [153]    train-error:0.178771
## [154]    train-error:0.178771
## [155]    train-error:0.178771
## [156]    train-error:0.184358
## [157]    train-error:0.175978
## [158]    train-error:0.187151
## [159]    train-error:0.189944
## [160]    train-error:0.189944
## [161]    train-error:0.189944
## [162]    train-error:0.187151
## [163]    train-error:0.187151
## [164]    train-error:0.187151
## [165]    train-error:0.189944
## [166]    train-error:0.189944
## [167]    train-error:0.189944
## [168]    train-error:0.189944
## [169]    train-error:0.181564
## [170]    train-error:0.187151
## [171]    train-error:0.184358
## [172]    train-error:0.187151
## [173]    train-error:0.195531
## [174]    train-error:0.189944
## [175]    train-error:0.189944
## [176]    train-error:0.189944
## [177]    train-error:0.189944
## [178]    train-error:0.189944
## [179]    train-error:0.189944
## [180]    train-error:0.178771
## [181]    train-error:0.178771
## [182]    train-error:0.178771
## [183]    train-error:0.175978
## [184]    train-error:0.175978
## [185]    train-error:0.173184
## [186]    train-error:0.175978
## [187]    train-error:0.173184
## [188]    train-error:0.178771
## [189]    train-error:0.178771
## [190]    train-error:0.184358
## [191]    train-error:0.181564
## [192]    train-error:0.178771
## [193]    train-error:0.187151
## [194]    train-error:0.175978
## [195]    train-error:0.187151
## [196]    train-error:0.187151
## [197]    train-error:0.175978
## [198]    train-error:0.175978
## [199]    train-error:0.175978
## [200]    train-error:0.187151
## [201]    train-error:0.189944
## [202]    train-error:0.184358
## [203]    train-error:0.187151
## [204]    train-error:0.173184
## [205]    train-error:0.181564
## [206]    train-error:0.181564
## [207]    train-error:0.184358
## [208]    train-error:0.173184
## [209]    train-error:0.198324
## [210]    train-error:0.189944
## [211]    train-error:0.187151
## [212]    train-error:0.187151
## [213]    train-error:0.198324
## [214]    train-error:0.181564
## [215]    train-error:0.184358
## [216]    train-error:0.181564
## [217]    train-error:0.175978
## [218]    train-error:0.175978
## [219]    train-error:0.173184
## [220]    train-error:0.184358
## [221]    train-error:0.181564
## [222]    train-error:0.181564
## [223]    train-error:0.187151
## [224]    train-error:0.184358
## [225]    train-error:0.178771
## [226]    train-error:0.173184
## [227]    train-error:0.178771
## [228]    train-error:0.181564
## [229]    train-error:0.170391
## [230]    train-error:0.170391
## [231]    train-error:0.173184
## [232]    train-error:0.167598
## [233]    train-error:0.178771
## [234]    train-error:0.175978
## [235]    train-error:0.178771
## [236]    train-error:0.189944
## [237]    train-error:0.184358
## [238]    train-error:0.178771
## [239]    train-error:0.181564
## [240]    train-error:0.178771
## [241]    train-error:0.184358
## [242]    train-error:0.192737
## [243]    train-error:0.189944
## [244]    train-error:0.187151
## [245]    train-error:0.189944
## [246]    train-error:0.187151
## [247]    train-error:0.192737
## [248]    train-error:0.187151
## [249]    train-error:0.209497
## [250]    train-error:0.206704
## [251]    train-error:0.206704
## [252]    train-error:0.189944
## [253]    train-error:0.192737
## [254]    train-error:0.192737
## [255]    train-error:0.195531
## [256]    train-error:0.192737
## [257]    train-error:0.195531
## [258]    train-error:0.189944
## [259]    train-error:0.187151
## [260]    train-error:0.198324
## [261]    train-error:0.187151
## [262]    train-error:0.192737
## [263]    train-error:0.187151
## [264]    train-error:0.184358
## [265]    train-error:0.178771
## [266]    train-error:0.181564
## [267]    train-error:0.184358
## [268]    train-error:0.187151
## [269]    train-error:0.187151
## [270]    train-error:0.178771
## [271]    train-error:0.178771
## [272]    train-error:0.178771
## [273]    train-error:0.187151
## [274]    train-error:0.187151
## [275]    train-error:0.187151
## [276]    train-error:0.175978
## [277]    train-error:0.184358
## [278]    train-error:0.178771
## [279]    train-error:0.178771
## [280]    train-error:0.175978
## [281]    train-error:0.170391
## [282]    train-error:0.167598
## [283]    train-error:0.170391
## [284]    train-error:0.167598
## [285]    train-error:0.170391
## [286]    train-error:0.173184
## [287]    train-error:0.164804
## [288]    train-error:0.170391
## [289]    train-error:0.170391
## [290]    train-error:0.170391
## [291]    train-error:0.167598
## [292]    train-error:0.175978
## [293]    train-error:0.167598
## [294]    train-error:0.175978
## [295]    train-error:0.175978
## [296]    train-error:0.175978
## [297]    train-error:0.173184
## [298]    train-error:0.175978
## [299]    train-error:0.175978
## [300]    train-error:0.173184
## [301]    train-error:0.175978
## [302]    train-error:0.175978
## [303]    train-error:0.173184
## [304]    train-error:0.162011
## [305]    train-error:0.178771
## [306]    train-error:0.178771
## [307]    train-error:0.175978
## [308]    train-error:0.167598
## [309]    train-error:0.162011
## [310]    train-error:0.164804
## [311]    train-error:0.167598
## [312]    train-error:0.167598
## [313]    train-error:0.164804
## [314]    train-error:0.181564
## [315]    train-error:0.181564
## [316]    train-error:0.175978
## [317]    train-error:0.178771
## [318]    train-error:0.175978
## [319]    train-error:0.167598
## [320]    train-error:0.178771
## [321]    train-error:0.175978
## [322]    train-error:0.170391
## [323]    train-error:0.164804
## [324]    train-error:0.170391
## [325]    train-error:0.167598
## [326]    train-error:0.173184
## [327]    train-error:0.178771
## [328]    train-error:0.178771
## [329]    train-error:0.187151
## [330]    train-error:0.181564
## [331]    train-error:0.181564
## [332]    train-error:0.195531
## [333]    train-error:0.192737
## [334]    train-error:0.187151
## [335]    train-error:0.184358
## [336]    train-error:0.187151
## [337]    train-error:0.178771
## [338]    train-error:0.173184
## [339]    train-error:0.178771
## [340]    train-error:0.184358
## [341]    train-error:0.175978
## [342]    train-error:0.173184
## [343]    train-error:0.178771
## [344]    train-error:0.173184
## [345]    train-error:0.164804
## [346]    train-error:0.167598
## [347]    train-error:0.164804
## [348]    train-error:0.164804
## [349]    train-error:0.173184
## [350]    train-error:0.170391
## [351]    train-error:0.170391
## [352]    train-error:0.173184
## [353]    train-error:0.164804
## [354]    train-error:0.167598
## [355]    train-error:0.173184
## [356]    train-error:0.173184
## [357]    train-error:0.164804
## [358]    train-error:0.164804
## [359]    train-error:0.162011
## [360]    train-error:0.164804
## [361]    train-error:0.164804
## [362]    train-error:0.167598
## [363]    train-error:0.164804
## [364]    train-error:0.164804
## [365]    train-error:0.170391
## [366]    train-error:0.167598
## [367]    train-error:0.164804
## [0]  train-error:0.190476
## [1]  train-error:0.207283
## [2]  train-error:0.224090
## [3]  train-error:0.210084
## [4]  train-error:0.190476
## [5]  train-error:0.196078
## [6]  train-error:0.190476
## [7]  train-error:0.196078
## [8]  train-error:0.187675
## [9]  train-error:0.187675
## [10] train-error:0.196078
## [11] train-error:0.196078
## [12] train-error:0.190476
## [13] train-error:0.193277
## [14] train-error:0.187675
## [15] train-error:0.187675
## [16] train-error:0.187675
## [17] train-error:0.187675
## [18] train-error:0.179272
## [19] train-error:0.187675
## [20] train-error:0.184874
## [21] train-error:0.184874
## [22] train-error:0.184874
## [23] train-error:0.184874
## [24] train-error:0.176471
## [25] train-error:0.179272
## [26] train-error:0.182073
## [27] train-error:0.176471
## [28] train-error:0.187675
## [29] train-error:0.179272
## [30] train-error:0.184874
## [31] train-error:0.193277
## [32] train-error:0.182073
## [33] train-error:0.184874
## [34] train-error:0.176471
## [35] train-error:0.173669
## [36] train-error:0.187675
## [37] train-error:0.187675
## [38] train-error:0.184874
## [39] train-error:0.184874
## [40] train-error:0.182073
## [41] train-error:0.170868
## [42] train-error:0.179272
## [43] train-error:0.187675
## [44] train-error:0.187675
## [45] train-error:0.187675
## [46] train-error:0.193277
## [47] train-error:0.193277
## [48] train-error:0.190476
## [49] train-error:0.173669
## [50] train-error:0.176471
## [51] train-error:0.187675
## [52] train-error:0.182073
## [53] train-error:0.184874
## [54] train-error:0.184874
## [55] train-error:0.187675
## [56] train-error:0.190476
## [57] train-error:0.187675
## [58] train-error:0.184874
## [59] train-error:0.176471
## [60] train-error:0.182073
## [61] train-error:0.184874
## [62] train-error:0.184874
## [63] train-error:0.193277
## [64] train-error:0.187675
## [65] train-error:0.190476
## [66] train-error:0.190476
## [67] train-error:0.193277
## [68] train-error:0.184874
## [69] train-error:0.176471
## [70] train-error:0.176471
## [71] train-error:0.170868
## [72] train-error:0.173669
## [73] train-error:0.173669
## [74] train-error:0.179272
## [75] train-error:0.179272
## [76] train-error:0.176471
## [77] train-error:0.179272
## [78] train-error:0.170868
## [79] train-error:0.176471
## [80] train-error:0.165266
## [81] train-error:0.176471
## [82] train-error:0.165266
## [83] train-error:0.179272
## [84] train-error:0.182073
## [85] train-error:0.184874
## [86] train-error:0.187675
## [87] train-error:0.182073
## [88] train-error:0.184874
## [89] train-error:0.184874
## [90] train-error:0.182073
## [91] train-error:0.176471
## [92] train-error:0.187675
## [93] train-error:0.176471
## [94] train-error:0.179272
## [95] train-error:0.176471
## [96] train-error:0.173669
## [97] train-error:0.168067
## [98] train-error:0.187675
## [99] train-error:0.176471
## [100]    train-error:0.179272
## [101]    train-error:0.184874
## [102]    train-error:0.176471
## [103]    train-error:0.176471
## [104]    train-error:0.173669
## [105]    train-error:0.187675
## [106]    train-error:0.187675
## [107]    train-error:0.179272
## [108]    train-error:0.165266
## [109]    train-error:0.168067
## [110]    train-error:0.176471
## [111]    train-error:0.173669
## [112]    train-error:0.173669
## [113]    train-error:0.179272
## [114]    train-error:0.179272
## [115]    train-error:0.179272
## [116]    train-error:0.179272
## [117]    train-error:0.179272
## [118]    train-error:0.176471
## [119]    train-error:0.184874
## [120]    train-error:0.170868
## [121]    train-error:0.170868
## [122]    train-error:0.156863
## [123]    train-error:0.162465
## [124]    train-error:0.159664
## [125]    train-error:0.165266
## [126]    train-error:0.162465
## [127]    train-error:0.170868
## [128]    train-error:0.156863
## [129]    train-error:0.165266
## [130]    train-error:0.170868
## [131]    train-error:0.168067
## [132]    train-error:0.168067
## [133]    train-error:0.173669
## [134]    train-error:0.168067
## [135]    train-error:0.156863
## [136]    train-error:0.159664
## [137]    train-error:0.156863
## [138]    train-error:0.154062
## [139]    train-error:0.162465
## [140]    train-error:0.162465
## [141]    train-error:0.170868
## [142]    train-error:0.159664
## [143]    train-error:0.168067
## [144]    train-error:0.170868
## [145]    train-error:0.168067
## [146]    train-error:0.165266
## [147]    train-error:0.168067
## [148]    train-error:0.162465
## [149]    train-error:0.165266
## [150]    train-error:0.162465
## [151]    train-error:0.162465
## [152]    train-error:0.162465
## [153]    train-error:0.165266
## [154]    train-error:0.156863
## [155]    train-error:0.159664
## [156]    train-error:0.162465
## [157]    train-error:0.159664
## [158]    train-error:0.165266
## [159]    train-error:0.162465
## [160]    train-error:0.168067
## [161]    train-error:0.168067
## [162]    train-error:0.162465
## [163]    train-error:0.165266
## [164]    train-error:0.170868
## [165]    train-error:0.173669
## [166]    train-error:0.162465
## [167]    train-error:0.165266
## [168]    train-error:0.165266
## [169]    train-error:0.165266
## [170]    train-error:0.162465
## [171]    train-error:0.165266
## [172]    train-error:0.162465
## [173]    train-error:0.159664
## [174]    train-error:0.162465
## [175]    train-error:0.179272
## [176]    train-error:0.176471
## [177]    train-error:0.173669
## [178]    train-error:0.165266
## [179]    train-error:0.173669
## [180]    train-error:0.176471
## [181]    train-error:0.176471
## [182]    train-error:0.179272
## [183]    train-error:0.168067
## [184]    train-error:0.168067
## [185]    train-error:0.168067
## [186]    train-error:0.170868
## [187]    train-error:0.170868
## [188]    train-error:0.179272
## [189]    train-error:0.173669
## [190]    train-error:0.170868
## [191]    train-error:0.170868
## [192]    train-error:0.173669
## [193]    train-error:0.173669
## [194]    train-error:0.156863
## [195]    train-error:0.165266
## [196]    train-error:0.159664
## [197]    train-error:0.165266
## [198]    train-error:0.170868
## [199]    train-error:0.165266
## [200]    train-error:0.159664
## [201]    train-error:0.154062
## [202]    train-error:0.154062
## [203]    train-error:0.154062
## [204]    train-error:0.165266
## [205]    train-error:0.154062
## [206]    train-error:0.170868
## [207]    train-error:0.176471
## [208]    train-error:0.179272
## [209]    train-error:0.168067
## [210]    train-error:0.154062
## [211]    train-error:0.165266
## [212]    train-error:0.168067
## [213]    train-error:0.165266
## [214]    train-error:0.165266
## [215]    train-error:0.162465
## [216]    train-error:0.162465
## [217]    train-error:0.162465
## [218]    train-error:0.162465
## [219]    train-error:0.165266
## [220]    train-error:0.151261
## [221]    train-error:0.159664
## [222]    train-error:0.162465
## [223]    train-error:0.156863
## [224]    train-error:0.162465
## [225]    train-error:0.162465
## [226]    train-error:0.165266
## [227]    train-error:0.165266
## [228]    train-error:0.162465
## [229]    train-error:0.162465
## [230]    train-error:0.159664
## [231]    train-error:0.162465
## [232]    train-error:0.156863
## [233]    train-error:0.156863
## [234]    train-error:0.165266
## [235]    train-error:0.168067
## [236]    train-error:0.165266
## [237]    train-error:0.173669
## [238]    train-error:0.176471
## [239]    train-error:0.176471
## [240]    train-error:0.168067
## [241]    train-error:0.165266
## [242]    train-error:0.165266
## [243]    train-error:0.156863
## [244]    train-error:0.162465
## [245]    train-error:0.159664
## [246]    train-error:0.165266
## [247]    train-error:0.156863
## [248]    train-error:0.159664
## [249]    train-error:0.156863
## [250]    train-error:0.165266
## [251]    train-error:0.154062
## [252]    train-error:0.151261
## [253]    train-error:0.154062
## [254]    train-error:0.154062
## [255]    train-error:0.154062
## [256]    train-error:0.156863
## [257]    train-error:0.162465
## [258]    train-error:0.151261
## [259]    train-error:0.154062
## [260]    train-error:0.170868
## [261]    train-error:0.156863
## [262]    train-error:0.162465
## [263]    train-error:0.165266
## [264]    train-error:0.154062
## [265]    train-error:0.162465
## [266]    train-error:0.159664
## [267]    train-error:0.182073
## [268]    train-error:0.182073
## [269]    train-error:0.165266
## [270]    train-error:0.151261
## [271]    train-error:0.162465
## [272]    train-error:0.156863
## [273]    train-error:0.162465
## [274]    train-error:0.165266
## [275]    train-error:0.184874
## [276]    train-error:0.184874
## [277]    train-error:0.168067
## [278]    train-error:0.176471
## [279]    train-error:0.159664
## [280]    train-error:0.168067
## [281]    train-error:0.165266
## [282]    train-error:0.159664
## [283]    train-error:0.159664
## [284]    train-error:0.159664
## [285]    train-error:0.168067
## [286]    train-error:0.165266
## [287]    train-error:0.165266
## [288]    train-error:0.168067
## [289]    train-error:0.168067
## [290]    train-error:0.168067
## [291]    train-error:0.168067
## [292]    train-error:0.168067
## [293]    train-error:0.168067
## [294]    train-error:0.151261
## [295]    train-error:0.159664
## [296]    train-error:0.165266
## [297]    train-error:0.156863
## [298]    train-error:0.165266
## [299]    train-error:0.165266
## [300]    train-error:0.162465
## [301]    train-error:0.156863
## [302]    train-error:0.156863
## [303]    train-error:0.154062
## [304]    train-error:0.145658
## [305]    train-error:0.159664
## [306]    train-error:0.156863
## [307]    train-error:0.162465
## [308]    train-error:0.159664
## [309]    train-error:0.162465
## [310]    train-error:0.156863
## [311]    train-error:0.154062
## [312]    train-error:0.151261
## [313]    train-error:0.151261
## [314]    train-error:0.142857
## [315]    train-error:0.159664
## [316]    train-error:0.159664
## [317]    train-error:0.154062
## [318]    train-error:0.165266
## [319]    train-error:0.168067
## [320]    train-error:0.162465
## [321]    train-error:0.154062
## [322]    train-error:0.165266
## [323]    train-error:0.162465
## [324]    train-error:0.162465
## [325]    train-error:0.156863
## [326]    train-error:0.148459
## [327]    train-error:0.170868
## [328]    train-error:0.159664
## [329]    train-error:0.159664
## [330]    train-error:0.156863
## [331]    train-error:0.170868
## [332]    train-error:0.176471
## [333]    train-error:0.176471
## [334]    train-error:0.168067
## [335]    train-error:0.168067
## [336]    train-error:0.154062
## [337]    train-error:0.156863
## [338]    train-error:0.159664
## [339]    train-error:0.162465
## [340]    train-error:0.159664
## [341]    train-error:0.159664
## [342]    train-error:0.154062
## [343]    train-error:0.151261
## [344]    train-error:0.154062
## [345]    train-error:0.162465
## [346]    train-error:0.165266
## [347]    train-error:0.162465
## [348]    train-error:0.162465
## [349]    train-error:0.165266
## [350]    train-error:0.156863
## [351]    train-error:0.154062
## [352]    train-error:0.162465
## [353]    train-error:0.162465
## [354]    train-error:0.165266
## [355]    train-error:0.165266
## [356]    train-error:0.170868
## [357]    train-error:0.165266
## [358]    train-error:0.173669
## [359]    train-error:0.165266
## [360]    train-error:0.168067
## [361]    train-error:0.168067
## [362]    train-error:0.156863
## [363]    train-error:0.162465
## [364]    train-error:0.165266
## [365]    train-error:0.162465
## [366]    train-error:0.154062
## [367]    train-error:0.151261
## [0]  train-error:0.212885
## [1]  train-error:0.212885
## [2]  train-error:0.212885
## [3]  train-error:0.226891
## [4]  train-error:0.207283
## [5]  train-error:0.204482
## [6]  train-error:0.187675
## [7]  train-error:0.196078
## [8]  train-error:0.210084
## [9]  train-error:0.201681
## [10] train-error:0.193277
## [11] train-error:0.193277
## [12] train-error:0.196078
## [13] train-error:0.193277
## [14] train-error:0.196078
## [15] train-error:0.196078
## [16] train-error:0.204482
## [17] train-error:0.201681
## [18] train-error:0.201681
## [19] train-error:0.196078
## [20] train-error:0.196078
## [21] train-error:0.196078
## [22] train-error:0.198880
## [23] train-error:0.196078
## [24] train-error:0.193277
## [25] train-error:0.190476
## [26] train-error:0.179272
## [27] train-error:0.193277
## [28] train-error:0.190476
## [29] train-error:0.184874
## [30] train-error:0.179272
## [31] train-error:0.190476
## [32] train-error:0.182073
## [33] train-error:0.190476
## [34] train-error:0.190476
## [35] train-error:0.187675
## [36] train-error:0.198880
## [37] train-error:0.187675
## [38] train-error:0.182073
## [39] train-error:0.182073
## [40] train-error:0.176471
## [41] train-error:0.190476
## [42] train-error:0.196078
## [43] train-error:0.187675
## [44] train-error:0.176471
## [45] train-error:0.179272
## [46] train-error:0.168067
## [47] train-error:0.184874
## [48] train-error:0.179272
## [49] train-error:0.179272
## [50] train-error:0.187675
## [51] train-error:0.179272
## [52] train-error:0.190476
## [53] train-error:0.190476
## [54] train-error:0.187675
## [55] train-error:0.179272
## [56] train-error:0.168067
## [57] train-error:0.176471
## [58] train-error:0.182073
## [59] train-error:0.187675
## [60] train-error:0.179272
## [61] train-error:0.179272
## [62] train-error:0.182073
## [63] train-error:0.179272
## [64] train-error:0.182073
## [65] train-error:0.176471
## [66] train-error:0.173669
## [67] train-error:0.162465
## [68] train-error:0.170868
## [69] train-error:0.182073
## [70] train-error:0.173669
## [71] train-error:0.179272
## [72] train-error:0.176471
## [73] train-error:0.176471
## [74] train-error:0.193277
## [75] train-error:0.170868
## [76] train-error:0.165266
## [77] train-error:0.170868
## [78] train-error:0.179272
## [79] train-error:0.170868
## [80] train-error:0.170868
## [81] train-error:0.170868
## [82] train-error:0.148459
## [83] train-error:0.154062
## [84] train-error:0.162465
## [85] train-error:0.151261
## [86] train-error:0.159664
## [87] train-error:0.154062
## [88] train-error:0.156863
## [89] train-error:0.162465
## [90] train-error:0.162465
## [91] train-error:0.168067
## [92] train-error:0.162465
## [93] train-error:0.165266
## [94] train-error:0.165266
## [95] train-error:0.168067
## [96] train-error:0.170868
## [97] train-error:0.170868
## [98] train-error:0.173669
## [99] train-error:0.170868
## [100]    train-error:0.168067
## [101]    train-error:0.162465
## [102]    train-error:0.170868
## [103]    train-error:0.162465
## [104]    train-error:0.159664
## [105]    train-error:0.165266
## [106]    train-error:0.176471
## [107]    train-error:0.170868
## [108]    train-error:0.182073
## [109]    train-error:0.173669
## [110]    train-error:0.176471
## [111]    train-error:0.179272
## [112]    train-error:0.168067
## [113]    train-error:0.179272
## [114]    train-error:0.173669
## [115]    train-error:0.165266
## [116]    train-error:0.162465
## [117]    train-error:0.165266
## [118]    train-error:0.151261
## [119]    train-error:0.145658
## [120]    train-error:0.154062
## [121]    train-error:0.151261
## [122]    train-error:0.156863
## [123]    train-error:0.151261
## [124]    train-error:0.159664
## [125]    train-error:0.165266
## [126]    train-error:0.162465
## [127]    train-error:0.159664
## [128]    train-error:0.142857
## [129]    train-error:0.162465
## [130]    train-error:0.165266
## [131]    train-error:0.151261
## [132]    train-error:0.168067
## [133]    train-error:0.159664
## [134]    train-error:0.162465
## [135]    train-error:0.165266
## [136]    train-error:0.162465
## [137]    train-error:0.168067
## [138]    train-error:0.168067
## [139]    train-error:0.170868
## [140]    train-error:0.165266
## [141]    train-error:0.156863
## [142]    train-error:0.168067
## [143]    train-error:0.168067
## [144]    train-error:0.170868
## [145]    train-error:0.168067
## [146]    train-error:0.165266
## [147]    train-error:0.165266
## [148]    train-error:0.168067
## [149]    train-error:0.168067
## [150]    train-error:0.179272
## [151]    train-error:0.179272
## [152]    train-error:0.176471
## [153]    train-error:0.170868
## [154]    train-error:0.168067
## [155]    train-error:0.184874
## [156]    train-error:0.170868
## [157]    train-error:0.176471
## [158]    train-error:0.173669
## [159]    train-error:0.176471
## [160]    train-error:0.165266
## [161]    train-error:0.165266
## [162]    train-error:0.179272
## [163]    train-error:0.170868
## [164]    train-error:0.176471
## [165]    train-error:0.162465
## [166]    train-error:0.170868
## [167]    train-error:0.162465
## [168]    train-error:0.156863
## [169]    train-error:0.159664
## [170]    train-error:0.159664
## [171]    train-error:0.156863
## [172]    train-error:0.159664
## [173]    train-error:0.154062
## [174]    train-error:0.162465
## [175]    train-error:0.154062
## [176]    train-error:0.165266
## [177]    train-error:0.159664
## [178]    train-error:0.173669
## [179]    train-error:0.173669
## [180]    train-error:0.145658
## [181]    train-error:0.159664
## [182]    train-error:0.159664
## [183]    train-error:0.162465
## [184]    train-error:0.154062
## [185]    train-error:0.148459
## [186]    train-error:0.170868
## [187]    train-error:0.159664
## [188]    train-error:0.156863
## [189]    train-error:0.165266
## [190]    train-error:0.162465
## [191]    train-error:0.156863
## [192]    train-error:0.162465
## [193]    train-error:0.151261
## [194]    train-error:0.165266
## [195]    train-error:0.162465
## [196]    train-error:0.162465
## [197]    train-error:0.170868
## [198]    train-error:0.170868
## [199]    train-error:0.170868
## [200]    train-error:0.170868
## [201]    train-error:0.162465
## [202]    train-error:0.162465
## [203]    train-error:0.170868
## [204]    train-error:0.162465
## [205]    train-error:0.165266
## [206]    train-error:0.170868
## [207]    train-error:0.168067
## [208]    train-error:0.179272
## [209]    train-error:0.173669
## [210]    train-error:0.168067
## [211]    train-error:0.162465
## [212]    train-error:0.162465
## [213]    train-error:0.151261
## [214]    train-error:0.162465
## [215]    train-error:0.165266
## [216]    train-error:0.148459
## [217]    train-error:0.142857
## [218]    train-error:0.154062
## [219]    train-error:0.159664
## [220]    train-error:0.159664
## [221]    train-error:0.165266
## [222]    train-error:0.165266
## [223]    train-error:0.159664
## [224]    train-error:0.162465
## [225]    train-error:0.165266
## [226]    train-error:0.162465
## [227]    train-error:0.159664
## [228]    train-error:0.159664
## [229]    train-error:0.154062
## [230]    train-error:0.148459
## [231]    train-error:0.154062
## [232]    train-error:0.148459
## [233]    train-error:0.168067
## [234]    train-error:0.165266
## [235]    train-error:0.165266
## [236]    train-error:0.162465
## [237]    train-error:0.162465
## [238]    train-error:0.165266
## [239]    train-error:0.156863
## [240]    train-error:0.170868
## [241]    train-error:0.162465
## [242]    train-error:0.165266
## [243]    train-error:0.165266
## [244]    train-error:0.159664
## [245]    train-error:0.162465
## [246]    train-error:0.165266
## [247]    train-error:0.162465
## [248]    train-error:0.162465
## [249]    train-error:0.168067
## [250]    train-error:0.165266
## [251]    train-error:0.159664
## [252]    train-error:0.162465
## [253]    train-error:0.156863
## [254]    train-error:0.162465
## [255]    train-error:0.159664
## [256]    train-error:0.162465
## [257]    train-error:0.159664
## [258]    train-error:0.154062
## [259]    train-error:0.159664
## [260]    train-error:0.156863
## [261]    train-error:0.170868
## [262]    train-error:0.162465
## [263]    train-error:0.168067
## [264]    train-error:0.162465
## [265]    train-error:0.156863
## [266]    train-error:0.159664
## [267]    train-error:0.165266
## [268]    train-error:0.156863
## [269]    train-error:0.168067
## [270]    train-error:0.168067
## [271]    train-error:0.170868
## [272]    train-error:0.168067
## [273]    train-error:0.165266
## [274]    train-error:0.168067
## [275]    train-error:0.165266
## [276]    train-error:0.159664
## [277]    train-error:0.165266
## [278]    train-error:0.165266
## [279]    train-error:0.179272
## [280]    train-error:0.184874
## [281]    train-error:0.176471
## [282]    train-error:0.170868
## [283]    train-error:0.165266
## [284]    train-error:0.165266
## [285]    train-error:0.170868
## [286]    train-error:0.162465
## [287]    train-error:0.182073
## [288]    train-error:0.182073
## [289]    train-error:0.168067
## [290]    train-error:0.170868
## [291]    train-error:0.168067
## [292]    train-error:0.168067
## [293]    train-error:0.176471
## [294]    train-error:0.168067
## [295]    train-error:0.168067
## [296]    train-error:0.170868
## [297]    train-error:0.170868
## [298]    train-error:0.168067
## [299]    train-error:0.165266
## [300]    train-error:0.168067
## [301]    train-error:0.168067
## [302]    train-error:0.168067
## [303]    train-error:0.165266
## [304]    train-error:0.170868
## [305]    train-error:0.168067
## [306]    train-error:0.168067
## [307]    train-error:0.168067
## [308]    train-error:0.168067
## [309]    train-error:0.162465
## [310]    train-error:0.159664
## [311]    train-error:0.162465
## [312]    train-error:0.179272
## [313]    train-error:0.182073
## [314]    train-error:0.179272
## [315]    train-error:0.168067
## [316]    train-error:0.170868
## [317]    train-error:0.170868
## [318]    train-error:0.173669
## [319]    train-error:0.168067
## [320]    train-error:0.168067
## [321]    train-error:0.170868
## [322]    train-error:0.176471
## [323]    train-error:0.168067
## [324]    train-error:0.168067
## [325]    train-error:0.156863
## [326]    train-error:0.145658
## [327]    train-error:0.154062
## [328]    train-error:0.159664
## [329]    train-error:0.165266
## [330]    train-error:0.170868
## [331]    train-error:0.154062
## [332]    train-error:0.173669
## [333]    train-error:0.170868
## [334]    train-error:0.162465
## [335]    train-error:0.170868
## [336]    train-error:0.159664
## [337]    train-error:0.176471
## [338]    train-error:0.173669
## [339]    train-error:0.182073
## [340]    train-error:0.173669
## [341]    train-error:0.168067
## [342]    train-error:0.162465
## [343]    train-error:0.156863
## [344]    train-error:0.162465
## [345]    train-error:0.165266
## [346]    train-error:0.162465
## [347]    train-error:0.179272
## [348]    train-error:0.184874
## [349]    train-error:0.176471
## [350]    train-error:0.179272
## [351]    train-error:0.168067
## [352]    train-error:0.168067
## [353]    train-error:0.165266
## [354]    train-error:0.162465
## [355]    train-error:0.168067
## [356]    train-error:0.156863
## [357]    train-error:0.170868
## [358]    train-error:0.170868
## [359]    train-error:0.162465
## [360]    train-error:0.162465
## [361]    train-error:0.165266
## [362]    train-error:0.162465
## [363]    train-error:0.179272
## [364]    train-error:0.176471
## [365]    train-error:0.159664
## [366]    train-error:0.156863
## [367]    train-error:0.156863
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.229050
## [3]  train-error:0.256983
## [4]  train-error:0.215084
## [5]  train-error:0.212290
## [6]  train-error:0.215084
## [7]  train-error:0.209497
## [8]  train-error:0.209497
## [9]  train-error:0.206704
## [10] train-error:0.206704
## [11] train-error:0.217877
## [12] train-error:0.203911
## [13] train-error:0.215084
## [14] train-error:0.212290
## [15] train-error:0.198324
## [16] train-error:0.206704
## [17] train-error:0.203911
## [18] train-error:0.187151
## [19] train-error:0.189944
## [20] train-error:0.195531
## [21] train-error:0.198324
## [22] train-error:0.187151
## [23] train-error:0.198324
## [24] train-error:0.198324
## [25] train-error:0.184358
## [26] train-error:0.178771
## [27] train-error:0.181564
## [28] train-error:0.189944
## [29] train-error:0.189944
## [30] train-error:0.198324
## [31] train-error:0.192737
## [32] train-error:0.198324
## [33] train-error:0.198324
## [34] train-error:0.192737
## [35] train-error:0.198324
## [36] train-error:0.181564
## [37] train-error:0.184358
## [38] train-error:0.178771
## [39] train-error:0.181564
## [40] train-error:0.181564
## [41] train-error:0.178771
## [42] train-error:0.178771
## [43] train-error:0.181564
## [44] train-error:0.178771
## [45] train-error:0.178771
## [46] train-error:0.178771
## [47] train-error:0.173184
## [48] train-error:0.170391
## [49] train-error:0.181564
## [50] train-error:0.184358
## [51] train-error:0.184358
## [52] train-error:0.178771
## [53] train-error:0.187151
## [54] train-error:0.178771
## [55] train-error:0.181564
## [56] train-error:0.189944
## [57] train-error:0.184358
## [58] train-error:0.187151
## [59] train-error:0.184358
## [60] train-error:0.178771
## [61] train-error:0.187151
## [62] train-error:0.187151
## [63] train-error:0.184358
## [64] train-error:0.189944
## [65] train-error:0.195531
## [66] train-error:0.178771
## [67] train-error:0.181564
## [68] train-error:0.189944
## [69] train-error:0.187151
## [70] train-error:0.184358
## [71] train-error:0.181564
## [72] train-error:0.184358
## [73] train-error:0.187151
## [74] train-error:0.181564
## [75] train-error:0.184358
## [76] train-error:0.184358
## [77] train-error:0.173184
## [78] train-error:0.170391
## [79] train-error:0.192737
## [80] train-error:0.184358
## [81] train-error:0.187151
## [82] train-error:0.181564
## [83] train-error:0.192737
## [84] train-error:0.192737
## [85] train-error:0.187151
## [86] train-error:0.178771
## [87] train-error:0.187151
## [88] train-error:0.187151
## [89] train-error:0.184358
## [90] train-error:0.187151
## [91] train-error:0.181564
## [92] train-error:0.173184
## [93] train-error:0.181564
## [94] train-error:0.175978
## [95] train-error:0.173184
## [96] train-error:0.178771
## [97] train-error:0.181564
## [98] train-error:0.187151
## [99] train-error:0.189944
## [100]    train-error:0.184358
## [101]    train-error:0.178771
## [102]    train-error:0.184358
## [103]    train-error:0.184358
## [104]    train-error:0.189944
## [105]    train-error:0.181564
## [106]    train-error:0.187151
## [107]    train-error:0.181564
## [108]    train-error:0.181564
## [109]    train-error:0.181564
## [110]    train-error:0.181564
## [111]    train-error:0.195531
## [112]    train-error:0.187151
## [113]    train-error:0.187151
## [114]    train-error:0.192737
## [115]    train-error:0.189944
## [116]    train-error:0.189944
## [117]    train-error:0.189944
## [118]    train-error:0.189944
## [119]    train-error:0.189944
## [120]    train-error:0.189944
## [121]    train-error:0.189944
## [122]    train-error:0.192737
## [123]    train-error:0.189944
## [124]    train-error:0.192737
## [125]    train-error:0.178771
## [126]    train-error:0.189944
## [127]    train-error:0.178771
## [128]    train-error:0.195531
## [129]    train-error:0.189944
## [130]    train-error:0.189944
## [131]    train-error:0.189944
## [132]    train-error:0.181564
## [133]    train-error:0.187151
## [134]    train-error:0.187151
## [135]    train-error:0.189944
## [136]    train-error:0.209497
## [137]    train-error:0.206704
## [138]    train-error:0.203911
## [139]    train-error:0.203911
## [140]    train-error:0.201117
## [141]    train-error:0.189944
## [142]    train-error:0.192737
## [143]    train-error:0.189944
## [144]    train-error:0.187151
## [145]    train-error:0.192737
## [146]    train-error:0.184358
## [147]    train-error:0.189944
## [148]    train-error:0.201117
## [149]    train-error:0.198324
## [150]    train-error:0.189944
## [151]    train-error:0.189944
## [152]    train-error:0.195531
## [153]    train-error:0.195531
## [154]    train-error:0.178771
## [155]    train-error:0.187151
## [156]    train-error:0.192737
## [157]    train-error:0.187151
## [158]    train-error:0.189944
## [159]    train-error:0.187151
## [160]    train-error:0.181564
## [161]    train-error:0.187151
## [162]    train-error:0.181564
## [163]    train-error:0.189944
## [164]    train-error:0.184358
## [165]    train-error:0.189944
## [166]    train-error:0.187151
## [167]    train-error:0.192737
## [168]    train-error:0.184358
## [169]    train-error:0.187151
## [170]    train-error:0.184358
## [171]    train-error:0.189944
## [172]    train-error:0.181564
## [173]    train-error:0.187151
## [174]    train-error:0.192737
## [175]    train-error:0.181564
## [176]    train-error:0.192737
## [177]    train-error:0.192737
## [178]    train-error:0.195531
## [179]    train-error:0.195531
## [180]    train-error:0.198324
## [181]    train-error:0.192737
## [182]    train-error:0.192737
## [183]    train-error:0.198324
## [184]    train-error:0.198324
## [185]    train-error:0.187151
## [186]    train-error:0.184358
## [187]    train-error:0.187151
## [188]    train-error:0.184358
## [189]    train-error:0.184358
## [190]    train-error:0.189944
## [191]    train-error:0.192737
## [192]    train-error:0.181564
## [193]    train-error:0.181564
## [194]    train-error:0.175978
## [195]    train-error:0.181564
## [196]    train-error:0.184358
## [197]    train-error:0.184358
## [198]    train-error:0.181564
## [199]    train-error:0.181564
## [200]    train-error:0.184358
## [201]    train-error:0.184358
## [202]    train-error:0.184358
## [203]    train-error:0.181564
## [204]    train-error:0.187151
## [205]    train-error:0.181564
## [206]    train-error:0.175978
## [207]    train-error:0.178771
## [208]    train-error:0.181564
## [209]    train-error:0.184358
## [210]    train-error:0.184358
## [211]    train-error:0.184358
## [212]    train-error:0.181564
## [213]    train-error:0.192737
## [214]    train-error:0.198324
## [215]    train-error:0.198324
## [216]    train-error:0.198324
## [217]    train-error:0.198324
## [218]    train-error:0.195531
## [219]    train-error:0.198324
## [220]    train-error:0.209497
## [221]    train-error:0.195531
## [222]    train-error:0.192737
## [223]    train-error:0.195531
## [224]    train-error:0.189944
## [225]    train-error:0.192737
## [226]    train-error:0.189944
## [227]    train-error:0.198324
## [228]    train-error:0.189944
## [229]    train-error:0.187151
## [230]    train-error:0.187151
## [231]    train-error:0.195531
## [232]    train-error:0.189944
## [233]    train-error:0.192737
## [234]    train-error:0.203911
## [235]    train-error:0.198324
## [236]    train-error:0.198324
## [237]    train-error:0.195531
## [238]    train-error:0.198324
## [239]    train-error:0.206704
## [240]    train-error:0.192737
## [241]    train-error:0.192737
## [242]    train-error:0.192737
## [243]    train-error:0.192737
## [244]    train-error:0.192737
## [245]    train-error:0.187151
## [246]    train-error:0.189944
## [247]    train-error:0.189944
## [248]    train-error:0.189944
## [249]    train-error:0.189944
## [250]    train-error:0.189944
## [251]    train-error:0.189944
## [252]    train-error:0.187151
## [253]    train-error:0.192737
## [254]    train-error:0.192737
## [255]    train-error:0.192737
## [256]    train-error:0.192737
## [257]    train-error:0.195531
## [258]    train-error:0.198324
## [259]    train-error:0.189944
## [260]    train-error:0.184358
## [261]    train-error:0.198324
## [262]    train-error:0.181564
## [263]    train-error:0.184358
## [264]    train-error:0.187151
## [265]    train-error:0.192737
## [266]    train-error:0.189944
## [267]    train-error:0.184358
## [268]    train-error:0.189944
## [269]    train-error:0.187151
## [270]    train-error:0.181564
## [271]    train-error:0.181564
## [272]    train-error:0.175978
## [273]    train-error:0.181564
## [274]    train-error:0.181564
## [275]    train-error:0.175978
## [276]    train-error:0.175978
## [277]    train-error:0.178771
## [278]    train-error:0.173184
## [279]    train-error:0.175978
## [280]    train-error:0.187151
## [281]    train-error:0.184358
## [282]    train-error:0.189944
## [283]    train-error:0.192737
## [284]    train-error:0.189944
## [285]    train-error:0.187151
## [286]    train-error:0.178771
## [287]    train-error:0.175978
## [288]    train-error:0.178771
## [289]    train-error:0.178771
## [290]    train-error:0.178771
## [291]    train-error:0.178771
## [292]    train-error:0.187151
## [293]    train-error:0.192737
## [294]    train-error:0.187151
## [295]    train-error:0.187151
## [296]    train-error:0.192737
## [297]    train-error:0.198324
## [298]    train-error:0.192737
## [299]    train-error:0.195531
## [300]    train-error:0.195531
## [301]    train-error:0.195531
## [302]    train-error:0.189944
## [303]    train-error:0.181564
## [304]    train-error:0.178771
## [305]    train-error:0.187151
## [306]    train-error:0.187151
## [307]    train-error:0.189944
## [308]    train-error:0.192737
## [309]    train-error:0.187151
## [310]    train-error:0.192737
## [311]    train-error:0.195531
## [312]    train-error:0.195531
## [313]    train-error:0.201117
## [314]    train-error:0.209497
## [315]    train-error:0.201117
## [316]    train-error:0.203911
## [317]    train-error:0.192737
## [318]    train-error:0.184358
## [319]    train-error:0.178771
## [320]    train-error:0.178771
## [321]    train-error:0.175978
## [322]    train-error:0.187151
## [323]    train-error:0.173184
## [324]    train-error:0.173184
## [325]    train-error:0.178771
## [326]    train-error:0.170391
## [327]    train-error:0.189944
## [328]    train-error:0.187151
## [329]    train-error:0.187151
## [330]    train-error:0.189944
## [331]    train-error:0.187151
## [332]    train-error:0.189944
## [333]    train-error:0.184358
## [334]    train-error:0.187151
## [335]    train-error:0.184358
## [336]    train-error:0.181564
## [337]    train-error:0.187151
## [338]    train-error:0.187151
## [339]    train-error:0.184358
## [340]    train-error:0.187151
## [341]    train-error:0.192737
## [342]    train-error:0.187151
## [343]    train-error:0.187151
## [344]    train-error:0.192737
## [345]    train-error:0.184358
## [346]    train-error:0.181564
## [347]    train-error:0.178771
## [348]    train-error:0.195531
## [349]    train-error:0.195531
## [350]    train-error:0.192737
## [351]    train-error:0.192737
## [352]    train-error:0.192737
## [353]    train-error:0.192737
## [354]    train-error:0.203911
## [355]    train-error:0.189944
## [356]    train-error:0.198324
## [357]    train-error:0.192737
## [358]    train-error:0.184358
## [359]    train-error:0.198324
## [360]    train-error:0.198324
## [361]    train-error:0.184358
## [362]    train-error:0.175978
## [363]    train-error:0.175978
## [364]    train-error:0.173184
## [365]    train-error:0.173184
## [366]    train-error:0.175978
## [367]    train-error:0.181564
## [368]    train-error:0.189944
## [369]    train-error:0.189944
## [370]    train-error:0.195531
## [371]    train-error:0.192737
## [372]    train-error:0.192737
## [373]    train-error:0.195531
## [374]    train-error:0.187151
## [375]    train-error:0.195531
## [376]    train-error:0.189944
## [377]    train-error:0.192737
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.207283
## [4]  train-error:0.232493
## [5]  train-error:0.196078
## [6]  train-error:0.198880
## [7]  train-error:0.184874
## [8]  train-error:0.207283
## [9]  train-error:0.198880
## [10] train-error:0.207283
## [11] train-error:0.196078
## [12] train-error:0.176471
## [13] train-error:0.184874
## [14] train-error:0.184874
## [15] train-error:0.173669
## [16] train-error:0.176471
## [17] train-error:0.176471
## [18] train-error:0.176471
## [19] train-error:0.173669
## [20] train-error:0.179272
## [21] train-error:0.179272
## [22] train-error:0.173669
## [23] train-error:0.168067
## [24] train-error:0.170868
## [25] train-error:0.173669
## [26] train-error:0.170868
## [27] train-error:0.168067
## [28] train-error:0.168067
## [29] train-error:0.170868
## [30] train-error:0.176471
## [31] train-error:0.162465
## [32] train-error:0.173669
## [33] train-error:0.176471
## [34] train-error:0.179272
## [35] train-error:0.159664
## [36] train-error:0.159664
## [37] train-error:0.168067
## [38] train-error:0.165266
## [39] train-error:0.162465
## [40] train-error:0.168067
## [41] train-error:0.176471
## [42] train-error:0.168067
## [43] train-error:0.168067
## [44] train-error:0.162465
## [45] train-error:0.170868
## [46] train-error:0.162465
## [47] train-error:0.165266
## [48] train-error:0.162465
## [49] train-error:0.159664
## [50] train-error:0.162465
## [51] train-error:0.162465
## [52] train-error:0.165266
## [53] train-error:0.168067
## [54] train-error:0.168067
## [55] train-error:0.165266
## [56] train-error:0.168067
## [57] train-error:0.168067
## [58] train-error:0.168067
## [59] train-error:0.162465
## [60] train-error:0.162465
## [61] train-error:0.162465
## [62] train-error:0.165266
## [63] train-error:0.159664
## [64] train-error:0.162465
## [65] train-error:0.176471
## [66] train-error:0.170868
## [67] train-error:0.162465
## [68] train-error:0.165266
## [69] train-error:0.165266
## [70] train-error:0.168067
## [71] train-error:0.154062
## [72] train-error:0.156863
## [73] train-error:0.170868
## [74] train-error:0.162465
## [75] train-error:0.170868
## [76] train-error:0.165266
## [77] train-error:0.165266
## [78] train-error:0.162465
## [79] train-error:0.168067
## [80] train-error:0.168067
## [81] train-error:0.165266
## [82] train-error:0.168067
## [83] train-error:0.162465
## [84] train-error:0.170868
## [85] train-error:0.159664
## [86] train-error:0.170868
## [87] train-error:0.168067
## [88] train-error:0.159664
## [89] train-error:0.154062
## [90] train-error:0.159664
## [91] train-error:0.159664
## [92] train-error:0.162465
## [93] train-error:0.165266
## [94] train-error:0.154062
## [95] train-error:0.151261
## [96] train-error:0.154062
## [97] train-error:0.154062
## [98] train-error:0.156863
## [99] train-error:0.170868
## [100]    train-error:0.173669
## [101]    train-error:0.176471
## [102]    train-error:0.159664
## [103]    train-error:0.168067
## [104]    train-error:0.151261
## [105]    train-error:0.156863
## [106]    train-error:0.162465
## [107]    train-error:0.165266
## [108]    train-error:0.165266
## [109]    train-error:0.162465
## [110]    train-error:0.162465
## [111]    train-error:0.162465
## [112]    train-error:0.165266
## [113]    train-error:0.176471
## [114]    train-error:0.176471
## [115]    train-error:0.179272
## [116]    train-error:0.170868
## [117]    train-error:0.170868
## [118]    train-error:0.173669
## [119]    train-error:0.173669
## [120]    train-error:0.168067
## [121]    train-error:0.176471
## [122]    train-error:0.170868
## [123]    train-error:0.170868
## [124]    train-error:0.151261
## [125]    train-error:0.154062
## [126]    train-error:0.151261
## [127]    train-error:0.151261
## [128]    train-error:0.156863
## [129]    train-error:0.156863
## [130]    train-error:0.162465
## [131]    train-error:0.173669
## [132]    train-error:0.170868
## [133]    train-error:0.162465
## [134]    train-error:0.173669
## [135]    train-error:0.168067
## [136]    train-error:0.173669
## [137]    train-error:0.176471
## [138]    train-error:0.170868
## [139]    train-error:0.179272
## [140]    train-error:0.162465
## [141]    train-error:0.165266
## [142]    train-error:0.151261
## [143]    train-error:0.151261
## [144]    train-error:0.154062
## [145]    train-error:0.154062
## [146]    train-error:0.162465
## [147]    train-error:0.165266
## [148]    train-error:0.168067
## [149]    train-error:0.165266
## [150]    train-error:0.156863
## [151]    train-error:0.151261
## [152]    train-error:0.145658
## [153]    train-error:0.142857
## [154]    train-error:0.148459
## [155]    train-error:0.148459
## [156]    train-error:0.148459
## [157]    train-error:0.148459
## [158]    train-error:0.154062
## [159]    train-error:0.154062
## [160]    train-error:0.151261
## [161]    train-error:0.148459
## [162]    train-error:0.151261
## [163]    train-error:0.151261
## [164]    train-error:0.154062
## [165]    train-error:0.151261
## [166]    train-error:0.151261
## [167]    train-error:0.156863
## [168]    train-error:0.148459
## [169]    train-error:0.154062
## [170]    train-error:0.151261
## [171]    train-error:0.159664
## [172]    train-error:0.151261
## [173]    train-error:0.156863
## [174]    train-error:0.156863
## [175]    train-error:0.151261
## [176]    train-error:0.151261
## [177]    train-error:0.162465
## [178]    train-error:0.148459
## [179]    train-error:0.145658
## [180]    train-error:0.159664
## [181]    train-error:0.145658
## [182]    train-error:0.156863
## [183]    train-error:0.148459
## [184]    train-error:0.151261
## [185]    train-error:0.154062
## [186]    train-error:0.162465
## [187]    train-error:0.162465
## [188]    train-error:0.154062
## [189]    train-error:0.151261
## [190]    train-error:0.154062
## [191]    train-error:0.162465
## [192]    train-error:0.151261
## [193]    train-error:0.148459
## [194]    train-error:0.154062
## [195]    train-error:0.148459
## [196]    train-error:0.151261
## [197]    train-error:0.156863
## [198]    train-error:0.154062
## [199]    train-error:0.162465
## [200]    train-error:0.156863
## [201]    train-error:0.159664
## [202]    train-error:0.159664
## [203]    train-error:0.159664
## [204]    train-error:0.162465
## [205]    train-error:0.162465
## [206]    train-error:0.154062
## [207]    train-error:0.156863
## [208]    train-error:0.154062
## [209]    train-error:0.154062
## [210]    train-error:0.159664
## [211]    train-error:0.162465
## [212]    train-error:0.156863
## [213]    train-error:0.156863
## [214]    train-error:0.156863
## [215]    train-error:0.154062
## [216]    train-error:0.162465
## [217]    train-error:0.159664
## [218]    train-error:0.168067
## [219]    train-error:0.159664
## [220]    train-error:0.159664
## [221]    train-error:0.162465
## [222]    train-error:0.165266
## [223]    train-error:0.159664
## [224]    train-error:0.162465
## [225]    train-error:0.162465
## [226]    train-error:0.162465
## [227]    train-error:0.159664
## [228]    train-error:0.156863
## [229]    train-error:0.156863
## [230]    train-error:0.151261
## [231]    train-error:0.156863
## [232]    train-error:0.154062
## [233]    train-error:0.156863
## [234]    train-error:0.159664
## [235]    train-error:0.156863
## [236]    train-error:0.156863
## [237]    train-error:0.162465
## [238]    train-error:0.156863
## [239]    train-error:0.156863
## [240]    train-error:0.156863
## [241]    train-error:0.162465
## [242]    train-error:0.156863
## [243]    train-error:0.156863
## [244]    train-error:0.151261
## [245]    train-error:0.154062
## [246]    train-error:0.151261
## [247]    train-error:0.156863
## [248]    train-error:0.154062
## [249]    train-error:0.156863
## [250]    train-error:0.156863
## [251]    train-error:0.151261
## [252]    train-error:0.142857
## [253]    train-error:0.145658
## [254]    train-error:0.156863
## [255]    train-error:0.151261
## [256]    train-error:0.156863
## [257]    train-error:0.151261
## [258]    train-error:0.159664
## [259]    train-error:0.156863
## [260]    train-error:0.145658
## [261]    train-error:0.156863
## [262]    train-error:0.154062
## [263]    train-error:0.156863
## [264]    train-error:0.154062
## [265]    train-error:0.148459
## [266]    train-error:0.151261
## [267]    train-error:0.159664
## [268]    train-error:0.154062
## [269]    train-error:0.162465
## [270]    train-error:0.159664
## [271]    train-error:0.154062
## [272]    train-error:0.145658
## [273]    train-error:0.151261
## [274]    train-error:0.151261
## [275]    train-error:0.151261
## [276]    train-error:0.159664
## [277]    train-error:0.148459
## [278]    train-error:0.159664
## [279]    train-error:0.162465
## [280]    train-error:0.162465
## [281]    train-error:0.162465
## [282]    train-error:0.156863
## [283]    train-error:0.156863
## [284]    train-error:0.156863
## [285]    train-error:0.151261
## [286]    train-error:0.151261
## [287]    train-error:0.148459
## [288]    train-error:0.137255
## [289]    train-error:0.140056
## [290]    train-error:0.142857
## [291]    train-error:0.148459
## [292]    train-error:0.148459
## [293]    train-error:0.148459
## [294]    train-error:0.159664
## [295]    train-error:0.156863
## [296]    train-error:0.154062
## [297]    train-error:0.159664
## [298]    train-error:0.159664
## [299]    train-error:0.159664
## [300]    train-error:0.156863
## [301]    train-error:0.148459
## [302]    train-error:0.154062
## [303]    train-error:0.148459
## [304]    train-error:0.154062
## [305]    train-error:0.145658
## [306]    train-error:0.145658
## [307]    train-error:0.154062
## [308]    train-error:0.140056
## [309]    train-error:0.145658
## [310]    train-error:0.148459
## [311]    train-error:0.148459
## [312]    train-error:0.151261
## [313]    train-error:0.151261
## [314]    train-error:0.145658
## [315]    train-error:0.145658
## [316]    train-error:0.142857
## [317]    train-error:0.140056
## [318]    train-error:0.151261
## [319]    train-error:0.154062
## [320]    train-error:0.142857
## [321]    train-error:0.148459
## [322]    train-error:0.145658
## [323]    train-error:0.145658
## [324]    train-error:0.145658
## [325]    train-error:0.151261
## [326]    train-error:0.145658
## [327]    train-error:0.145658
## [328]    train-error:0.137255
## [329]    train-error:0.140056
## [330]    train-error:0.145658
## [331]    train-error:0.145658
## [332]    train-error:0.145658
## [333]    train-error:0.137255
## [334]    train-error:0.140056
## [335]    train-error:0.145658
## [336]    train-error:0.137255
## [337]    train-error:0.137255
## [338]    train-error:0.137255
## [339]    train-error:0.137255
## [340]    train-error:0.140056
## [341]    train-error:0.137255
## [342]    train-error:0.148459
## [343]    train-error:0.142857
## [344]    train-error:0.140056
## [345]    train-error:0.154062
## [346]    train-error:0.148459
## [347]    train-error:0.140056
## [348]    train-error:0.151261
## [349]    train-error:0.151261
## [350]    train-error:0.148459
## [351]    train-error:0.154062
## [352]    train-error:0.151261
## [353]    train-error:0.148459
## [354]    train-error:0.140056
## [355]    train-error:0.154062
## [356]    train-error:0.154062
## [357]    train-error:0.151261
## [358]    train-error:0.151261
## [359]    train-error:0.154062
## [360]    train-error:0.154062
## [361]    train-error:0.145658
## [362]    train-error:0.145658
## [363]    train-error:0.145658
## [364]    train-error:0.145658
## [365]    train-error:0.145658
## [366]    train-error:0.142857
## [367]    train-error:0.140056
## [368]    train-error:0.145658
## [369]    train-error:0.142857
## [370]    train-error:0.145658
## [371]    train-error:0.142857
## [372]    train-error:0.142857
## [373]    train-error:0.142857
## [374]    train-error:0.142857
## [375]    train-error:0.142857
## [376]    train-error:0.145658
## [377]    train-error:0.134454
## [0]  train-error:0.218487
## [1]  train-error:0.226891
## [2]  train-error:0.215686
## [3]  train-error:0.215686
## [4]  train-error:0.218487
## [5]  train-error:0.215686
## [6]  train-error:0.215686
## [7]  train-error:0.226891
## [8]  train-error:0.210084
## [9]  train-error:0.212885
## [10] train-error:0.215686
## [11] train-error:0.212885
## [12] train-error:0.215686
## [13] train-error:0.212885
## [14] train-error:0.212885
## [15] train-error:0.224090
## [16] train-error:0.215686
## [17] train-error:0.221289
## [18] train-error:0.210084
## [19] train-error:0.221289
## [20] train-error:0.218487
## [21] train-error:0.212885
## [22] train-error:0.218487
## [23] train-error:0.210084
## [24] train-error:0.212885
## [25] train-error:0.207283
## [26] train-error:0.210084
## [27] train-error:0.204482
## [28] train-error:0.207283
## [29] train-error:0.207283
## [30] train-error:0.198880
## [31] train-error:0.198880
## [32] train-error:0.190476
## [33] train-error:0.184874
## [34] train-error:0.196078
## [35] train-error:0.198880
## [36] train-error:0.187675
## [37] train-error:0.196078
## [38] train-error:0.196078
## [39] train-error:0.193277
## [40] train-error:0.193277
## [41] train-error:0.196078
## [42] train-error:0.198880
## [43] train-error:0.184874
## [44] train-error:0.193277
## [45] train-error:0.190476
## [46] train-error:0.193277
## [47] train-error:0.190476
## [48] train-error:0.190476
## [49] train-error:0.198880
## [50] train-error:0.187675
## [51] train-error:0.193277
## [52] train-error:0.190476
## [53] train-error:0.187675
## [54] train-error:0.198880
## [55] train-error:0.198880
## [56] train-error:0.198880
## [57] train-error:0.198880
## [58] train-error:0.196078
## [59] train-error:0.193277
## [60] train-error:0.198880
## [61] train-error:0.184874
## [62] train-error:0.196078
## [63] train-error:0.193277
## [64] train-error:0.204482
## [65] train-error:0.198880
## [66] train-error:0.201681
## [67] train-error:0.198880
## [68] train-error:0.190476
## [69] train-error:0.193277
## [70] train-error:0.198880
## [71] train-error:0.190476
## [72] train-error:0.190476
## [73] train-error:0.190476
## [74] train-error:0.190476
## [75] train-error:0.190476
## [76] train-error:0.198880
## [77] train-error:0.187675
## [78] train-error:0.190476
## [79] train-error:0.198880
## [80] train-error:0.179272
## [81] train-error:0.190476
## [82] train-error:0.187675
## [83] train-error:0.176471
## [84] train-error:0.179272
## [85] train-error:0.179272
## [86] train-error:0.190476
## [87] train-error:0.176471
## [88] train-error:0.179272
## [89] train-error:0.182073
## [90] train-error:0.182073
## [91] train-error:0.182073
## [92] train-error:0.187675
## [93] train-error:0.184874
## [94] train-error:0.179272
## [95] train-error:0.176471
## [96] train-error:0.182073
## [97] train-error:0.187675
## [98] train-error:0.176471
## [99] train-error:0.170868
## [100]    train-error:0.176471
## [101]    train-error:0.179272
## [102]    train-error:0.187675
## [103]    train-error:0.176471
## [104]    train-error:0.184874
## [105]    train-error:0.170868
## [106]    train-error:0.182073
## [107]    train-error:0.176471
## [108]    train-error:0.173669
## [109]    train-error:0.179272
## [110]    train-error:0.182073
## [111]    train-error:0.182073
## [112]    train-error:0.182073
## [113]    train-error:0.184874
## [114]    train-error:0.187675
## [115]    train-error:0.184874
## [116]    train-error:0.176471
## [117]    train-error:0.176471
## [118]    train-error:0.176471
## [119]    train-error:0.184874
## [120]    train-error:0.184874
## [121]    train-error:0.182073
## [122]    train-error:0.184874
## [123]    train-error:0.190476
## [124]    train-error:0.184874
## [125]    train-error:0.179272
## [126]    train-error:0.176471
## [127]    train-error:0.170868
## [128]    train-error:0.176471
## [129]    train-error:0.176471
## [130]    train-error:0.182073
## [131]    train-error:0.173669
## [132]    train-error:0.170868
## [133]    train-error:0.182073
## [134]    train-error:0.176471
## [135]    train-error:0.179272
## [136]    train-error:0.182073
## [137]    train-error:0.184874
## [138]    train-error:0.182073
## [139]    train-error:0.182073
## [140]    train-error:0.176471
## [141]    train-error:0.179272
## [142]    train-error:0.182073
## [143]    train-error:0.173669
## [144]    train-error:0.179272
## [145]    train-error:0.182073
## [146]    train-error:0.173669
## [147]    train-error:0.179272
## [148]    train-error:0.173669
## [149]    train-error:0.190476
## [150]    train-error:0.184874
## [151]    train-error:0.187675
## [152]    train-error:0.190476
## [153]    train-error:0.176471
## [154]    train-error:0.179272
## [155]    train-error:0.182073
## [156]    train-error:0.176471
## [157]    train-error:0.179272
## [158]    train-error:0.162465
## [159]    train-error:0.173669
## [160]    train-error:0.173669
## [161]    train-error:0.170868
## [162]    train-error:0.173669
## [163]    train-error:0.168067
## [164]    train-error:0.173669
## [165]    train-error:0.168067
## [166]    train-error:0.170868
## [167]    train-error:0.156863
## [168]    train-error:0.165266
## [169]    train-error:0.165266
## [170]    train-error:0.170868
## [171]    train-error:0.170868
## [172]    train-error:0.170868
## [173]    train-error:0.168067
## [174]    train-error:0.173669
## [175]    train-error:0.173669
## [176]    train-error:0.179272
## [177]    train-error:0.179272
## [178]    train-error:0.173669
## [179]    train-error:0.176471
## [180]    train-error:0.170868
## [181]    train-error:0.173669
## [182]    train-error:0.173669
## [183]    train-error:0.179272
## [184]    train-error:0.187675
## [185]    train-error:0.187675
## [186]    train-error:0.170868
## [187]    train-error:0.170868
## [188]    train-error:0.159664
## [189]    train-error:0.162465
## [190]    train-error:0.165266
## [191]    train-error:0.176471
## [192]    train-error:0.151261
## [193]    train-error:0.159664
## [194]    train-error:0.162465
## [195]    train-error:0.156863
## [196]    train-error:0.162465
## [197]    train-error:0.165266
## [198]    train-error:0.165266
## [199]    train-error:0.165266
## [200]    train-error:0.170868
## [201]    train-error:0.162465
## [202]    train-error:0.159664
## [203]    train-error:0.170868
## [204]    train-error:0.159664
## [205]    train-error:0.162465
## [206]    train-error:0.168067
## [207]    train-error:0.168067
## [208]    train-error:0.170868
## [209]    train-error:0.170868
## [210]    train-error:0.170868
## [211]    train-error:0.168067
## [212]    train-error:0.182073
## [213]    train-error:0.162465
## [214]    train-error:0.162465
## [215]    train-error:0.156863
## [216]    train-error:0.165266
## [217]    train-error:0.159664
## [218]    train-error:0.159664
## [219]    train-error:0.165266
## [220]    train-error:0.162465
## [221]    train-error:0.159664
## [222]    train-error:0.159664
## [223]    train-error:0.159664
## [224]    train-error:0.159664
## [225]    train-error:0.159664
## [226]    train-error:0.154062
## [227]    train-error:0.156863
## [228]    train-error:0.165266
## [229]    train-error:0.162465
## [230]    train-error:0.165266
## [231]    train-error:0.170868
## [232]    train-error:0.165266
## [233]    train-error:0.165266
## [234]    train-error:0.159664
## [235]    train-error:0.154062
## [236]    train-error:0.165266
## [237]    train-error:0.162465
## [238]    train-error:0.165266
## [239]    train-error:0.159664
## [240]    train-error:0.159664
## [241]    train-error:0.156863
## [242]    train-error:0.154062
## [243]    train-error:0.159664
## [244]    train-error:0.156863
## [245]    train-error:0.165266
## [246]    train-error:0.156863
## [247]    train-error:0.168067
## [248]    train-error:0.156863
## [249]    train-error:0.170868
## [250]    train-error:0.176471
## [251]    train-error:0.179272
## [252]    train-error:0.182073
## [253]    train-error:0.184874
## [254]    train-error:0.182073
## [255]    train-error:0.173669
## [256]    train-error:0.182073
## [257]    train-error:0.179272
## [258]    train-error:0.176471
## [259]    train-error:0.176471
## [260]    train-error:0.173669
## [261]    train-error:0.173669
## [262]    train-error:0.165266
## [263]    train-error:0.165266
## [264]    train-error:0.162465
## [265]    train-error:0.165266
## [266]    train-error:0.176471
## [267]    train-error:0.173669
## [268]    train-error:0.173669
## [269]    train-error:0.156863
## [270]    train-error:0.170868
## [271]    train-error:0.170868
## [272]    train-error:0.165266
## [273]    train-error:0.168067
## [274]    train-error:0.156863
## [275]    train-error:0.162465
## [276]    train-error:0.162465
## [277]    train-error:0.168067
## [278]    train-error:0.165266
## [279]    train-error:0.162465
## [280]    train-error:0.170868
## [281]    train-error:0.159664
## [282]    train-error:0.159664
## [283]    train-error:0.154062
## [284]    train-error:0.168067
## [285]    train-error:0.162465
## [286]    train-error:0.159664
## [287]    train-error:0.151261
## [288]    train-error:0.162465
## [289]    train-error:0.162465
## [290]    train-error:0.156863
## [291]    train-error:0.156863
## [292]    train-error:0.156863
## [293]    train-error:0.162465
## [294]    train-error:0.148459
## [295]    train-error:0.154062
## [296]    train-error:0.154062
## [297]    train-error:0.156863
## [298]    train-error:0.156863
## [299]    train-error:0.151261
## [300]    train-error:0.156863
## [301]    train-error:0.156863
## [302]    train-error:0.151261
## [303]    train-error:0.151261
## [304]    train-error:0.151261
## [305]    train-error:0.159664
## [306]    train-error:0.165266
## [307]    train-error:0.154062
## [308]    train-error:0.156863
## [309]    train-error:0.145658
## [310]    train-error:0.145658
## [311]    train-error:0.148459
## [312]    train-error:0.148459
## [313]    train-error:0.148459
## [314]    train-error:0.154062
## [315]    train-error:0.156863
## [316]    train-error:0.151261
## [317]    train-error:0.156863
## [318]    train-error:0.137255
## [319]    train-error:0.145658
## [320]    train-error:0.142857
## [321]    train-error:0.145658
## [322]    train-error:0.142857
## [323]    train-error:0.142857
## [324]    train-error:0.140056
## [325]    train-error:0.140056
## [326]    train-error:0.156863
## [327]    train-error:0.151261
## [328]    train-error:0.154062
## [329]    train-error:0.154062
## [330]    train-error:0.154062
## [331]    train-error:0.154062
## [332]    train-error:0.148459
## [333]    train-error:0.156863
## [334]    train-error:0.154062
## [335]    train-error:0.156863
## [336]    train-error:0.156863
## [337]    train-error:0.154062
## [338]    train-error:0.151261
## [339]    train-error:0.154062
## [340]    train-error:0.159664
## [341]    train-error:0.151261
## [342]    train-error:0.162465
## [343]    train-error:0.170868
## [344]    train-error:0.156863
## [345]    train-error:0.156863
## [346]    train-error:0.156863
## [347]    train-error:0.145658
## [348]    train-error:0.151261
## [349]    train-error:0.165266
## [350]    train-error:0.154062
## [351]    train-error:0.165266
## [352]    train-error:0.156863
## [353]    train-error:0.154062
## [354]    train-error:0.156863
## [355]    train-error:0.154062
## [356]    train-error:0.156863
## [357]    train-error:0.156863
## [358]    train-error:0.154062
## [359]    train-error:0.159664
## [360]    train-error:0.159664
## [361]    train-error:0.154062
## [362]    train-error:0.151261
## [363]    train-error:0.154062
## [364]    train-error:0.154062
## [365]    train-error:0.137255
## [366]    train-error:0.140056
## [367]    train-error:0.137255
## [368]    train-error:0.134454
## [369]    train-error:0.137255
## [370]    train-error:0.137255
## [371]    train-error:0.145658
## [372]    train-error:0.154062
## [373]    train-error:0.151261
## [374]    train-error:0.145658
## [375]    train-error:0.142857
## [376]    train-error:0.148459
## [377]    train-error:0.145658
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.203911
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.203911
## [8]  train-error:0.203911
## [9]  train-error:0.192737
## [10] train-error:0.206704
## [11] train-error:0.198324
## [12] train-error:0.189944
## [13] train-error:0.187151
## [14] train-error:0.192737
## [15] train-error:0.195531
## [16] train-error:0.203911
## [17] train-error:0.212290
## [18] train-error:0.181564
## [19] train-error:0.178771
## [20] train-error:0.198324
## [21] train-error:0.187151
## [22] train-error:0.201117
## [23] train-error:0.198324
## [24] train-error:0.201117
## [25] train-error:0.201117
## [26] train-error:0.187151
## [27] train-error:0.178771
## [28] train-error:0.184358
## [29] train-error:0.189944
## [30] train-error:0.181564
## [31] train-error:0.189944
## [32] train-error:0.173184
## [33] train-error:0.173184
## [34] train-error:0.170391
## [35] train-error:0.170391
## [36] train-error:0.173184
## [37] train-error:0.175978
## [38] train-error:0.173184
## [39] train-error:0.170391
## [40] train-error:0.175978
## [41] train-error:0.173184
## [42] train-error:0.170391
## [43] train-error:0.170391
## [44] train-error:0.170391
## [45] train-error:0.178771
## [46] train-error:0.167598
## [47] train-error:0.173184
## [48] train-error:0.175978
## [49] train-error:0.192737
## [50] train-error:0.175978
## [51] train-error:0.181564
## [52] train-error:0.184358
## [53] train-error:0.195531
## [54] train-error:0.187151
## [55] train-error:0.198324
## [56] train-error:0.198324
## [57] train-error:0.178771
## [58] train-error:0.184358
## [59] train-error:0.181564
## [60] train-error:0.173184
## [61] train-error:0.184358
## [62] train-error:0.173184
## [63] train-error:0.192737
## [64] train-error:0.189944
## [65] train-error:0.187151
## [66] train-error:0.201117
## [67] train-error:0.201117
## [68] train-error:0.187151
## [69] train-error:0.189944
## [70] train-error:0.192737
## [71] train-error:0.184358
## [72] train-error:0.192737
## [73] train-error:0.192737
## [74] train-error:0.192737
## [75] train-error:0.189944
## [76] train-error:0.184358
## [77] train-error:0.189944
## [78] train-error:0.181564
## [79] train-error:0.187151
## [80] train-error:0.195531
## [81] train-error:0.198324
## [82] train-error:0.189944
## [83] train-error:0.181564
## [84] train-error:0.181564
## [85] train-error:0.187151
## [86] train-error:0.173184
## [87] train-error:0.181564
## [88] train-error:0.170391
## [89] train-error:0.181564
## [90] train-error:0.187151
## [91] train-error:0.178771
## [92] train-error:0.187151
## [93] train-error:0.189944
## [94] train-error:0.187151
## [95] train-error:0.184358
## [96] train-error:0.184358
## [97] train-error:0.184358
## [98] train-error:0.192737
## [99] train-error:0.181564
## [100]    train-error:0.181564
## [101]    train-error:0.181564
## [102]    train-error:0.187151
## [103]    train-error:0.181564
## [104]    train-error:0.178771
## [105]    train-error:0.175978
## [106]    train-error:0.181564
## [107]    train-error:0.195531
## [108]    train-error:0.198324
## [109]    train-error:0.178771
## [110]    train-error:0.181564
## [111]    train-error:0.189944
## [112]    train-error:0.181564
## [113]    train-error:0.184358
## [114]    train-error:0.184358
## [115]    train-error:0.175978
## [116]    train-error:0.192737
## [117]    train-error:0.184358
## [118]    train-error:0.187151
## [119]    train-error:0.178771
## [120]    train-error:0.175978
## [121]    train-error:0.175978
## [122]    train-error:0.175978
## [123]    train-error:0.173184
## [124]    train-error:0.175978
## [125]    train-error:0.181564
## [126]    train-error:0.173184
## [127]    train-error:0.178771
## [128]    train-error:0.175978
## [129]    train-error:0.173184
## [130]    train-error:0.164804
## [131]    train-error:0.175978
## [132]    train-error:0.175978
## [133]    train-error:0.170391
## [134]    train-error:0.164804
## [135]    train-error:0.175978
## [136]    train-error:0.189944
## [137]    train-error:0.178771
## [138]    train-error:0.178771
## [139]    train-error:0.178771
## [140]    train-error:0.187151
## [141]    train-error:0.184358
## [142]    train-error:0.195531
## [143]    train-error:0.187151
## [144]    train-error:0.184358
## [145]    train-error:0.184358
## [146]    train-error:0.189944
## [147]    train-error:0.189944
## [148]    train-error:0.189944
## [149]    train-error:0.184358
## [150]    train-error:0.184358
## [151]    train-error:0.189944
## [152]    train-error:0.187151
## [153]    train-error:0.181564
## [154]    train-error:0.175978
## [155]    train-error:0.178771
## [156]    train-error:0.178771
## [157]    train-error:0.175978
## [158]    train-error:0.181564
## [159]    train-error:0.173184
## [160]    train-error:0.173184
## [161]    train-error:0.178771
## [162]    train-error:0.192737
## [163]    train-error:0.181564
## [164]    train-error:0.173184
## [165]    train-error:0.178771
## [166]    train-error:0.175978
## [167]    train-error:0.170391
## [168]    train-error:0.184358
## [169]    train-error:0.184358
## [170]    train-error:0.178771
## [171]    train-error:0.178771
## [172]    train-error:0.181564
## [173]    train-error:0.192737
## [174]    train-error:0.184358
## [175]    train-error:0.187151
## [176]    train-error:0.184358
## [177]    train-error:0.184358
## [178]    train-error:0.181564
## [179]    train-error:0.181564
## [180]    train-error:0.181564
## [181]    train-error:0.173184
## [182]    train-error:0.187151
## [183]    train-error:0.181564
## [184]    train-error:0.178771
## [185]    train-error:0.178771
## [186]    train-error:0.178771
## [187]    train-error:0.195531
## [188]    train-error:0.178771
## [189]    train-error:0.173184
## [190]    train-error:0.178771
## [191]    train-error:0.170391
## [192]    train-error:0.170391
## [193]    train-error:0.170391
## [194]    train-error:0.173184
## [195]    train-error:0.178771
## [196]    train-error:0.184358
## [197]    train-error:0.181564
## [198]    train-error:0.170391
## [199]    train-error:0.167598
## [200]    train-error:0.162011
## [201]    train-error:0.167598
## [202]    train-error:0.167598
## [203]    train-error:0.167598
## [204]    train-error:0.167598
## [205]    train-error:0.156425
## [206]    train-error:0.178771
## [207]    train-error:0.164804
## [208]    train-error:0.175978
## [209]    train-error:0.167598
## [210]    train-error:0.173184
## [211]    train-error:0.170391
## [212]    train-error:0.162011
## [213]    train-error:0.178771
## [214]    train-error:0.184358
## [215]    train-error:0.184358
## [216]    train-error:0.167598
## [217]    train-error:0.164804
## [218]    train-error:0.167598
## [219]    train-error:0.175978
## [220]    train-error:0.178771
## [221]    train-error:0.178771
## [222]    train-error:0.181564
## [223]    train-error:0.175978
## [224]    train-error:0.170391
## [225]    train-error:0.167598
## [226]    train-error:0.170391
## [227]    train-error:0.175978
## [228]    train-error:0.175978
## [229]    train-error:0.175978
## [230]    train-error:0.178771
## [231]    train-error:0.178771
## [232]    train-error:0.170391
## [233]    train-error:0.184358
## [234]    train-error:0.167598
## [235]    train-error:0.175978
## [236]    train-error:0.167598
## [237]    train-error:0.178771
## [238]    train-error:0.189944
## [239]    train-error:0.178771
## [240]    train-error:0.175978
## [241]    train-error:0.181564
## [242]    train-error:0.164804
## [243]    train-error:0.178771
## [244]    train-error:0.178771
## [245]    train-error:0.181564
## [246]    train-error:0.170391
## [247]    train-error:0.170391
## [248]    train-error:0.178771
## [249]    train-error:0.184358
## [250]    train-error:0.178771
## [251]    train-error:0.164804
## [252]    train-error:0.162011
## [253]    train-error:0.162011
## [254]    train-error:0.184358
## [255]    train-error:0.184358
## [256]    train-error:0.164804
## [257]    train-error:0.178771
## [258]    train-error:0.173184
## [259]    train-error:0.170391
## [260]    train-error:0.173184
## [261]    train-error:0.175978
## [262]    train-error:0.173184
## [263]    train-error:0.181564
## [264]    train-error:0.178771
## [265]    train-error:0.184358
## [266]    train-error:0.181564
## [267]    train-error:0.164804
## [268]    train-error:0.181564
## [269]    train-error:0.192737
## [270]    train-error:0.178771
## [271]    train-error:0.181564
## [272]    train-error:0.189944
## [273]    train-error:0.187151
## [274]    train-error:0.181564
## [275]    train-error:0.173184
## [276]    train-error:0.167598
## [277]    train-error:0.184358
## [278]    train-error:0.178771
## [279]    train-error:0.178771
## [280]    train-error:0.175978
## [281]    train-error:0.181564
## [282]    train-error:0.178771
## [283]    train-error:0.175978
## [284]    train-error:0.175978
## [285]    train-error:0.162011
## [286]    train-error:0.159218
## [287]    train-error:0.159218
## [288]    train-error:0.164804
## [289]    train-error:0.159218
## [290]    train-error:0.159218
## [291]    train-error:0.162011
## [292]    train-error:0.159218
## [293]    train-error:0.175978
## [294]    train-error:0.167598
## [295]    train-error:0.170391
## [296]    train-error:0.173184
## [297]    train-error:0.167598
## [298]    train-error:0.167598
## [299]    train-error:0.167598
## [300]    train-error:0.175978
## [301]    train-error:0.173184
## [302]    train-error:0.164804
## [303]    train-error:0.173184
## [304]    train-error:0.170391
## [305]    train-error:0.170391
## [306]    train-error:0.181564
## [307]    train-error:0.170391
## [308]    train-error:0.181564
## [309]    train-error:0.167598
## [310]    train-error:0.167598
## [311]    train-error:0.164804
## [312]    train-error:0.173184
## [313]    train-error:0.159218
## [314]    train-error:0.167598
## [315]    train-error:0.164804
## [316]    train-error:0.167598
## [317]    train-error:0.170391
## [318]    train-error:0.173184
## [319]    train-error:0.181564
## [320]    train-error:0.178771
## [321]    train-error:0.184358
## [322]    train-error:0.178771
## [323]    train-error:0.175978
## [324]    train-error:0.175978
## [325]    train-error:0.181564
## [326]    train-error:0.175978
## [327]    train-error:0.189944
## [328]    train-error:0.175978
## [329]    train-error:0.184358
## [330]    train-error:0.181564
## [331]    train-error:0.195531
## [332]    train-error:0.175978
## [333]    train-error:0.175978
## [334]    train-error:0.167598
## [335]    train-error:0.192737
## [336]    train-error:0.187151
## [337]    train-error:0.187151
## [338]    train-error:0.187151
## [339]    train-error:0.189944
## [340]    train-error:0.187151
## [341]    train-error:0.187151
## [342]    train-error:0.184358
## [343]    train-error:0.187151
## [344]    train-error:0.184358
## [345]    train-error:0.181564
## [346]    train-error:0.187151
## [347]    train-error:0.178771
## [348]    train-error:0.175978
## [349]    train-error:0.173184
## [350]    train-error:0.187151
## [351]    train-error:0.184358
## [352]    train-error:0.173184
## [353]    train-error:0.175978
## [354]    train-error:0.187151
## [355]    train-error:0.178771
## [356]    train-error:0.173184
## [357]    train-error:0.175978
## [358]    train-error:0.184358
## [359]    train-error:0.175978
## [360]    train-error:0.175978
## [361]    train-error:0.175978
## [362]    train-error:0.175978
## [363]    train-error:0.175978
## [0]  train-error:0.352941
## [1]  train-error:0.252101
## [2]  train-error:0.204482
## [3]  train-error:0.212885
## [4]  train-error:0.182073
## [5]  train-error:0.187675
## [6]  train-error:0.182073
## [7]  train-error:0.184874
## [8]  train-error:0.184874
## [9]  train-error:0.187675
## [10] train-error:0.184874
## [11] train-error:0.187675
## [12] train-error:0.187675
## [13] train-error:0.184874
## [14] train-error:0.190476
## [15] train-error:0.198880
## [16] train-error:0.196078
## [17] train-error:0.184874
## [18] train-error:0.196078
## [19] train-error:0.198880
## [20] train-error:0.196078
## [21] train-error:0.190476
## [22] train-error:0.184874
## [23] train-error:0.182073
## [24] train-error:0.182073
## [25] train-error:0.179272
## [26] train-error:0.182073
## [27] train-error:0.184874
## [28] train-error:0.170868
## [29] train-error:0.179272
## [30] train-error:0.187675
## [31] train-error:0.170868
## [32] train-error:0.179272
## [33] train-error:0.176471
## [34] train-error:0.170868
## [35] train-error:0.179272
## [36] train-error:0.179272
## [37] train-error:0.176471
## [38] train-error:0.176471
## [39] train-error:0.173669
## [40] train-error:0.170868
## [41] train-error:0.170868
## [42] train-error:0.168067
## [43] train-error:0.168067
## [44] train-error:0.173669
## [45] train-error:0.173669
## [46] train-error:0.182073
## [47] train-error:0.170868
## [48] train-error:0.170868
## [49] train-error:0.168067
## [50] train-error:0.168067
## [51] train-error:0.173669
## [52] train-error:0.176471
## [53] train-error:0.168067
## [54] train-error:0.176471
## [55] train-error:0.173669
## [56] train-error:0.179272
## [57] train-error:0.179272
## [58] train-error:0.179272
## [59] train-error:0.179272
## [60] train-error:0.173669
## [61] train-error:0.156863
## [62] train-error:0.162465
## [63] train-error:0.154062
## [64] train-error:0.165266
## [65] train-error:0.165266
## [66] train-error:0.159664
## [67] train-error:0.165266
## [68] train-error:0.168067
## [69] train-error:0.159664
## [70] train-error:0.165266
## [71] train-error:0.162465
## [72] train-error:0.170868
## [73] train-error:0.168067
## [74] train-error:0.165266
## [75] train-error:0.151261
## [76] train-error:0.173669
## [77] train-error:0.168067
## [78] train-error:0.173669
## [79] train-error:0.159664
## [80] train-error:0.151261
## [81] train-error:0.154062
## [82] train-error:0.151261
## [83] train-error:0.170868
## [84] train-error:0.159664
## [85] train-error:0.165266
## [86] train-error:0.165266
## [87] train-error:0.165266
## [88] train-error:0.159664
## [89] train-error:0.159664
## [90] train-error:0.159664
## [91] train-error:0.165266
## [92] train-error:0.159664
## [93] train-error:0.156863
## [94] train-error:0.170868
## [95] train-error:0.170868
## [96] train-error:0.168067
## [97] train-error:0.176471
## [98] train-error:0.168067
## [99] train-error:0.159664
## [100]    train-error:0.162465
## [101]    train-error:0.168067
## [102]    train-error:0.165266
## [103]    train-error:0.154062
## [104]    train-error:0.165266
## [105]    train-error:0.156863
## [106]    train-error:0.156863
## [107]    train-error:0.170868
## [108]    train-error:0.156863
## [109]    train-error:0.156863
## [110]    train-error:0.156863
## [111]    train-error:0.168067
## [112]    train-error:0.162465
## [113]    train-error:0.162465
## [114]    train-error:0.168067
## [115]    train-error:0.168067
## [116]    train-error:0.159664
## [117]    train-error:0.154062
## [118]    train-error:0.156863
## [119]    train-error:0.159664
## [120]    train-error:0.162465
## [121]    train-error:0.162465
## [122]    train-error:0.156863
## [123]    train-error:0.162465
## [124]    train-error:0.168067
## [125]    train-error:0.165266
## [126]    train-error:0.165266
## [127]    train-error:0.165266
## [128]    train-error:0.170868
## [129]    train-error:0.165266
## [130]    train-error:0.168067
## [131]    train-error:0.168067
## [132]    train-error:0.159664
## [133]    train-error:0.165266
## [134]    train-error:0.170868
## [135]    train-error:0.173669
## [136]    train-error:0.162465
## [137]    train-error:0.168067
## [138]    train-error:0.168067
## [139]    train-error:0.170868
## [140]    train-error:0.162465
## [141]    train-error:0.156863
## [142]    train-error:0.159664
## [143]    train-error:0.162465
## [144]    train-error:0.159664
## [145]    train-error:0.156863
## [146]    train-error:0.162465
## [147]    train-error:0.162465
## [148]    train-error:0.156863
## [149]    train-error:0.156863
## [150]    train-error:0.148459
## [151]    train-error:0.151261
## [152]    train-error:0.156863
## [153]    train-error:0.159664
## [154]    train-error:0.159664
## [155]    train-error:0.156863
## [156]    train-error:0.156863
## [157]    train-error:0.162465
## [158]    train-error:0.159664
## [159]    train-error:0.159664
## [160]    train-error:0.156863
## [161]    train-error:0.156863
## [162]    train-error:0.154062
## [163]    train-error:0.156863
## [164]    train-error:0.156863
## [165]    train-error:0.156863
## [166]    train-error:0.159664
## [167]    train-error:0.151261
## [168]    train-error:0.156863
## [169]    train-error:0.145658
## [170]    train-error:0.145658
## [171]    train-error:0.168067
## [172]    train-error:0.156863
## [173]    train-error:0.156863
## [174]    train-error:0.156863
## [175]    train-error:0.140056
## [176]    train-error:0.156863
## [177]    train-error:0.159664
## [178]    train-error:0.159664
## [179]    train-error:0.156863
## [180]    train-error:0.176471
## [181]    train-error:0.173669
## [182]    train-error:0.165266
## [183]    train-error:0.165266
## [184]    train-error:0.165266
## [185]    train-error:0.162465
## [186]    train-error:0.165266
## [187]    train-error:0.176471
## [188]    train-error:0.159664
## [189]    train-error:0.168067
## [190]    train-error:0.165266
## [191]    train-error:0.162465
## [192]    train-error:0.165266
## [193]    train-error:0.168067
## [194]    train-error:0.168067
## [195]    train-error:0.168067
## [196]    train-error:0.168067
## [197]    train-error:0.159664
## [198]    train-error:0.162465
## [199]    train-error:0.159664
## [200]    train-error:0.159664
## [201]    train-error:0.168067
## [202]    train-error:0.168067
## [203]    train-error:0.162465
## [204]    train-error:0.162465
## [205]    train-error:0.170868
## [206]    train-error:0.170868
## [207]    train-error:0.170868
## [208]    train-error:0.165266
## [209]    train-error:0.173669
## [210]    train-error:0.168067
## [211]    train-error:0.159664
## [212]    train-error:0.162465
## [213]    train-error:0.168067
## [214]    train-error:0.162465
## [215]    train-error:0.170868
## [216]    train-error:0.170868
## [217]    train-error:0.168067
## [218]    train-error:0.162465
## [219]    train-error:0.162465
## [220]    train-error:0.165266
## [221]    train-error:0.168067
## [222]    train-error:0.165266
## [223]    train-error:0.173669
## [224]    train-error:0.173669
## [225]    train-error:0.170868
## [226]    train-error:0.168067
## [227]    train-error:0.165266
## [228]    train-error:0.165266
## [229]    train-error:0.162465
## [230]    train-error:0.154062
## [231]    train-error:0.154062
## [232]    train-error:0.156863
## [233]    train-error:0.142857
## [234]    train-error:0.154062
## [235]    train-error:0.156863
## [236]    train-error:0.159664
## [237]    train-error:0.156863
## [238]    train-error:0.156863
## [239]    train-error:0.159664
## [240]    train-error:0.159664
## [241]    train-error:0.154062
## [242]    train-error:0.154062
## [243]    train-error:0.151261
## [244]    train-error:0.162465
## [245]    train-error:0.162465
## [246]    train-error:0.165266
## [247]    train-error:0.162465
## [248]    train-error:0.162465
## [249]    train-error:0.170868
## [250]    train-error:0.176471
## [251]    train-error:0.170868
## [252]    train-error:0.170868
## [253]    train-error:0.170868
## [254]    train-error:0.168067
## [255]    train-error:0.165266
## [256]    train-error:0.159664
## [257]    train-error:0.168067
## [258]    train-error:0.168067
## [259]    train-error:0.170868
## [260]    train-error:0.165266
## [261]    train-error:0.162465
## [262]    train-error:0.168067
## [263]    train-error:0.170868
## [264]    train-error:0.162465
## [265]    train-error:0.165266
## [266]    train-error:0.165266
## [267]    train-error:0.170868
## [268]    train-error:0.168067
## [269]    train-error:0.165266
## [270]    train-error:0.165266
## [271]    train-error:0.168067
## [272]    train-error:0.165266
## [273]    train-error:0.173669
## [274]    train-error:0.159664
## [275]    train-error:0.159664
## [276]    train-error:0.162465
## [277]    train-error:0.165266
## [278]    train-error:0.165266
## [279]    train-error:0.154062
## [280]    train-error:0.156863
## [281]    train-error:0.154062
## [282]    train-error:0.151261
## [283]    train-error:0.156863
## [284]    train-error:0.159664
## [285]    train-error:0.156863
## [286]    train-error:0.156863
## [287]    train-error:0.165266
## [288]    train-error:0.165266
## [289]    train-error:0.156863
## [290]    train-error:0.156863
## [291]    train-error:0.151261
## [292]    train-error:0.154062
## [293]    train-error:0.162465
## [294]    train-error:0.159664
## [295]    train-error:0.162465
## [296]    train-error:0.151261
## [297]    train-error:0.165266
## [298]    train-error:0.159664
## [299]    train-error:0.165266
## [300]    train-error:0.156863
## [301]    train-error:0.148459
## [302]    train-error:0.148459
## [303]    train-error:0.159664
## [304]    train-error:0.165266
## [305]    train-error:0.165266
## [306]    train-error:0.165266
## [307]    train-error:0.156863
## [308]    train-error:0.154062
## [309]    train-error:0.159664
## [310]    train-error:0.162465
## [311]    train-error:0.159664
## [312]    train-error:0.156863
## [313]    train-error:0.162465
## [314]    train-error:0.165266
## [315]    train-error:0.162465
## [316]    train-error:0.159664
## [317]    train-error:0.168067
## [318]    train-error:0.151261
## [319]    train-error:0.159664
## [320]    train-error:0.165266
## [321]    train-error:0.165266
## [322]    train-error:0.156863
## [323]    train-error:0.165266
## [324]    train-error:0.156863
## [325]    train-error:0.159664
## [326]    train-error:0.165266
## [327]    train-error:0.154062
## [328]    train-error:0.159664
## [329]    train-error:0.148459
## [330]    train-error:0.159664
## [331]    train-error:0.159664
## [332]    train-error:0.159664
## [333]    train-error:0.168067
## [334]    train-error:0.159664
## [335]    train-error:0.176471
## [336]    train-error:0.156863
## [337]    train-error:0.162465
## [338]    train-error:0.154062
## [339]    train-error:0.162465
## [340]    train-error:0.165266
## [341]    train-error:0.165266
## [342]    train-error:0.173669
## [343]    train-error:0.154062
## [344]    train-error:0.156863
## [345]    train-error:0.162465
## [346]    train-error:0.176471
## [347]    train-error:0.176471
## [348]    train-error:0.162465
## [349]    train-error:0.162465
## [350]    train-error:0.162465
## [351]    train-error:0.156863
## [352]    train-error:0.162465
## [353]    train-error:0.168067
## [354]    train-error:0.162465
## [355]    train-error:0.162465
## [356]    train-error:0.154062
## [357]    train-error:0.151261
## [358]    train-error:0.151261
## [359]    train-error:0.156863
## [360]    train-error:0.156863
## [361]    train-error:0.154062
## [362]    train-error:0.154062
## [363]    train-error:0.156863
## [0]  train-error:0.218487
## [1]  train-error:0.207283
## [2]  train-error:0.215686
## [3]  train-error:0.190476
## [4]  train-error:0.196078
## [5]  train-error:0.198880
## [6]  train-error:0.187675
## [7]  train-error:0.201681
## [8]  train-error:0.193277
## [9]  train-error:0.201681
## [10] train-error:0.207283
## [11] train-error:0.193277
## [12] train-error:0.196078
## [13] train-error:0.184874
## [14] train-error:0.170868
## [15] train-error:0.170868
## [16] train-error:0.176471
## [17] train-error:0.187675
## [18] train-error:0.184874
## [19] train-error:0.193277
## [20] train-error:0.184874
## [21] train-error:0.193277
## [22] train-error:0.187675
## [23] train-error:0.190476
## [24] train-error:0.193277
## [25] train-error:0.187675
## [26] train-error:0.193277
## [27] train-error:0.176471
## [28] train-error:0.193277
## [29] train-error:0.184874
## [30] train-error:0.182073
## [31] train-error:0.196078
## [32] train-error:0.204482
## [33] train-error:0.198880
## [34] train-error:0.182073
## [35] train-error:0.173669
## [36] train-error:0.182073
## [37] train-error:0.176471
## [38] train-error:0.182073
## [39] train-error:0.179272
## [40] train-error:0.179272
## [41] train-error:0.176471
## [42] train-error:0.179272
## [43] train-error:0.173669
## [44] train-error:0.182073
## [45] train-error:0.179272
## [46] train-error:0.184874
## [47] train-error:0.176471
## [48] train-error:0.184874
## [49] train-error:0.190476
## [50] train-error:0.190476
## [51] train-error:0.179272
## [52] train-error:0.184874
## [53] train-error:0.198880
## [54] train-error:0.190476
## [55] train-error:0.193277
## [56] train-error:0.201681
## [57] train-error:0.190476
## [58] train-error:0.198880
## [59] train-error:0.176471
## [60] train-error:0.179272
## [61] train-error:0.187675
## [62] train-error:0.176471
## [63] train-error:0.176471
## [64] train-error:0.168067
## [65] train-error:0.187675
## [66] train-error:0.196078
## [67] train-error:0.170868
## [68] train-error:0.176471
## [69] train-error:0.170868
## [70] train-error:0.179272
## [71] train-error:0.179272
## [72] train-error:0.179272
## [73] train-error:0.170868
## [74] train-error:0.179272
## [75] train-error:0.176471
## [76] train-error:0.176471
## [77] train-error:0.179272
## [78] train-error:0.173669
## [79] train-error:0.176471
## [80] train-error:0.176471
## [81] train-error:0.173669
## [82] train-error:0.184874
## [83] train-error:0.170868
## [84] train-error:0.176471
## [85] train-error:0.170868
## [86] train-error:0.162465
## [87] train-error:0.170868
## [88] train-error:0.170868
## [89] train-error:0.179272
## [90] train-error:0.187675
## [91] train-error:0.184874
## [92] train-error:0.187675
## [93] train-error:0.182073
## [94] train-error:0.176471
## [95] train-error:0.187675
## [96] train-error:0.184874
## [97] train-error:0.184874
## [98] train-error:0.179272
## [99] train-error:0.184874
## [100]    train-error:0.173669
## [101]    train-error:0.182073
## [102]    train-error:0.184874
## [103]    train-error:0.179272
## [104]    train-error:0.182073
## [105]    train-error:0.182073
## [106]    train-error:0.176471
## [107]    train-error:0.179272
## [108]    train-error:0.187675
## [109]    train-error:0.184874
## [110]    train-error:0.190476
## [111]    train-error:0.193277
## [112]    train-error:0.198880
## [113]    train-error:0.196078
## [114]    train-error:0.184874
## [115]    train-error:0.173669
## [116]    train-error:0.176471
## [117]    train-error:0.182073
## [118]    train-error:0.184874
## [119]    train-error:0.184874
## [120]    train-error:0.182073
## [121]    train-error:0.170868
## [122]    train-error:0.170868
## [123]    train-error:0.184874
## [124]    train-error:0.187675
## [125]    train-error:0.193277
## [126]    train-error:0.187675
## [127]    train-error:0.184874
## [128]    train-error:0.184874
## [129]    train-error:0.184874
## [130]    train-error:0.182073
## [131]    train-error:0.168067
## [132]    train-error:0.179272
## [133]    train-error:0.179272
## [134]    train-error:0.193277
## [135]    train-error:0.196078
## [136]    train-error:0.179272
## [137]    train-error:0.176471
## [138]    train-error:0.173669
## [139]    train-error:0.187675
## [140]    train-error:0.176471
## [141]    train-error:0.184874
## [142]    train-error:0.182073
## [143]    train-error:0.162465
## [144]    train-error:0.165266
## [145]    train-error:0.176471
## [146]    train-error:0.182073
## [147]    train-error:0.173669
## [148]    train-error:0.176471
## [149]    train-error:0.179272
## [150]    train-error:0.165266
## [151]    train-error:0.170868
## [152]    train-error:0.176471
## [153]    train-error:0.173669
## [154]    train-error:0.168067
## [155]    train-error:0.170868
## [156]    train-error:0.173669
## [157]    train-error:0.184874
## [158]    train-error:0.182073
## [159]    train-error:0.182073
## [160]    train-error:0.159664
## [161]    train-error:0.170868
## [162]    train-error:0.170868
## [163]    train-error:0.170868
## [164]    train-error:0.159664
## [165]    train-error:0.156863
## [166]    train-error:0.170868
## [167]    train-error:0.179272
## [168]    train-error:0.162465
## [169]    train-error:0.162465
## [170]    train-error:0.176471
## [171]    train-error:0.162465
## [172]    train-error:0.154062
## [173]    train-error:0.182073
## [174]    train-error:0.176471
## [175]    train-error:0.182073
## [176]    train-error:0.168067
## [177]    train-error:0.162465
## [178]    train-error:0.159664
## [179]    train-error:0.168067
## [180]    train-error:0.170868
## [181]    train-error:0.151261
## [182]    train-error:0.165266
## [183]    train-error:0.170868
## [184]    train-error:0.168067
## [185]    train-error:0.145658
## [186]    train-error:0.156863
## [187]    train-error:0.159664
## [188]    train-error:0.159664
## [189]    train-error:0.156863
## [190]    train-error:0.170868
## [191]    train-error:0.159664
## [192]    train-error:0.173669
## [193]    train-error:0.165266
## [194]    train-error:0.159664
## [195]    train-error:0.162465
## [196]    train-error:0.159664
## [197]    train-error:0.159664
## [198]    train-error:0.156863
## [199]    train-error:0.159664
## [200]    train-error:0.162465
## [201]    train-error:0.176471
## [202]    train-error:0.168067
## [203]    train-error:0.168067
## [204]    train-error:0.179272
## [205]    train-error:0.168067
## [206]    train-error:0.151261
## [207]    train-error:0.176471
## [208]    train-error:0.176471
## [209]    train-error:0.176471
## [210]    train-error:0.173669
## [211]    train-error:0.173669
## [212]    train-error:0.165266
## [213]    train-error:0.170868
## [214]    train-error:0.170868
## [215]    train-error:0.182073
## [216]    train-error:0.168067
## [217]    train-error:0.170868
## [218]    train-error:0.156863
## [219]    train-error:0.159664
## [220]    train-error:0.170868
## [221]    train-error:0.156863
## [222]    train-error:0.159664
## [223]    train-error:0.156863
## [224]    train-error:0.159664
## [225]    train-error:0.154062
## [226]    train-error:0.162465
## [227]    train-error:0.165266
## [228]    train-error:0.162465
## [229]    train-error:0.151261
## [230]    train-error:0.162465
## [231]    train-error:0.165266
## [232]    train-error:0.156863
## [233]    train-error:0.176471
## [234]    train-error:0.162465
## [235]    train-error:0.145658
## [236]    train-error:0.162465
## [237]    train-error:0.165266
## [238]    train-error:0.151261
## [239]    train-error:0.154062
## [240]    train-error:0.142857
## [241]    train-error:0.145658
## [242]    train-error:0.145658
## [243]    train-error:0.142857
## [244]    train-error:0.159664
## [245]    train-error:0.176471
## [246]    train-error:0.182073
## [247]    train-error:0.168067
## [248]    train-error:0.179272
## [249]    train-error:0.170868
## [250]    train-error:0.154062
## [251]    train-error:0.162465
## [252]    train-error:0.159664
## [253]    train-error:0.165266
## [254]    train-error:0.154062
## [255]    train-error:0.165266
## [256]    train-error:0.168067
## [257]    train-error:0.162465
## [258]    train-error:0.165266
## [259]    train-error:0.179272
## [260]    train-error:0.170868
## [261]    train-error:0.182073
## [262]    train-error:0.176471
## [263]    train-error:0.170868
## [264]    train-error:0.176471
## [265]    train-error:0.184874
## [266]    train-error:0.173669
## [267]    train-error:0.170868
## [268]    train-error:0.170868
## [269]    train-error:0.159664
## [270]    train-error:0.159664
## [271]    train-error:0.170868
## [272]    train-error:0.170868
## [273]    train-error:0.173669
## [274]    train-error:0.165266
## [275]    train-error:0.162465
## [276]    train-error:0.168067
## [277]    train-error:0.162465
## [278]    train-error:0.179272
## [279]    train-error:0.170868
## [280]    train-error:0.176471
## [281]    train-error:0.165266
## [282]    train-error:0.159664
## [283]    train-error:0.165266
## [284]    train-error:0.176471
## [285]    train-error:0.165266
## [286]    train-error:0.168067
## [287]    train-error:0.190476
## [288]    train-error:0.176471
## [289]    train-error:0.179272
## [290]    train-error:0.165266
## [291]    train-error:0.165266
## [292]    train-error:0.176471
## [293]    train-error:0.176471
## [294]    train-error:0.176471
## [295]    train-error:0.179272
## [296]    train-error:0.179272
## [297]    train-error:0.176471
## [298]    train-error:0.176471
## [299]    train-error:0.176471
## [300]    train-error:0.184874
## [301]    train-error:0.173669
## [302]    train-error:0.179272
## [303]    train-error:0.182073
## [304]    train-error:0.179272
## [305]    train-error:0.170868
## [306]    train-error:0.159664
## [307]    train-error:0.165266
## [308]    train-error:0.165266
## [309]    train-error:0.168067
## [310]    train-error:0.176471
## [311]    train-error:0.176471
## [312]    train-error:0.173669
## [313]    train-error:0.176471
## [314]    train-error:0.176471
## [315]    train-error:0.173669
## [316]    train-error:0.179272
## [317]    train-error:0.179272
## [318]    train-error:0.176471
## [319]    train-error:0.173669
## [320]    train-error:0.162465
## [321]    train-error:0.165266
## [322]    train-error:0.165266
## [323]    train-error:0.162465
## [324]    train-error:0.156863
## [325]    train-error:0.165266
## [326]    train-error:0.165266
## [327]    train-error:0.162465
## [328]    train-error:0.162465
## [329]    train-error:0.170868
## [330]    train-error:0.176471
## [331]    train-error:0.179272
## [332]    train-error:0.168067
## [333]    train-error:0.173669
## [334]    train-error:0.176471
## [335]    train-error:0.168067
## [336]    train-error:0.168067
## [337]    train-error:0.170868
## [338]    train-error:0.176471
## [339]    train-error:0.154062
## [340]    train-error:0.165266
## [341]    train-error:0.159664
## [342]    train-error:0.165266
## [343]    train-error:0.162465
## [344]    train-error:0.162465
## [345]    train-error:0.168067
## [346]    train-error:0.162465
## [347]    train-error:0.159664
## [348]    train-error:0.159664
## [349]    train-error:0.184874
## [350]    train-error:0.184874
## [351]    train-error:0.173669
## [352]    train-error:0.170868
## [353]    train-error:0.179272
## [354]    train-error:0.176471
## [355]    train-error:0.179272
## [356]    train-error:0.165266
## [357]    train-error:0.176471
## [358]    train-error:0.182073
## [359]    train-error:0.182073
## [360]    train-error:0.162465
## [361]    train-error:0.156863
## [362]    train-error:0.156863
## [363]    train-error:0.165266
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.212290
## [8]  train-error:0.206704
## [9]  train-error:0.220670
## [10] train-error:0.212290
## [11] train-error:0.223464
## [12] train-error:0.223464
## [13] train-error:0.223464
## [14] train-error:0.234637
## [15] train-error:0.223464
## [16] train-error:0.209497
## [17] train-error:0.212290
## [18] train-error:0.212290
## [19] train-error:0.212290
## [20] train-error:0.212290
## [21] train-error:0.212290
## [22] train-error:0.212290
## [23] train-error:0.212290
## [24] train-error:0.212290
## [25] train-error:0.212290
## [26] train-error:0.212290
## [27] train-error:0.212290
## [28] train-error:0.212290
## [29] train-error:0.212290
## [30] train-error:0.212290
## [31] train-error:0.212290
## [32] train-error:0.212290
## [33] train-error:0.206704
## [34] train-error:0.206704
## [35] train-error:0.212290
## [36] train-error:0.198324
## [37] train-error:0.203911
## [38] train-error:0.198324
## [39] train-error:0.198324
## [40] train-error:0.206704
## [41] train-error:0.203911
## [42] train-error:0.203911
## [43] train-error:0.203911
## [44] train-error:0.203911
## [45] train-error:0.201117
## [46] train-error:0.212290
## [47] train-error:0.206704
## [48] train-error:0.206704
## [49] train-error:0.206704
## [50] train-error:0.206704
## [51] train-error:0.206704
## [52] train-error:0.206704
## [53] train-error:0.201117
## [54] train-error:0.206704
## [55] train-error:0.209497
## [56] train-error:0.209497
## [57] train-error:0.215084
## [58] train-error:0.209497
## [59] train-error:0.209497
## [60] train-error:0.206704
## [61] train-error:0.201117
## [62] train-error:0.201117
## [63] train-error:0.209497
## [64] train-error:0.209497
## [65] train-error:0.209497
## [66] train-error:0.209497
## [67] train-error:0.209497
## [68] train-error:0.209497
## [69] train-error:0.201117
## [70] train-error:0.206704
## [71] train-error:0.212290
## [72] train-error:0.201117
## [73] train-error:0.203911
## [74] train-error:0.209497
## [75] train-error:0.206704
## [76] train-error:0.201117
## [77] train-error:0.203911
## [78] train-error:0.201117
## [79] train-error:0.201117
## [80] train-error:0.203911
## [81] train-error:0.203911
## [82] train-error:0.203911
## [83] train-error:0.201117
## [84] train-error:0.203911
## [85] train-error:0.203911
## [86] train-error:0.203911
## [87] train-error:0.203911
## [88] train-error:0.220670
## [89] train-error:0.215084
## [90] train-error:0.215084
## [91] train-error:0.215084
## [92] train-error:0.212290
## [93] train-error:0.212290
## [94] train-error:0.212290
## [95] train-error:0.198324
## [96] train-error:0.209497
## [97] train-error:0.209497
## [98] train-error:0.206704
## [99] train-error:0.209497
## [100]    train-error:0.206704
## [101]    train-error:0.198324
## [102]    train-error:0.201117
## [103]    train-error:0.201117
## [104]    train-error:0.201117
## [105]    train-error:0.201117
## [106]    train-error:0.201117
## [107]    train-error:0.203911
## [108]    train-error:0.203911
## [109]    train-error:0.203911
## [110]    train-error:0.203911
## [111]    train-error:0.203911
## [112]    train-error:0.209497
## [113]    train-error:0.206704
## [114]    train-error:0.209497
## [115]    train-error:0.206704
## [116]    train-error:0.206704
## [117]    train-error:0.203911
## [118]    train-error:0.203911
## [119]    train-error:0.203911
## [120]    train-error:0.203911
## [121]    train-error:0.203911
## [122]    train-error:0.203911
## [123]    train-error:0.203911
## [124]    train-error:0.201117
## [125]    train-error:0.212290
## [126]    train-error:0.203911
## [127]    train-error:0.203911
## [128]    train-error:0.203911
## [129]    train-error:0.203911
## [130]    train-error:0.203911
## [131]    train-error:0.203911
## [132]    train-error:0.209497
## [133]    train-error:0.209497
## [134]    train-error:0.206704
## [135]    train-error:0.206704
## [136]    train-error:0.209497
## [137]    train-error:0.206704
## [138]    train-error:0.209497
## [139]    train-error:0.206704
## [140]    train-error:0.201117
## [141]    train-error:0.203911
## [142]    train-error:0.198324
## [143]    train-error:0.198324
## [144]    train-error:0.201117
## [145]    train-error:0.201117
## [146]    train-error:0.201117
## [147]    train-error:0.201117
## [148]    train-error:0.203911
## [149]    train-error:0.201117
## [150]    train-error:0.203911
## [151]    train-error:0.206704
## [152]    train-error:0.203911
## [153]    train-error:0.209497
## [154]    train-error:0.209497
## [155]    train-error:0.209497
## [156]    train-error:0.209497
## [157]    train-error:0.209497
## [158]    train-error:0.212290
## [159]    train-error:0.209497
## [160]    train-error:0.203911
## [161]    train-error:0.206704
## [162]    train-error:0.203911
## [163]    train-error:0.206704
## [164]    train-error:0.206704
## [165]    train-error:0.206704
## [166]    train-error:0.203911
## [167]    train-error:0.206704
## [168]    train-error:0.206704
## [169]    train-error:0.212290
## [170]    train-error:0.209497
## [171]    train-error:0.198324
## [172]    train-error:0.198324
## [173]    train-error:0.203911
## [174]    train-error:0.203911
## [175]    train-error:0.203911
## [176]    train-error:0.203911
## [177]    train-error:0.209497
## [178]    train-error:0.206704
## [179]    train-error:0.209497
## [180]    train-error:0.209497
## [181]    train-error:0.206704
## [182]    train-error:0.203911
## [183]    train-error:0.212290
## [184]    train-error:0.217877
## [185]    train-error:0.215084
## [186]    train-error:0.215084
## [187]    train-error:0.220670
## [188]    train-error:0.209497
## [189]    train-error:0.209497
## [190]    train-error:0.209497
## [191]    train-error:0.220670
## [192]    train-error:0.212290
## [193]    train-error:0.215084
## [194]    train-error:0.209497
## [195]    train-error:0.215084
## [196]    train-error:0.206704
## [197]    train-error:0.220670
## [198]    train-error:0.203911
## [199]    train-error:0.209497
## [200]    train-error:0.203911
## [201]    train-error:0.217877
## [202]    train-error:0.209497
## [203]    train-error:0.209497
## [204]    train-error:0.201117
## [205]    train-error:0.201117
## [206]    train-error:0.201117
## [207]    train-error:0.195531
## [208]    train-error:0.195531
## [209]    train-error:0.203911
## [210]    train-error:0.203911
## [211]    train-error:0.206704
## [212]    train-error:0.198324
## [213]    train-error:0.198324
## [214]    train-error:0.201117
## [215]    train-error:0.195531
## [216]    train-error:0.201117
## [217]    train-error:0.198324
## [218]    train-error:0.198324
## [219]    train-error:0.203911
## [220]    train-error:0.198324
## [221]    train-error:0.209497
## [222]    train-error:0.215084
## [223]    train-error:0.215084
## [224]    train-error:0.215084
## [225]    train-error:0.195531
## [226]    train-error:0.203911
## [227]    train-error:0.203911
## [228]    train-error:0.203911
## [229]    train-error:0.217877
## [230]    train-error:0.217877
## [231]    train-error:0.217877
## [232]    train-error:0.206704
## [233]    train-error:0.203911
## [234]    train-error:0.203911
## [235]    train-error:0.201117
## [236]    train-error:0.203911
## [237]    train-error:0.203911
## [238]    train-error:0.203911
## [239]    train-error:0.201117
## [240]    train-error:0.201117
## [241]    train-error:0.198324
## [242]    train-error:0.215084
## [243]    train-error:0.203911
## [244]    train-error:0.209497
## [245]    train-error:0.215084
## [246]    train-error:0.215084
## [247]    train-error:0.215084
## [248]    train-error:0.206704
## [249]    train-error:0.203911
## [250]    train-error:0.206704
## [251]    train-error:0.203911
## [252]    train-error:0.203911
## [253]    train-error:0.215084
## [254]    train-error:0.215084
## [255]    train-error:0.215084
## [256]    train-error:0.215084
## [257]    train-error:0.203911
## [258]    train-error:0.206704
## [259]    train-error:0.217877
## [260]    train-error:0.215084
## [261]    train-error:0.217877
## [262]    train-error:0.206704
## [263]    train-error:0.203911
## [264]    train-error:0.203911
## [265]    train-error:0.203911
## [266]    train-error:0.201117
## [267]    train-error:0.201117
## [268]    train-error:0.203911
## [269]    train-error:0.206704
## [270]    train-error:0.206704
## [271]    train-error:0.212290
## [272]    train-error:0.206704
## [273]    train-error:0.201117
## [274]    train-error:0.198324
## [275]    train-error:0.198324
## [276]    train-error:0.215084
## [277]    train-error:0.215084
## [278]    train-error:0.215084
## [279]    train-error:0.203911
## [280]    train-error:0.203911
## [281]    train-error:0.201117
## [282]    train-error:0.201117
## [283]    train-error:0.201117
## [284]    train-error:0.215084
## [285]    train-error:0.203911
## [286]    train-error:0.198324
## [287]    train-error:0.198324
## [288]    train-error:0.195531
## [289]    train-error:0.198324
## [290]    train-error:0.198324
## [291]    train-error:0.201117
## [292]    train-error:0.201117
## [293]    train-error:0.209497
## [294]    train-error:0.201117
## [295]    train-error:0.203911
## [296]    train-error:0.206704
## [297]    train-error:0.203911
## [298]    train-error:0.206704
## [299]    train-error:0.203911
## [300]    train-error:0.206704
## [301]    train-error:0.209497
## [302]    train-error:0.209497
## [303]    train-error:0.209497
## [304]    train-error:0.203911
## [305]    train-error:0.206704
## [306]    train-error:0.203911
## [307]    train-error:0.206704
## [308]    train-error:0.203911
## [309]    train-error:0.203911
## [310]    train-error:0.201117
## [311]    train-error:0.203911
## [312]    train-error:0.203911
## [313]    train-error:0.201117
## [314]    train-error:0.201117
## [315]    train-error:0.201117
## [316]    train-error:0.206704
## [317]    train-error:0.203911
## [318]    train-error:0.212290
## [319]    train-error:0.209497
## [320]    train-error:0.206704
## [321]    train-error:0.206704
## [322]    train-error:0.203911
## [323]    train-error:0.203911
## [324]    train-error:0.209497
## [325]    train-error:0.209497
## [326]    train-error:0.209497
## [327]    train-error:0.209497
## [328]    train-error:0.206704
## [329]    train-error:0.203911
## [330]    train-error:0.201117
## [331]    train-error:0.195531
## [332]    train-error:0.195531
## [333]    train-error:0.201117
## [334]    train-error:0.206704
## [335]    train-error:0.203911
## [336]    train-error:0.209497
## [337]    train-error:0.209497
## [338]    train-error:0.215084
## [339]    train-error:0.209497
## [340]    train-error:0.212290
## [341]    train-error:0.209497
## [342]    train-error:0.209497
## [343]    train-error:0.212290
## [344]    train-error:0.209497
## [345]    train-error:0.217877
## [346]    train-error:0.206704
## [347]    train-error:0.215084
## [348]    train-error:0.217877
## [349]    train-error:0.220670
## [350]    train-error:0.215084
## [351]    train-error:0.215084
## [352]    train-error:0.215084
## [353]    train-error:0.220670
## [354]    train-error:0.220670
## [355]    train-error:0.217877
## [356]    train-error:0.217877
## [357]    train-error:0.215084
## [358]    train-error:0.212290
## [359]    train-error:0.220670
## [360]    train-error:0.215084
## [361]    train-error:0.217877
## [362]    train-error:0.209497
## [363]    train-error:0.209497
## [364]    train-error:0.206704
## [365]    train-error:0.212290
## [366]    train-error:0.212290
## [367]    train-error:0.215084
## [368]    train-error:0.209497
## [369]    train-error:0.206704
## [370]    train-error:0.201117
## [371]    train-error:0.201117
## [372]    train-error:0.201117
## [373]    train-error:0.203911
## [374]    train-error:0.189944
## [375]    train-error:0.209497
## [376]    train-error:0.198324
## [377]    train-error:0.198324
## [378]    train-error:0.209497
## [379]    train-error:0.209497
## [380]    train-error:0.209497
## [381]    train-error:0.203911
## [382]    train-error:0.203911
## [383]    train-error:0.206704
## [384]    train-error:0.201117
## [385]    train-error:0.201117
## [386]    train-error:0.203911
## [387]    train-error:0.201117
## [388]    train-error:0.206704
## [389]    train-error:0.209497
## [390]    train-error:0.201117
## [391]    train-error:0.201117
## [392]    train-error:0.203911
## [393]    train-error:0.206704
## [394]    train-error:0.206704
## [395]    train-error:0.201117
## [396]    train-error:0.203911
## [397]    train-error:0.206704
## [398]    train-error:0.206704
## [399]    train-error:0.198324
## [400]    train-error:0.198324
## [401]    train-error:0.201117
## [402]    train-error:0.198324
## [403]    train-error:0.201117
## [404]    train-error:0.201117
## [405]    train-error:0.203911
## [406]    train-error:0.201117
## [407]    train-error:0.201117
## [408]    train-error:0.198324
## [409]    train-error:0.198324
## [410]    train-error:0.198324
## [411]    train-error:0.198324
## [412]    train-error:0.201117
## [413]    train-error:0.201117
## [414]    train-error:0.206704
## [415]    train-error:0.203911
## [416]    train-error:0.203911
## [417]    train-error:0.206704
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.204482
## [3]  train-error:0.204482
## [4]  train-error:0.212885
## [5]  train-error:0.190476
## [6]  train-error:0.204482
## [7]  train-error:0.207283
## [8]  train-error:0.190476
## [9]  train-error:0.182073
## [10] train-error:0.182073
## [11] train-error:0.179272
## [12] train-error:0.190476
## [13] train-error:0.190476
## [14] train-error:0.190476
## [15] train-error:0.190476
## [16] train-error:0.184874
## [17] train-error:0.184874
## [18] train-error:0.187675
## [19] train-error:0.190476
## [20] train-error:0.173669
## [21] train-error:0.179272
## [22] train-error:0.182073
## [23] train-error:0.179272
## [24] train-error:0.179272
## [25] train-error:0.165266
## [26] train-error:0.165266
## [27] train-error:0.179272
## [28] train-error:0.179272
## [29] train-error:0.173669
## [30] train-error:0.170868
## [31] train-error:0.176471
## [32] train-error:0.182073
## [33] train-error:0.182073
## [34] train-error:0.187675
## [35] train-error:0.187675
## [36] train-error:0.187675
## [37] train-error:0.187675
## [38] train-error:0.182073
## [39] train-error:0.179272
## [40] train-error:0.184874
## [41] train-error:0.182073
## [42] train-error:0.165266
## [43] train-error:0.179272
## [44] train-error:0.187675
## [45] train-error:0.184874
## [46] train-error:0.182073
## [47] train-error:0.170868
## [48] train-error:0.173669
## [49] train-error:0.182073
## [50] train-error:0.179272
## [51] train-error:0.176471
## [52] train-error:0.179272
## [53] train-error:0.176471
## [54] train-error:0.187675
## [55] train-error:0.190476
## [56] train-error:0.193277
## [57] train-error:0.193277
## [58] train-error:0.184874
## [59] train-error:0.190476
## [60] train-error:0.184874
## [61] train-error:0.184874
## [62] train-error:0.179272
## [63] train-error:0.184874
## [64] train-error:0.184874
## [65] train-error:0.187675
## [66] train-error:0.193277
## [67] train-error:0.190476
## [68] train-error:0.184874
## [69] train-error:0.187675
## [70] train-error:0.179272
## [71] train-error:0.170868
## [72] train-error:0.179272
## [73] train-error:0.187675
## [74] train-error:0.176471
## [75] train-error:0.176471
## [76] train-error:0.173669
## [77] train-error:0.179272
## [78] train-error:0.170868
## [79] train-error:0.170868
## [80] train-error:0.176471
## [81] train-error:0.170868
## [82] train-error:0.170868
## [83] train-error:0.159664
## [84] train-error:0.162465
## [85] train-error:0.179272
## [86] train-error:0.170868
## [87] train-error:0.170868
## [88] train-error:0.159664
## [89] train-error:0.168067
## [90] train-error:0.165266
## [91] train-error:0.173669
## [92] train-error:0.187675
## [93] train-error:0.165266
## [94] train-error:0.168067
## [95] train-error:0.176471
## [96] train-error:0.170868
## [97] train-error:0.168067
## [98] train-error:0.182073
## [99] train-error:0.168067
## [100]    train-error:0.176471
## [101]    train-error:0.168067
## [102]    train-error:0.184874
## [103]    train-error:0.176471
## [104]    train-error:0.159664
## [105]    train-error:0.165266
## [106]    train-error:0.159664
## [107]    train-error:0.159664
## [108]    train-error:0.165266
## [109]    train-error:0.168067
## [110]    train-error:0.162465
## [111]    train-error:0.159664
## [112]    train-error:0.159664
## [113]    train-error:0.168067
## [114]    train-error:0.168067
## [115]    train-error:0.162465
## [116]    train-error:0.159664
## [117]    train-error:0.162465
## [118]    train-error:0.162465
## [119]    train-error:0.168067
## [120]    train-error:0.162465
## [121]    train-error:0.176471
## [122]    train-error:0.176471
## [123]    train-error:0.176471
## [124]    train-error:0.176471
## [125]    train-error:0.179272
## [126]    train-error:0.165266
## [127]    train-error:0.165266
## [128]    train-error:0.176471
## [129]    train-error:0.162465
## [130]    train-error:0.165266
## [131]    train-error:0.165266
## [132]    train-error:0.165266
## [133]    train-error:0.165266
## [134]    train-error:0.170868
## [135]    train-error:0.170868
## [136]    train-error:0.168067
## [137]    train-error:0.165266
## [138]    train-error:0.168067
## [139]    train-error:0.165266
## [140]    train-error:0.165266
## [141]    train-error:0.173669
## [142]    train-error:0.165266
## [143]    train-error:0.165266
## [144]    train-error:0.165266
## [145]    train-error:0.168067
## [146]    train-error:0.162465
## [147]    train-error:0.165266
## [148]    train-error:0.176471
## [149]    train-error:0.168067
## [150]    train-error:0.184874
## [151]    train-error:0.168067
## [152]    train-error:0.170868
## [153]    train-error:0.176471
## [154]    train-error:0.168067
## [155]    train-error:0.170868
## [156]    train-error:0.168067
## [157]    train-error:0.173669
## [158]    train-error:0.173669
## [159]    train-error:0.173669
## [160]    train-error:0.182073
## [161]    train-error:0.182073
## [162]    train-error:0.170868
## [163]    train-error:0.173669
## [164]    train-error:0.173669
## [165]    train-error:0.173669
## [166]    train-error:0.170868
## [167]    train-error:0.176471
## [168]    train-error:0.176471
## [169]    train-error:0.182073
## [170]    train-error:0.184874
## [171]    train-error:0.182073
## [172]    train-error:0.187675
## [173]    train-error:0.187675
## [174]    train-error:0.182073
## [175]    train-error:0.182073
## [176]    train-error:0.184874
## [177]    train-error:0.182073
## [178]    train-error:0.173669
## [179]    train-error:0.168067
## [180]    train-error:0.156863
## [181]    train-error:0.165266
## [182]    train-error:0.173669
## [183]    train-error:0.168067
## [184]    train-error:0.173669
## [185]    train-error:0.176471
## [186]    train-error:0.170868
## [187]    train-error:0.168067
## [188]    train-error:0.168067
## [189]    train-error:0.168067
## [190]    train-error:0.176471
## [191]    train-error:0.168067
## [192]    train-error:0.179272
## [193]    train-error:0.162465
## [194]    train-error:0.168067
## [195]    train-error:0.168067
## [196]    train-error:0.168067
## [197]    train-error:0.168067
## [198]    train-error:0.170868
## [199]    train-error:0.170868
## [200]    train-error:0.173669
## [201]    train-error:0.173669
## [202]    train-error:0.170868
## [203]    train-error:0.170868
## [204]    train-error:0.168067
## [205]    train-error:0.165266
## [206]    train-error:0.170868
## [207]    train-error:0.154062
## [208]    train-error:0.156863
## [209]    train-error:0.168067
## [210]    train-error:0.156863
## [211]    train-error:0.156863
## [212]    train-error:0.154062
## [213]    train-error:0.159664
## [214]    train-error:0.154062
## [215]    train-error:0.168067
## [216]    train-error:0.156863
## [217]    train-error:0.168067
## [218]    train-error:0.170868
## [219]    train-error:0.168067
## [220]    train-error:0.156863
## [221]    train-error:0.173669
## [222]    train-error:0.170868
## [223]    train-error:0.170868
## [224]    train-error:0.170868
## [225]    train-error:0.170868
## [226]    train-error:0.170868
## [227]    train-error:0.168067
## [228]    train-error:0.170868
## [229]    train-error:0.170868
## [230]    train-error:0.170868
## [231]    train-error:0.170868
## [232]    train-error:0.170868
## [233]    train-error:0.170868
## [234]    train-error:0.170868
## [235]    train-error:0.170868
## [236]    train-error:0.170868
## [237]    train-error:0.168067
## [238]    train-error:0.176471
## [239]    train-error:0.165266
## [240]    train-error:0.176471
## [241]    train-error:0.162465
## [242]    train-error:0.162465
## [243]    train-error:0.159664
## [244]    train-error:0.159664
## [245]    train-error:0.165266
## [246]    train-error:0.165266
## [247]    train-error:0.156863
## [248]    train-error:0.159664
## [249]    train-error:0.156863
## [250]    train-error:0.168067
## [251]    train-error:0.156863
## [252]    train-error:0.156863
## [253]    train-error:0.162465
## [254]    train-error:0.156863
## [255]    train-error:0.156863
## [256]    train-error:0.156863
## [257]    train-error:0.156863
## [258]    train-error:0.156863
## [259]    train-error:0.156863
## [260]    train-error:0.154062
## [261]    train-error:0.156863
## [262]    train-error:0.156863
## [263]    train-error:0.162465
## [264]    train-error:0.154062
## [265]    train-error:0.154062
## [266]    train-error:0.170868
## [267]    train-error:0.156863
## [268]    train-error:0.159664
## [269]    train-error:0.162465
## [270]    train-error:0.159664
## [271]    train-error:0.154062
## [272]    train-error:0.159664
## [273]    train-error:0.168067
## [274]    train-error:0.170868
## [275]    train-error:0.168067
## [276]    train-error:0.173669
## [277]    train-error:0.170868
## [278]    train-error:0.170868
## [279]    train-error:0.170868
## [280]    train-error:0.173669
## [281]    train-error:0.173669
## [282]    train-error:0.176471
## [283]    train-error:0.170868
## [284]    train-error:0.168067
## [285]    train-error:0.165266
## [286]    train-error:0.173669
## [287]    train-error:0.170868
## [288]    train-error:0.170868
## [289]    train-error:0.176471
## [290]    train-error:0.173669
## [291]    train-error:0.170868
## [292]    train-error:0.170868
## [293]    train-error:0.173669
## [294]    train-error:0.173669
## [295]    train-error:0.176471
## [296]    train-error:0.173669
## [297]    train-error:0.168067
## [298]    train-error:0.176471
## [299]    train-error:0.168067
## [300]    train-error:0.168067
## [301]    train-error:0.173669
## [302]    train-error:0.168067
## [303]    train-error:0.168067
## [304]    train-error:0.173669
## [305]    train-error:0.165266
## [306]    train-error:0.168067
## [307]    train-error:0.165266
## [308]    train-error:0.170868
## [309]    train-error:0.173669
## [310]    train-error:0.170868
## [311]    train-error:0.170868
## [312]    train-error:0.170868
## [313]    train-error:0.173669
## [314]    train-error:0.168067
## [315]    train-error:0.168067
## [316]    train-error:0.173669
## [317]    train-error:0.165266
## [318]    train-error:0.165266
## [319]    train-error:0.168067
## [320]    train-error:0.165266
## [321]    train-error:0.176471
## [322]    train-error:0.182073
## [323]    train-error:0.168067
## [324]    train-error:0.165266
## [325]    train-error:0.168067
## [326]    train-error:0.170868
## [327]    train-error:0.168067
## [328]    train-error:0.151261
## [329]    train-error:0.154062
## [330]    train-error:0.170868
## [331]    train-error:0.168067
## [332]    train-error:0.165266
## [333]    train-error:0.170868
## [334]    train-error:0.159664
## [335]    train-error:0.168067
## [336]    train-error:0.168067
## [337]    train-error:0.154062
## [338]    train-error:0.173669
## [339]    train-error:0.170868
## [340]    train-error:0.156863
## [341]    train-error:0.154062
## [342]    train-error:0.159664
## [343]    train-error:0.156863
## [344]    train-error:0.165266
## [345]    train-error:0.159664
## [346]    train-error:0.165266
## [347]    train-error:0.162465
## [348]    train-error:0.165266
## [349]    train-error:0.184874
## [350]    train-error:0.184874
## [351]    train-error:0.184874
## [352]    train-error:0.148459
## [353]    train-error:0.148459
## [354]    train-error:0.148459
## [355]    train-error:0.162465
## [356]    train-error:0.154062
## [357]    train-error:0.168067
## [358]    train-error:0.165266
## [359]    train-error:0.162465
## [360]    train-error:0.165266
## [361]    train-error:0.156863
## [362]    train-error:0.168067
## [363]    train-error:0.168067
## [364]    train-error:0.162465
## [365]    train-error:0.170868
## [366]    train-error:0.159664
## [367]    train-error:0.170868
## [368]    train-error:0.176471
## [369]    train-error:0.176471
## [370]    train-error:0.162465
## [371]    train-error:0.162465
## [372]    train-error:0.168067
## [373]    train-error:0.159664
## [374]    train-error:0.170868
## [375]    train-error:0.176471
## [376]    train-error:0.168067
## [377]    train-error:0.168067
## [378]    train-error:0.162465
## [379]    train-error:0.156863
## [380]    train-error:0.156863
## [381]    train-error:0.159664
## [382]    train-error:0.156863
## [383]    train-error:0.154062
## [384]    train-error:0.154062
## [385]    train-error:0.154062
## [386]    train-error:0.154062
## [387]    train-error:0.156863
## [388]    train-error:0.165266
## [389]    train-error:0.165266
## [390]    train-error:0.165266
## [391]    train-error:0.168067
## [392]    train-error:0.162465
## [393]    train-error:0.168067
## [394]    train-error:0.170868
## [395]    train-error:0.156863
## [396]    train-error:0.156863
## [397]    train-error:0.156863
## [398]    train-error:0.168067
## [399]    train-error:0.165266
## [400]    train-error:0.168067
## [401]    train-error:0.156863
## [402]    train-error:0.156863
## [403]    train-error:0.170868
## [404]    train-error:0.170868
## [405]    train-error:0.165266
## [406]    train-error:0.165266
## [407]    train-error:0.165266
## [408]    train-error:0.165266
## [409]    train-error:0.165266
## [410]    train-error:0.162465
## [411]    train-error:0.173669
## [412]    train-error:0.173669
## [413]    train-error:0.156863
## [414]    train-error:0.168067
## [415]    train-error:0.156863
## [416]    train-error:0.170868
## [417]    train-error:0.170868
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.218487
## [6]  train-error:0.218487
## [7]  train-error:0.215686
## [8]  train-error:0.229692
## [9]  train-error:0.229692
## [10] train-error:0.221289
## [11] train-error:0.224090
## [12] train-error:0.221289
## [13] train-error:0.215686
## [14] train-error:0.226891
## [15] train-error:0.210084
## [16] train-error:0.207283
## [17] train-error:0.204482
## [18] train-error:0.210084
## [19] train-error:0.198880
## [20] train-error:0.184874
## [21] train-error:0.193277
## [22] train-error:0.198880
## [23] train-error:0.193277
## [24] train-error:0.201681
## [25] train-error:0.187675
## [26] train-error:0.184874
## [27] train-error:0.193277
## [28] train-error:0.198880
## [29] train-error:0.204482
## [30] train-error:0.204482
## [31] train-error:0.204482
## [32] train-error:0.207283
## [33] train-error:0.201681
## [34] train-error:0.201681
## [35] train-error:0.196078
## [36] train-error:0.193277
## [37] train-error:0.196078
## [38] train-error:0.196078
## [39] train-error:0.204482
## [40] train-error:0.204482
## [41] train-error:0.204482
## [42] train-error:0.204482
## [43] train-error:0.204482
## [44] train-error:0.201681
## [45] train-error:0.207283
## [46] train-error:0.204482
## [47] train-error:0.187675
## [48] train-error:0.190476
## [49] train-error:0.193277
## [50] train-error:0.187675
## [51] train-error:0.201681
## [52] train-error:0.204482
## [53] train-error:0.201681
## [54] train-error:0.201681
## [55] train-error:0.198880
## [56] train-error:0.198880
## [57] train-error:0.201681
## [58] train-error:0.207283
## [59] train-error:0.204482
## [60] train-error:0.210084
## [61] train-error:0.201681
## [62] train-error:0.207283
## [63] train-error:0.204482
## [64] train-error:0.210084
## [65] train-error:0.201681
## [66] train-error:0.210084
## [67] train-error:0.207283
## [68] train-error:0.201681
## [69] train-error:0.204482
## [70] train-error:0.207283
## [71] train-error:0.198880
## [72] train-error:0.198880
## [73] train-error:0.193277
## [74] train-error:0.201681
## [75] train-error:0.198880
## [76] train-error:0.182073
## [77] train-error:0.184874
## [78] train-error:0.184874
## [79] train-error:0.184874
## [80] train-error:0.190476
## [81] train-error:0.190476
## [82] train-error:0.190476
## [83] train-error:0.190476
## [84] train-error:0.190476
## [85] train-error:0.187675
## [86] train-error:0.187675
## [87] train-error:0.190476
## [88] train-error:0.196078
## [89] train-error:0.193277
## [90] train-error:0.190476
## [91] train-error:0.187675
## [92] train-error:0.182073
## [93] train-error:0.184874
## [94] train-error:0.184874
## [95] train-error:0.184874
## [96] train-error:0.193277
## [97] train-error:0.196078
## [98] train-error:0.184874
## [99] train-error:0.196078
## [100]    train-error:0.187675
## [101]    train-error:0.187675
## [102]    train-error:0.184874
## [103]    train-error:0.182073
## [104]    train-error:0.190476
## [105]    train-error:0.193277
## [106]    train-error:0.190476
## [107]    train-error:0.198880
## [108]    train-error:0.196078
## [109]    train-error:0.196078
## [110]    train-error:0.204482
## [111]    train-error:0.204482
## [112]    train-error:0.207283
## [113]    train-error:0.190476
## [114]    train-error:0.193277
## [115]    train-error:0.201681
## [116]    train-error:0.201681
## [117]    train-error:0.196078
## [118]    train-error:0.198880
## [119]    train-error:0.196078
## [120]    train-error:0.196078
## [121]    train-error:0.190476
## [122]    train-error:0.182073
## [123]    train-error:0.187675
## [124]    train-error:0.193277
## [125]    train-error:0.187675
## [126]    train-error:0.187675
## [127]    train-error:0.193277
## [128]    train-error:0.187675
## [129]    train-error:0.193277
## [130]    train-error:0.193277
## [131]    train-error:0.179272
## [132]    train-error:0.179272
## [133]    train-error:0.190476
## [134]    train-error:0.193277
## [135]    train-error:0.190476
## [136]    train-error:0.190476
## [137]    train-error:0.187675
## [138]    train-error:0.193277
## [139]    train-error:0.187675
## [140]    train-error:0.196078
## [141]    train-error:0.193277
## [142]    train-error:0.196078
## [143]    train-error:0.190476
## [144]    train-error:0.187675
## [145]    train-error:0.190476
## [146]    train-error:0.187675
## [147]    train-error:0.190476
## [148]    train-error:0.193277
## [149]    train-error:0.193277
## [150]    train-error:0.193277
## [151]    train-error:0.190476
## [152]    train-error:0.193277
## [153]    train-error:0.198880
## [154]    train-error:0.193277
## [155]    train-error:0.204482
## [156]    train-error:0.198880
## [157]    train-error:0.182073
## [158]    train-error:0.190476
## [159]    train-error:0.170868
## [160]    train-error:0.170868
## [161]    train-error:0.184874
## [162]    train-error:0.184874
## [163]    train-error:0.176471
## [164]    train-error:0.184874
## [165]    train-error:0.190476
## [166]    train-error:0.182073
## [167]    train-error:0.182073
## [168]    train-error:0.187675
## [169]    train-error:0.187675
## [170]    train-error:0.179272
## [171]    train-error:0.187675
## [172]    train-error:0.187675
## [173]    train-error:0.173669
## [174]    train-error:0.182073
## [175]    train-error:0.182073
## [176]    train-error:0.173669
## [177]    train-error:0.190476
## [178]    train-error:0.190476
## [179]    train-error:0.184874
## [180]    train-error:0.182073
## [181]    train-error:0.190476
## [182]    train-error:0.176471
## [183]    train-error:0.179272
## [184]    train-error:0.179272
## [185]    train-error:0.179272
## [186]    train-error:0.173669
## [187]    train-error:0.173669
## [188]    train-error:0.176471
## [189]    train-error:0.179272
## [190]    train-error:0.179272
## [191]    train-error:0.196078
## [192]    train-error:0.187675
## [193]    train-error:0.179272
## [194]    train-error:0.182073
## [195]    train-error:0.184874
## [196]    train-error:0.190476
## [197]    train-error:0.184874
## [198]    train-error:0.196078
## [199]    train-error:0.187675
## [200]    train-error:0.187675
## [201]    train-error:0.173669
## [202]    train-error:0.176471
## [203]    train-error:0.170868
## [204]    train-error:0.173669
## [205]    train-error:0.176471
## [206]    train-error:0.173669
## [207]    train-error:0.168067
## [208]    train-error:0.168067
## [209]    train-error:0.168067
## [210]    train-error:0.170868
## [211]    train-error:0.170868
## [212]    train-error:0.182073
## [213]    train-error:0.176471
## [214]    train-error:0.173669
## [215]    train-error:0.182073
## [216]    train-error:0.184874
## [217]    train-error:0.179272
## [218]    train-error:0.184874
## [219]    train-error:0.179272
## [220]    train-error:0.182073
## [221]    train-error:0.182073
## [222]    train-error:0.184874
## [223]    train-error:0.176471
## [224]    train-error:0.176471
## [225]    train-error:0.176471
## [226]    train-error:0.179272
## [227]    train-error:0.176471
## [228]    train-error:0.179272
## [229]    train-error:0.179272
## [230]    train-error:0.173669
## [231]    train-error:0.179272
## [232]    train-error:0.176471
## [233]    train-error:0.179272
## [234]    train-error:0.179272
## [235]    train-error:0.176471
## [236]    train-error:0.176471
## [237]    train-error:0.182073
## [238]    train-error:0.176471
## [239]    train-error:0.176471
## [240]    train-error:0.176471
## [241]    train-error:0.179272
## [242]    train-error:0.173669
## [243]    train-error:0.173669
## [244]    train-error:0.179272
## [245]    train-error:0.179272
## [246]    train-error:0.182073
## [247]    train-error:0.170868
## [248]    train-error:0.190476
## [249]    train-error:0.190476
## [250]    train-error:0.196078
## [251]    train-error:0.187675
## [252]    train-error:0.190476
## [253]    train-error:0.184874
## [254]    train-error:0.187675
## [255]    train-error:0.176471
## [256]    train-error:0.187675
## [257]    train-error:0.182073
## [258]    train-error:0.184874
## [259]    train-error:0.176471
## [260]    train-error:0.187675
## [261]    train-error:0.184874
## [262]    train-error:0.193277
## [263]    train-error:0.170868
## [264]    train-error:0.182073
## [265]    train-error:0.193277
## [266]    train-error:0.193277
## [267]    train-error:0.193277
## [268]    train-error:0.187675
## [269]    train-error:0.187675
## [270]    train-error:0.193277
## [271]    train-error:0.184874
## [272]    train-error:0.182073
## [273]    train-error:0.182073
## [274]    train-error:0.182073
## [275]    train-error:0.182073
## [276]    train-error:0.182073
## [277]    train-error:0.182073
## [278]    train-error:0.182073
## [279]    train-error:0.182073
## [280]    train-error:0.184874
## [281]    train-error:0.176471
## [282]    train-error:0.182073
## [283]    train-error:0.184874
## [284]    train-error:0.179272
## [285]    train-error:0.179272
## [286]    train-error:0.173669
## [287]    train-error:0.173669
## [288]    train-error:0.176471
## [289]    train-error:0.179272
## [290]    train-error:0.182073
## [291]    train-error:0.173669
## [292]    train-error:0.190476
## [293]    train-error:0.196078
## [294]    train-error:0.193277
## [295]    train-error:0.184874
## [296]    train-error:0.182073
## [297]    train-error:0.176471
## [298]    train-error:0.182073
## [299]    train-error:0.179272
## [300]    train-error:0.182073
## [301]    train-error:0.184874
## [302]    train-error:0.184874
## [303]    train-error:0.190476
## [304]    train-error:0.190476
## [305]    train-error:0.190476
## [306]    train-error:0.196078
## [307]    train-error:0.187675
## [308]    train-error:0.190476
## [309]    train-error:0.187675
## [310]    train-error:0.190476
## [311]    train-error:0.187675
## [312]    train-error:0.193277
## [313]    train-error:0.198880
## [314]    train-error:0.184874
## [315]    train-error:0.187675
## [316]    train-error:0.190476
## [317]    train-error:0.196078
## [318]    train-error:0.196078
## [319]    train-error:0.204482
## [320]    train-error:0.201681
## [321]    train-error:0.198880
## [322]    train-error:0.198880
## [323]    train-error:0.207283
## [324]    train-error:0.196078
## [325]    train-error:0.193277
## [326]    train-error:0.190476
## [327]    train-error:0.184874
## [328]    train-error:0.182073
## [329]    train-error:0.179272
## [330]    train-error:0.193277
## [331]    train-error:0.187675
## [332]    train-error:0.193277
## [333]    train-error:0.193277
## [334]    train-error:0.190476
## [335]    train-error:0.193277
## [336]    train-error:0.198880
## [337]    train-error:0.198880
## [338]    train-error:0.190476
## [339]    train-error:0.182073
## [340]    train-error:0.184874
## [341]    train-error:0.184874
## [342]    train-error:0.179272
## [343]    train-error:0.190476
## [344]    train-error:0.190476
## [345]    train-error:0.190476
## [346]    train-error:0.179272
## [347]    train-error:0.179272
## [348]    train-error:0.179272
## [349]    train-error:0.187675
## [350]    train-error:0.190476
## [351]    train-error:0.193277
## [352]    train-error:0.190476
## [353]    train-error:0.190476
## [354]    train-error:0.184874
## [355]    train-error:0.176471
## [356]    train-error:0.170868
## [357]    train-error:0.182073
## [358]    train-error:0.173669
## [359]    train-error:0.179272
## [360]    train-error:0.187675
## [361]    train-error:0.179272
## [362]    train-error:0.179272
## [363]    train-error:0.176471
## [364]    train-error:0.173669
## [365]    train-error:0.182073
## [366]    train-error:0.179272
## [367]    train-error:0.176471
## [368]    train-error:0.176471
## [369]    train-error:0.179272
## [370]    train-error:0.179272
## [371]    train-error:0.179272
## [372]    train-error:0.179272
## [373]    train-error:0.182073
## [374]    train-error:0.179272
## [375]    train-error:0.179272
## [376]    train-error:0.179272
## [377]    train-error:0.179272
## [378]    train-error:0.187675
## [379]    train-error:0.179272
## [380]    train-error:0.193277
## [381]    train-error:0.187675
## [382]    train-error:0.179272
## [383]    train-error:0.179272
## [384]    train-error:0.196078
## [385]    train-error:0.196078
## [386]    train-error:0.187675
## [387]    train-error:0.201681
## [388]    train-error:0.193277
## [389]    train-error:0.193277
## [390]    train-error:0.198880
## [391]    train-error:0.179272
## [392]    train-error:0.184874
## [393]    train-error:0.179272
## [394]    train-error:0.193277
## [395]    train-error:0.187675
## [396]    train-error:0.182073
## [397]    train-error:0.179272
## [398]    train-error:0.184874
## [399]    train-error:0.182073
## [400]    train-error:0.190476
## [401]    train-error:0.190476
## [402]    train-error:0.190476
## [403]    train-error:0.190476
## [404]    train-error:0.187675
## [405]    train-error:0.190476
## [406]    train-error:0.190476
## [407]    train-error:0.190476
## [408]    train-error:0.187675
## [409]    train-error:0.190476
## [410]    train-error:0.182073
## [411]    train-error:0.182073
## [412]    train-error:0.187675
## [413]    train-error:0.187675
## [414]    train-error:0.184874
## [415]    train-error:0.187675
## [416]    train-error:0.187675
## [417]    train-error:0.187675
## [0]  train-error:0.212290
## [1]  train-error:0.270950
## [2]  train-error:0.226257
## [3]  train-error:0.223464
## [4]  train-error:0.198324
## [5]  train-error:0.206704
## [6]  train-error:0.192737
## [7]  train-error:0.203911
## [8]  train-error:0.212290
## [9]  train-error:0.192737
## [10] train-error:0.192737
## [11] train-error:0.198324
## [12] train-error:0.209497
## [13] train-error:0.198324
## [14] train-error:0.209497
## [15] train-error:0.231844
## [16] train-error:0.203911
## [17] train-error:0.220670
## [18] train-error:0.215084
## [19] train-error:0.220670
## [20] train-error:0.198324
## [21] train-error:0.195531
## [22] train-error:0.195531
## [23] train-error:0.184358
## [24] train-error:0.206704
## [25] train-error:0.201117
## [26] train-error:0.203911
## [27] train-error:0.181564
## [28] train-error:0.187151
## [29] train-error:0.201117
## [30] train-error:0.192737
## [31] train-error:0.201117
## [32] train-error:0.209497
## [33] train-error:0.192737
## [34] train-error:0.187151
## [35] train-error:0.178771
## [36] train-error:0.203911
## [37] train-error:0.209497
## [38] train-error:0.201117
## [39] train-error:0.203911
## [40] train-error:0.178771
## [41] train-error:0.187151
## [42] train-error:0.198324
## [43] train-error:0.206704
## [44] train-error:0.195531
## [45] train-error:0.187151
## [46] train-error:0.189944
## [47] train-error:0.184358
## [48] train-error:0.178771
## [49] train-error:0.184358
## [50] train-error:0.189944
## [51] train-error:0.195531
## [52] train-error:0.189944
## [53] train-error:0.189944
## [54] train-error:0.178771
## [55] train-error:0.184358
## [56] train-error:0.178771
## [57] train-error:0.192737
## [58] train-error:0.175978
## [59] train-error:0.189944
## [60] train-error:0.195531
## [61] train-error:0.206704
## [62] train-error:0.198324
## [63] train-error:0.192737
## [64] train-error:0.195531
## [65] train-error:0.192737
## [66] train-error:0.189944
## [67] train-error:0.181564
## [68] train-error:0.192737
## [69] train-error:0.187151
## [70] train-error:0.184358
## [71] train-error:0.178771
## [72] train-error:0.192737
## [73] train-error:0.184358
## [74] train-error:0.195531
## [75] train-error:0.198324
## [76] train-error:0.170391
## [77] train-error:0.184358
## [78] train-error:0.178771
## [79] train-error:0.189944
## [80] train-error:0.189944
## [81] train-error:0.187151
## [82] train-error:0.178771
## [83] train-error:0.170391
## [84] train-error:0.173184
## [85] train-error:0.181564
## [86] train-error:0.184358
## [87] train-error:0.189944
## [88] train-error:0.189944
## [89] train-error:0.187151
## [90] train-error:0.187151
## [91] train-error:0.178771
## [92] train-error:0.175978
## [93] train-error:0.189944
## [94] train-error:0.189944
## [95] train-error:0.184358
## [96] train-error:0.178771
## [97] train-error:0.178771
## [98] train-error:0.184358
## [99] train-error:0.178771
## [100]    train-error:0.178771
## [101]    train-error:0.181564
## [102]    train-error:0.187151
## [103]    train-error:0.198324
## [104]    train-error:0.187151
## [105]    train-error:0.187151
## [106]    train-error:0.192737
## [107]    train-error:0.203911
## [108]    train-error:0.201117
## [109]    train-error:0.203911
## [110]    train-error:0.189944
## [111]    train-error:0.189944
## [112]    train-error:0.178771
## [113]    train-error:0.189944
## [114]    train-error:0.189944
## [115]    train-error:0.192737
## [116]    train-error:0.201117
## [117]    train-error:0.206704
## [118]    train-error:0.189944
## [119]    train-error:0.209497
## [120]    train-error:0.178771
## [121]    train-error:0.198324
## [122]    train-error:0.195531
## [123]    train-error:0.178771
## [124]    train-error:0.187151
## [125]    train-error:0.178771
## [126]    train-error:0.181564
## [127]    train-error:0.195531
## [128]    train-error:0.189944
## [129]    train-error:0.189944
## [130]    train-error:0.189944
## [131]    train-error:0.184358
## [132]    train-error:0.178771
## [133]    train-error:0.167598
## [134]    train-error:0.189944
## [135]    train-error:0.195531
## [136]    train-error:0.198324
## [137]    train-error:0.184358
## [138]    train-error:0.178771
## [139]    train-error:0.201117
## [140]    train-error:0.181564
## [141]    train-error:0.178771
## [142]    train-error:0.170391
## [143]    train-error:0.187151
## [144]    train-error:0.173184
## [145]    train-error:0.175978
## [146]    train-error:0.184358
## [147]    train-error:0.187151
## [148]    train-error:0.181564
## [149]    train-error:0.181564
## [150]    train-error:0.198324
## [151]    train-error:0.189944
## [152]    train-error:0.178771
## [153]    train-error:0.184358
## [154]    train-error:0.178771
## [155]    train-error:0.162011
## [156]    train-error:0.189944
## [157]    train-error:0.184358
## [158]    train-error:0.187151
## [159]    train-error:0.170391
## [160]    train-error:0.184358
## [161]    train-error:0.175978
## [162]    train-error:0.178771
## [163]    train-error:0.181564
## [164]    train-error:0.178771
## [165]    train-error:0.175978
## [166]    train-error:0.170391
## [167]    train-error:0.181564
## [168]    train-error:0.175978
## [169]    train-error:0.173184
## [170]    train-error:0.178771
## [171]    train-error:0.167598
## [172]    train-error:0.175978
## [173]    train-error:0.164804
## [174]    train-error:0.162011
## [175]    train-error:0.173184
## [176]    train-error:0.178771
## [177]    train-error:0.184358
## [178]    train-error:0.189944
## [179]    train-error:0.189944
## [180]    train-error:0.184358
## [181]    train-error:0.181564
## [182]    train-error:0.184358
## [183]    train-error:0.203911
## [184]    train-error:0.187151
## [185]    train-error:0.178771
## [186]    train-error:0.173184
## [187]    train-error:0.189944
## [188]    train-error:0.181564
## [189]    train-error:0.187151
## [190]    train-error:0.184358
## [191]    train-error:0.195531
## [192]    train-error:0.184358
## [193]    train-error:0.189944
## [194]    train-error:0.187151
## [195]    train-error:0.181564
## [196]    train-error:0.181564
## [197]    train-error:0.175978
## [198]    train-error:0.178771
## [199]    train-error:0.164804
## [200]    train-error:0.184358
## [201]    train-error:0.178771
## [202]    train-error:0.178771
## [203]    train-error:0.170391
## [204]    train-error:0.175978
## [205]    train-error:0.173184
## [206]    train-error:0.175978
## [207]    train-error:0.181564
## [208]    train-error:0.173184
## [209]    train-error:0.181564
## [210]    train-error:0.184358
## [211]    train-error:0.173184
## [212]    train-error:0.187151
## [213]    train-error:0.178771
## [214]    train-error:0.187151
## [215]    train-error:0.178771
## [216]    train-error:0.184358
## [217]    train-error:0.175978
## [218]    train-error:0.175978
## [219]    train-error:0.184358
## [220]    train-error:0.170391
## [221]    train-error:0.187151
## [222]    train-error:0.184358
## [223]    train-error:0.170391
## [224]    train-error:0.167598
## [225]    train-error:0.178771
## [226]    train-error:0.178771
## [227]    train-error:0.175978
## [228]    train-error:0.181564
## [229]    train-error:0.187151
## [230]    train-error:0.178771
## [231]    train-error:0.187151
## [232]    train-error:0.189944
## [233]    train-error:0.192737
## [234]    train-error:0.178771
## [235]    train-error:0.170391
## [236]    train-error:0.170391
## [237]    train-error:0.178771
## [238]    train-error:0.173184
## [239]    train-error:0.175978
## [240]    train-error:0.184358
## [241]    train-error:0.184358
## [242]    train-error:0.184358
## [243]    train-error:0.175978
## [244]    train-error:0.167598
## [245]    train-error:0.167598
## [246]    train-error:0.175978
## [247]    train-error:0.170391
## [248]    train-error:0.173184
## [249]    train-error:0.181564
## [250]    train-error:0.175978
## [251]    train-error:0.167598
## [252]    train-error:0.184358
## [253]    train-error:0.173184
## [254]    train-error:0.170391
## [255]    train-error:0.167598
## [256]    train-error:0.181564
## [257]    train-error:0.170391
## [258]    train-error:0.167598
## [259]    train-error:0.164804
## [260]    train-error:0.164804
## [261]    train-error:0.159218
## [262]    train-error:0.159218
## [263]    train-error:0.164804
## [264]    train-error:0.164804
## [265]    train-error:0.164804
## [266]    train-error:0.170391
## [267]    train-error:0.162011
## [268]    train-error:0.162011
## [269]    train-error:0.170391
## [270]    train-error:0.162011
## [271]    train-error:0.162011
## [272]    train-error:0.170391
## [273]    train-error:0.164804
## [274]    train-error:0.167598
## [275]    train-error:0.175978
## [276]    train-error:0.175978
## [277]    train-error:0.178771
## [278]    train-error:0.170391
## [279]    train-error:0.170391
## [280]    train-error:0.167598
## [281]    train-error:0.162011
## [282]    train-error:0.170391
## [283]    train-error:0.184358
## [284]    train-error:0.173184
## [285]    train-error:0.184358
## [286]    train-error:0.175978
## [287]    train-error:0.178771
## [288]    train-error:0.170391
## [289]    train-error:0.170391
## [290]    train-error:0.178771
## [291]    train-error:0.162011
## [292]    train-error:0.175978
## [293]    train-error:0.178771
## [294]    train-error:0.175978
## [295]    train-error:0.178771
## [296]    train-error:0.178771
## [297]    train-error:0.175978
## [298]    train-error:0.178771
## [299]    train-error:0.164804
## [300]    train-error:0.162011
## [301]    train-error:0.164804
## [302]    train-error:0.164804
## [303]    train-error:0.159218
## [304]    train-error:0.153631
## [305]    train-error:0.159218
## [306]    train-error:0.156425
## [307]    train-error:0.156425
## [308]    train-error:0.156425
## [309]    train-error:0.153631
## [310]    train-error:0.173184
## [311]    train-error:0.162011
## [312]    train-error:0.178771
## [313]    train-error:0.178771
## [314]    train-error:0.170391
## [315]    train-error:0.170391
## [316]    train-error:0.167598
## [317]    train-error:0.170391
## [318]    train-error:0.164804
## [319]    train-error:0.178771
## [320]    train-error:0.170391
## [321]    train-error:0.167598
## [322]    train-error:0.164804
## [323]    train-error:0.162011
## [324]    train-error:0.162011
## [325]    train-error:0.175978
## [326]    train-error:0.173184
## [327]    train-error:0.164804
## [328]    train-error:0.173184
## [329]    train-error:0.162011
## [330]    train-error:0.167598
## [331]    train-error:0.170391
## [332]    train-error:0.181564
## [333]    train-error:0.167598
## [334]    train-error:0.170391
## [335]    train-error:0.167598
## [336]    train-error:0.178771
## [337]    train-error:0.170391
## [338]    train-error:0.156425
## [339]    train-error:0.159218
## [340]    train-error:0.159218
## [341]    train-error:0.170391
## [342]    train-error:0.170391
## [343]    train-error:0.178771
## [344]    train-error:0.178771
## [345]    train-error:0.173184
## [346]    train-error:0.184358
## [347]    train-error:0.170391
## [348]    train-error:0.173184
## [349]    train-error:0.167598
## [350]    train-error:0.178771
## [351]    train-error:0.173184
## [352]    train-error:0.175978
## [353]    train-error:0.184358
## [354]    train-error:0.184358
## [355]    train-error:0.178771
## [356]    train-error:0.178771
## [357]    train-error:0.175978
## [358]    train-error:0.175978
## [359]    train-error:0.178771
## [360]    train-error:0.181564
## [361]    train-error:0.167598
## [362]    train-error:0.175978
## [363]    train-error:0.184358
## [364]    train-error:0.184358
## [365]    train-error:0.173184
## [366]    train-error:0.175978
## [367]    train-error:0.181564
## [368]    train-error:0.189944
## [369]    train-error:0.173184
## [370]    train-error:0.178771
## [371]    train-error:0.175978
## [372]    train-error:0.181564
## [373]    train-error:0.175978
## [374]    train-error:0.189944
## [375]    train-error:0.181564
## [376]    train-error:0.181564
## [377]    train-error:0.178771
## [378]    train-error:0.173184
## [379]    train-error:0.187151
## [380]    train-error:0.173184
## [381]    train-error:0.181564
## [382]    train-error:0.175978
## [383]    train-error:0.173184
## [384]    train-error:0.178771
## [385]    train-error:0.184358
## [386]    train-error:0.175978
## [387]    train-error:0.175978
## [388]    train-error:0.187151
## [389]    train-error:0.181564
## [390]    train-error:0.167598
## [391]    train-error:0.170391
## [392]    train-error:0.167598
## [393]    train-error:0.167598
## [394]    train-error:0.170391
## [395]    train-error:0.175978
## [396]    train-error:0.170391
## [397]    train-error:0.167598
## [398]    train-error:0.181564
## [399]    train-error:0.175978
## [400]    train-error:0.162011
## [401]    train-error:0.187151
## [402]    train-error:0.187151
## [403]    train-error:0.181564
## [404]    train-error:0.181564
## [405]    train-error:0.153631
## [406]    train-error:0.167598
## [407]    train-error:0.153631
## [408]    train-error:0.153631
## [409]    train-error:0.175978
## [410]    train-error:0.170391
## [411]    train-error:0.159218
## [412]    train-error:0.159218
## [413]    train-error:0.167598
## [414]    train-error:0.162011
## [415]    train-error:0.162011
## [416]    train-error:0.167598
## [417]    train-error:0.175978
## [418]    train-error:0.173184
## [419]    train-error:0.162011
## [420]    train-error:0.162011
## [421]    train-error:0.156425
## [422]    train-error:0.159218
## [423]    train-error:0.150838
## [424]    train-error:0.156425
## [425]    train-error:0.153631
## [426]    train-error:0.153631
## [427]    train-error:0.164804
## [428]    train-error:0.164804
## [429]    train-error:0.175978
## [430]    train-error:0.167598
## [431]    train-error:0.162011
## [432]    train-error:0.164804
## [433]    train-error:0.173184
## [434]    train-error:0.167598
## [435]    train-error:0.162011
## [436]    train-error:0.164804
## [437]    train-error:0.159218
## [438]    train-error:0.159218
## [439]    train-error:0.153631
## [440]    train-error:0.150838
## [441]    train-error:0.159218
## [442]    train-error:0.162011
## [443]    train-error:0.178771
## [444]    train-error:0.173184
## [445]    train-error:0.178771
## [446]    train-error:0.164804
## [447]    train-error:0.162011
## [448]    train-error:0.170391
## [449]    train-error:0.167598
## [450]    train-error:0.167598
## [451]    train-error:0.159218
## [452]    train-error:0.156425
## [453]    train-error:0.164804
## [454]    train-error:0.170391
## [455]    train-error:0.167598
## [456]    train-error:0.156425
## [457]    train-error:0.162011
## [458]    train-error:0.148045
## [459]    train-error:0.162011
## [460]    train-error:0.156425
## [461]    train-error:0.153631
## [462]    train-error:0.162011
## [463]    train-error:0.162011
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.184874
## [7]  train-error:0.184874
## [8]  train-error:0.179272
## [9]  train-error:0.179272
## [10] train-error:0.204482
## [11] train-error:0.196078
## [12] train-error:0.198880
## [13] train-error:0.207283
## [14] train-error:0.204482
## [15] train-error:0.182073
## [16] train-error:0.176471
## [17] train-error:0.190476
## [18] train-error:0.176471
## [19] train-error:0.176471
## [20] train-error:0.179272
## [21] train-error:0.179272
## [22] train-error:0.182073
## [23] train-error:0.182073
## [24] train-error:0.176471
## [25] train-error:0.173669
## [26] train-error:0.176471
## [27] train-error:0.182073
## [28] train-error:0.176471
## [29] train-error:0.184874
## [30] train-error:0.179272
## [31] train-error:0.170868
## [32] train-error:0.165266
## [33] train-error:0.184874
## [34] train-error:0.168067
## [35] train-error:0.162465
## [36] train-error:0.168067
## [37] train-error:0.165266
## [38] train-error:0.182073
## [39] train-error:0.182073
## [40] train-error:0.165266
## [41] train-error:0.170868
## [42] train-error:0.176471
## [43] train-error:0.179272
## [44] train-error:0.184874
## [45] train-error:0.187675
## [46] train-error:0.173669
## [47] train-error:0.170868
## [48] train-error:0.165266
## [49] train-error:0.179272
## [50] train-error:0.196078
## [51] train-error:0.179272
## [52] train-error:0.176471
## [53] train-error:0.176471
## [54] train-error:0.173669
## [55] train-error:0.182073
## [56] train-error:0.165266
## [57] train-error:0.176471
## [58] train-error:0.168067
## [59] train-error:0.184874
## [60] train-error:0.176471
## [61] train-error:0.176471
## [62] train-error:0.176471
## [63] train-error:0.173669
## [64] train-error:0.173669
## [65] train-error:0.165266
## [66] train-error:0.156863
## [67] train-error:0.151261
## [68] train-error:0.162465
## [69] train-error:0.156863
## [70] train-error:0.156863
## [71] train-error:0.156863
## [72] train-error:0.159664
## [73] train-error:0.168067
## [74] train-error:0.176471
## [75] train-error:0.156863
## [76] train-error:0.165266
## [77] train-error:0.176471
## [78] train-error:0.173669
## [79] train-error:0.176471
## [80] train-error:0.173669
## [81] train-error:0.179272
## [82] train-error:0.170868
## [83] train-error:0.176471
## [84] train-error:0.173669
## [85] train-error:0.196078
## [86] train-error:0.187675
## [87] train-error:0.176471
## [88] train-error:0.165266
## [89] train-error:0.176471
## [90] train-error:0.162465
## [91] train-error:0.165266
## [92] train-error:0.176471
## [93] train-error:0.184874
## [94] train-error:0.182073
## [95] train-error:0.184874
## [96] train-error:0.179272
## [97] train-error:0.173669
## [98] train-error:0.179272
## [99] train-error:0.173669
## [100]    train-error:0.182073
## [101]    train-error:0.168067
## [102]    train-error:0.176471
## [103]    train-error:0.168067
## [104]    train-error:0.165266
## [105]    train-error:0.154062
## [106]    train-error:0.159664
## [107]    train-error:0.148459
## [108]    train-error:0.151261
## [109]    train-error:0.151261
## [110]    train-error:0.156863
## [111]    train-error:0.162465
## [112]    train-error:0.151261
## [113]    train-error:0.156863
## [114]    train-error:0.154062
## [115]    train-error:0.156863
## [116]    train-error:0.159664
## [117]    train-error:0.162465
## [118]    train-error:0.156863
## [119]    train-error:0.154062
## [120]    train-error:0.148459
## [121]    train-error:0.159664
## [122]    train-error:0.156863
## [123]    train-error:0.165266
## [124]    train-error:0.170868
## [125]    train-error:0.168067
## [126]    train-error:0.168067
## [127]    train-error:0.156863
## [128]    train-error:0.156863
## [129]    train-error:0.168067
## [130]    train-error:0.165266
## [131]    train-error:0.170868
## [132]    train-error:0.168067
## [133]    train-error:0.173669
## [134]    train-error:0.170868
## [135]    train-error:0.173669
## [136]    train-error:0.170868
## [137]    train-error:0.176471
## [138]    train-error:0.184874
## [139]    train-error:0.173669
## [140]    train-error:0.176471
## [141]    train-error:0.176471
## [142]    train-error:0.176471
## [143]    train-error:0.165266
## [144]    train-error:0.154062
## [145]    train-error:0.159664
## [146]    train-error:0.168067
## [147]    train-error:0.168067
## [148]    train-error:0.151261
## [149]    train-error:0.142857
## [150]    train-error:0.148459
## [151]    train-error:0.145658
## [152]    train-error:0.162465
## [153]    train-error:0.151261
## [154]    train-error:0.179272
## [155]    train-error:0.170868
## [156]    train-error:0.176471
## [157]    train-error:0.156863
## [158]    train-error:0.176471
## [159]    train-error:0.151261
## [160]    train-error:0.156863
## [161]    train-error:0.168067
## [162]    train-error:0.156863
## [163]    train-error:0.154062
## [164]    train-error:0.168067
## [165]    train-error:0.162465
## [166]    train-error:0.168067
## [167]    train-error:0.173669
## [168]    train-error:0.176471
## [169]    train-error:0.165266
## [170]    train-error:0.165266
## [171]    train-error:0.168067
## [172]    train-error:0.170868
## [173]    train-error:0.182073
## [174]    train-error:0.173669
## [175]    train-error:0.165266
## [176]    train-error:0.173669
## [177]    train-error:0.176471
## [178]    train-error:0.173669
## [179]    train-error:0.173669
## [180]    train-error:0.176471
## [181]    train-error:0.173669
## [182]    train-error:0.170868
## [183]    train-error:0.168067
## [184]    train-error:0.176471
## [185]    train-error:0.173669
## [186]    train-error:0.162465
## [187]    train-error:0.165266
## [188]    train-error:0.182073
## [189]    train-error:0.184874
## [190]    train-error:0.168067
## [191]    train-error:0.176471
## [192]    train-error:0.165266
## [193]    train-error:0.165266
## [194]    train-error:0.176471
## [195]    train-error:0.176471
## [196]    train-error:0.184874
## [197]    train-error:0.173669
## [198]    train-error:0.173669
## [199]    train-error:0.179272
## [200]    train-error:0.182073
## [201]    train-error:0.168067
## [202]    train-error:0.165266
## [203]    train-error:0.156863
## [204]    train-error:0.159664
## [205]    train-error:0.154062
## [206]    train-error:0.154062
## [207]    train-error:0.154062
## [208]    train-error:0.154062
## [209]    train-error:0.154062
## [210]    train-error:0.159664
## [211]    train-error:0.162465
## [212]    train-error:0.168067
## [213]    train-error:0.159664
## [214]    train-error:0.182073
## [215]    train-error:0.151261
## [216]    train-error:0.154062
## [217]    train-error:0.159664
## [218]    train-error:0.159664
## [219]    train-error:0.151261
## [220]    train-error:0.154062
## [221]    train-error:0.156863
## [222]    train-error:0.159664
## [223]    train-error:0.156863
## [224]    train-error:0.145658
## [225]    train-error:0.145658
## [226]    train-error:0.159664
## [227]    train-error:0.156863
## [228]    train-error:0.151261
## [229]    train-error:0.137255
## [230]    train-error:0.148459
## [231]    train-error:0.151261
## [232]    train-error:0.159664
## [233]    train-error:0.159664
## [234]    train-error:0.142857
## [235]    train-error:0.162465
## [236]    train-error:0.165266
## [237]    train-error:0.165266
## [238]    train-error:0.165266
## [239]    train-error:0.154062
## [240]    train-error:0.137255
## [241]    train-error:0.151261
## [242]    train-error:0.145658
## [243]    train-error:0.142857
## [244]    train-error:0.151261
## [245]    train-error:0.151261
## [246]    train-error:0.145658
## [247]    train-error:0.140056
## [248]    train-error:0.148459
## [249]    train-error:0.156863
## [250]    train-error:0.142857
## [251]    train-error:0.142857
## [252]    train-error:0.154062
## [253]    train-error:0.159664
## [254]    train-error:0.134454
## [255]    train-error:0.159664
## [256]    train-error:0.151261
## [257]    train-error:0.151261
## [258]    train-error:0.156863
## [259]    train-error:0.156863
## [260]    train-error:0.156863
## [261]    train-error:0.154062
## [262]    train-error:0.154062
## [263]    train-error:0.151261
## [264]    train-error:0.151261
## [265]    train-error:0.154062
## [266]    train-error:0.156863
## [267]    train-error:0.159664
## [268]    train-error:0.156863
## [269]    train-error:0.159664
## [270]    train-error:0.154062
## [271]    train-error:0.142857
## [272]    train-error:0.142857
## [273]    train-error:0.142857
## [274]    train-error:0.137255
## [275]    train-error:0.142857
## [276]    train-error:0.142857
## [277]    train-error:0.140056
## [278]    train-error:0.142857
## [279]    train-error:0.137255
## [280]    train-error:0.154062
## [281]    train-error:0.156863
## [282]    train-error:0.142857
## [283]    train-error:0.140056
## [284]    train-error:0.156863
## [285]    train-error:0.142857
## [286]    train-error:0.151261
## [287]    train-error:0.162465
## [288]    train-error:0.134454
## [289]    train-error:0.148459
## [290]    train-error:0.148459
## [291]    train-error:0.142857
## [292]    train-error:0.145658
## [293]    train-error:0.145658
## [294]    train-error:0.154062
## [295]    train-error:0.148459
## [296]    train-error:0.148459
## [297]    train-error:0.154062
## [298]    train-error:0.148459
## [299]    train-error:0.156863
## [300]    train-error:0.159664
## [301]    train-error:0.170868
## [302]    train-error:0.154062
## [303]    train-error:0.148459
## [304]    train-error:0.148459
## [305]    train-error:0.145658
## [306]    train-error:0.137255
## [307]    train-error:0.137255
## [308]    train-error:0.145658
## [309]    train-error:0.140056
## [310]    train-error:0.137255
## [311]    train-error:0.140056
## [312]    train-error:0.168067
## [313]    train-error:0.145658
## [314]    train-error:0.148459
## [315]    train-error:0.162465
## [316]    train-error:0.140056
## [317]    train-error:0.148459
## [318]    train-error:0.151261
## [319]    train-error:0.151261
## [320]    train-error:0.140056
## [321]    train-error:0.145658
## [322]    train-error:0.154062
## [323]    train-error:0.148459
## [324]    train-error:0.140056
## [325]    train-error:0.145658
## [326]    train-error:0.140056
## [327]    train-error:0.140056
## [328]    train-error:0.156863
## [329]    train-error:0.151261
## [330]    train-error:0.156863
## [331]    train-error:0.145658
## [332]    train-error:0.151261
## [333]    train-error:0.151261
## [334]    train-error:0.151261
## [335]    train-error:0.151261
## [336]    train-error:0.156863
## [337]    train-error:0.145658
## [338]    train-error:0.156863
## [339]    train-error:0.165266
## [340]    train-error:0.162465
## [341]    train-error:0.148459
## [342]    train-error:0.159664
## [343]    train-error:0.168067
## [344]    train-error:0.142857
## [345]    train-error:0.151261
## [346]    train-error:0.154062
## [347]    train-error:0.148459
## [348]    train-error:0.154062
## [349]    train-error:0.154062
## [350]    train-error:0.159664
## [351]    train-error:0.162465
## [352]    train-error:0.151261
## [353]    train-error:0.142857
## [354]    train-error:0.156863
## [355]    train-error:0.142857
## [356]    train-error:0.145658
## [357]    train-error:0.148459
## [358]    train-error:0.156863
## [359]    train-error:0.145658
## [360]    train-error:0.145658
## [361]    train-error:0.140056
## [362]    train-error:0.142857
## [363]    train-error:0.151261
## [364]    train-error:0.151261
## [365]    train-error:0.159664
## [366]    train-error:0.165266
## [367]    train-error:0.168067
## [368]    train-error:0.162465
## [369]    train-error:0.165266
## [370]    train-error:0.165266
## [371]    train-error:0.168067
## [372]    train-error:0.165266
## [373]    train-error:0.165266
## [374]    train-error:0.162465
## [375]    train-error:0.173669
## [376]    train-error:0.173669
## [377]    train-error:0.154062
## [378]    train-error:0.142857
## [379]    train-error:0.142857
## [380]    train-error:0.151261
## [381]    train-error:0.142857
## [382]    train-error:0.154062
## [383]    train-error:0.148459
## [384]    train-error:0.151261
## [385]    train-error:0.151261
## [386]    train-error:0.142857
## [387]    train-error:0.142857
## [388]    train-error:0.142857
## [389]    train-error:0.148459
## [390]    train-error:0.170868
## [391]    train-error:0.151261
## [392]    train-error:0.142857
## [393]    train-error:0.142857
## [394]    train-error:0.140056
## [395]    train-error:0.145658
## [396]    train-error:0.151261
## [397]    train-error:0.151261
## [398]    train-error:0.151261
## [399]    train-error:0.154062
## [400]    train-error:0.162465
## [401]    train-error:0.162465
## [402]    train-error:0.159664
## [403]    train-error:0.159664
## [404]    train-error:0.179272
## [405]    train-error:0.162465
## [406]    train-error:0.159664
## [407]    train-error:0.179272
## [408]    train-error:0.176471
## [409]    train-error:0.159664
## [410]    train-error:0.162465
## [411]    train-error:0.168067
## [412]    train-error:0.168067
## [413]    train-error:0.156863
## [414]    train-error:0.140056
## [415]    train-error:0.145658
## [416]    train-error:0.156863
## [417]    train-error:0.148459
## [418]    train-error:0.156863
## [419]    train-error:0.159664
## [420]    train-error:0.156863
## [421]    train-error:0.156863
## [422]    train-error:0.151261
## [423]    train-error:0.148459
## [424]    train-error:0.151261
## [425]    train-error:0.151261
## [426]    train-error:0.151261
## [427]    train-error:0.151261
## [428]    train-error:0.151261
## [429]    train-error:0.151261
## [430]    train-error:0.151261
## [431]    train-error:0.154062
## [432]    train-error:0.148459
## [433]    train-error:0.151261
## [434]    train-error:0.154062
## [435]    train-error:0.154062
## [436]    train-error:0.145658
## [437]    train-error:0.148459
## [438]    train-error:0.140056
## [439]    train-error:0.140056
## [440]    train-error:0.154062
## [441]    train-error:0.154062
## [442]    train-error:0.162465
## [443]    train-error:0.148459
## [444]    train-error:0.154062
## [445]    train-error:0.156863
## [446]    train-error:0.148459
## [447]    train-error:0.156863
## [448]    train-error:0.154062
## [449]    train-error:0.142857
## [450]    train-error:0.140056
## [451]    train-error:0.148459
## [452]    train-error:0.145658
## [453]    train-error:0.142857
## [454]    train-error:0.140056
## [455]    train-error:0.134454
## [456]    train-error:0.140056
## [457]    train-error:0.142857
## [458]    train-error:0.142857
## [459]    train-error:0.131653
## [460]    train-error:0.128852
## [461]    train-error:0.126050
## [462]    train-error:0.134454
## [463]    train-error:0.131653
## [0]  train-error:0.305322
## [1]  train-error:0.285714
## [2]  train-error:0.294118
## [3]  train-error:0.288515
## [4]  train-error:0.252101
## [5]  train-error:0.277311
## [6]  train-error:0.252101
## [7]  train-error:0.210084
## [8]  train-error:0.252101
## [9]  train-error:0.240896
## [10] train-error:0.221289
## [11] train-error:0.221289
## [12] train-error:0.210084
## [13] train-error:0.212885
## [14] train-error:0.196078
## [15] train-error:0.226891
## [16] train-error:0.229692
## [17] train-error:0.221289
## [18] train-error:0.232493
## [19] train-error:0.257703
## [20] train-error:0.226891
## [21] train-error:0.235294
## [22] train-error:0.254902
## [23] train-error:0.232493
## [24] train-error:0.232493
## [25] train-error:0.235294
## [26] train-error:0.240896
## [27] train-error:0.226891
## [28] train-error:0.226891
## [29] train-error:0.224090
## [30] train-error:0.207283
## [31] train-error:0.212885
## [32] train-error:0.229692
## [33] train-error:0.224090
## [34] train-error:0.229692
## [35] train-error:0.235294
## [36] train-error:0.229692
## [37] train-error:0.215686
## [38] train-error:0.212885
## [39] train-error:0.201681
## [40] train-error:0.215686
## [41] train-error:0.215686
## [42] train-error:0.204482
## [43] train-error:0.218487
## [44] train-error:0.232493
## [45] train-error:0.226891
## [46] train-error:0.215686
## [47] train-error:0.218487
## [48] train-error:0.204482
## [49] train-error:0.210084
## [50] train-error:0.204482
## [51] train-error:0.190476
## [52] train-error:0.207283
## [53] train-error:0.201681
## [54] train-error:0.193277
## [55] train-error:0.187675
## [56] train-error:0.198880
## [57] train-error:0.196078
## [58] train-error:0.193277
## [59] train-error:0.193277
## [60] train-error:0.198880
## [61] train-error:0.212885
## [62] train-error:0.201681
## [63] train-error:0.212885
## [64] train-error:0.190476
## [65] train-error:0.196078
## [66] train-error:0.190476
## [67] train-error:0.187675
## [68] train-error:0.184874
## [69] train-error:0.207283
## [70] train-error:0.190476
## [71] train-error:0.198880
## [72] train-error:0.198880
## [73] train-error:0.187675
## [74] train-error:0.196078
## [75] train-error:0.196078
## [76] train-error:0.196078
## [77] train-error:0.212885
## [78] train-error:0.196078
## [79] train-error:0.193277
## [80] train-error:0.179272
## [81] train-error:0.196078
## [82] train-error:0.193277
## [83] train-error:0.190476
## [84] train-error:0.193277
## [85] train-error:0.196078
## [86] train-error:0.210084
## [87] train-error:0.187675
## [88] train-error:0.196078
## [89] train-error:0.184874
## [90] train-error:0.179272
## [91] train-error:0.179272
## [92] train-error:0.165266
## [93] train-error:0.190476
## [94] train-error:0.193277
## [95] train-error:0.210084
## [96] train-error:0.207283
## [97] train-error:0.198880
## [98] train-error:0.193277
## [99] train-error:0.184874
## [100]    train-error:0.187675
## [101]    train-error:0.190476
## [102]    train-error:0.190476
## [103]    train-error:0.190476
## [104]    train-error:0.170868
## [105]    train-error:0.184874
## [106]    train-error:0.187675
## [107]    train-error:0.182073
## [108]    train-error:0.190476
## [109]    train-error:0.187675
## [110]    train-error:0.190476
## [111]    train-error:0.196078
## [112]    train-error:0.187675
## [113]    train-error:0.173669
## [114]    train-error:0.168067
## [115]    train-error:0.176471
## [116]    train-error:0.168067
## [117]    train-error:0.184874
## [118]    train-error:0.182073
## [119]    train-error:0.159664
## [120]    train-error:0.173669
## [121]    train-error:0.168067
## [122]    train-error:0.176471
## [123]    train-error:0.162465
## [124]    train-error:0.170868
## [125]    train-error:0.156863
## [126]    train-error:0.168067
## [127]    train-error:0.176471
## [128]    train-error:0.176471
## [129]    train-error:0.170868
## [130]    train-error:0.159664
## [131]    train-error:0.165266
## [132]    train-error:0.165266
## [133]    train-error:0.170868
## [134]    train-error:0.179272
## [135]    train-error:0.173669
## [136]    train-error:0.173669
## [137]    train-error:0.162465
## [138]    train-error:0.173669
## [139]    train-error:0.165266
## [140]    train-error:0.182073
## [141]    train-error:0.179272
## [142]    train-error:0.182073
## [143]    train-error:0.170868
## [144]    train-error:0.179272
## [145]    train-error:0.162465
## [146]    train-error:0.176471
## [147]    train-error:0.170868
## [148]    train-error:0.182073
## [149]    train-error:0.176471
## [150]    train-error:0.176471
## [151]    train-error:0.176471
## [152]    train-error:0.182073
## [153]    train-error:0.168067
## [154]    train-error:0.162465
## [155]    train-error:0.162465
## [156]    train-error:0.173669
## [157]    train-error:0.156863
## [158]    train-error:0.162465
## [159]    train-error:0.179272
## [160]    train-error:0.165266
## [161]    train-error:0.165266
## [162]    train-error:0.170868
## [163]    train-error:0.182073
## [164]    train-error:0.179272
## [165]    train-error:0.173669
## [166]    train-error:0.168067
## [167]    train-error:0.159664
## [168]    train-error:0.162465
## [169]    train-error:0.162465
## [170]    train-error:0.165266
## [171]    train-error:0.165266
## [172]    train-error:0.182073
## [173]    train-error:0.179272
## [174]    train-error:0.156863
## [175]    train-error:0.162465
## [176]    train-error:0.156863
## [177]    train-error:0.165266
## [178]    train-error:0.159664
## [179]    train-error:0.154062
## [180]    train-error:0.159664
## [181]    train-error:0.165266
## [182]    train-error:0.165266
## [183]    train-error:0.173669
## [184]    train-error:0.179272
## [185]    train-error:0.165266
## [186]    train-error:0.159664
## [187]    train-error:0.162465
## [188]    train-error:0.165266
## [189]    train-error:0.156863
## [190]    train-error:0.154062
## [191]    train-error:0.154062
## [192]    train-error:0.162465
## [193]    train-error:0.162465
## [194]    train-error:0.151261
## [195]    train-error:0.151261
## [196]    train-error:0.162465
## [197]    train-error:0.154062
## [198]    train-error:0.156863
## [199]    train-error:0.154062
## [200]    train-error:0.154062
## [201]    train-error:0.165266
## [202]    train-error:0.179272
## [203]    train-error:0.182073
## [204]    train-error:0.196078
## [205]    train-error:0.184874
## [206]    train-error:0.179272
## [207]    train-error:0.176471
## [208]    train-error:0.168067
## [209]    train-error:0.168067
## [210]    train-error:0.176471
## [211]    train-error:0.173669
## [212]    train-error:0.165266
## [213]    train-error:0.162465
## [214]    train-error:0.165266
## [215]    train-error:0.159664
## [216]    train-error:0.165266
## [217]    train-error:0.154062
## [218]    train-error:0.176471
## [219]    train-error:0.156863
## [220]    train-error:0.151261
## [221]    train-error:0.154062
## [222]    train-error:0.151261
## [223]    train-error:0.154062
## [224]    train-error:0.165266
## [225]    train-error:0.165266
## [226]    train-error:0.159664
## [227]    train-error:0.151261
## [228]    train-error:0.148459
## [229]    train-error:0.151261
## [230]    train-error:0.142857
## [231]    train-error:0.148459
## [232]    train-error:0.148459
## [233]    train-error:0.151261
## [234]    train-error:0.159664
## [235]    train-error:0.159664
## [236]    train-error:0.151261
## [237]    train-error:0.154062
## [238]    train-error:0.145658
## [239]    train-error:0.154062
## [240]    train-error:0.159664
## [241]    train-error:0.159664
## [242]    train-error:0.154062
## [243]    train-error:0.156863
## [244]    train-error:0.156863
## [245]    train-error:0.165266
## [246]    train-error:0.156863
## [247]    train-error:0.159664
## [248]    train-error:0.156863
## [249]    train-error:0.162465
## [250]    train-error:0.156863
## [251]    train-error:0.165266
## [252]    train-error:0.168067
## [253]    train-error:0.165266
## [254]    train-error:0.168067
## [255]    train-error:0.162465
## [256]    train-error:0.173669
## [257]    train-error:0.162465
## [258]    train-error:0.162465
## [259]    train-error:0.156863
## [260]    train-error:0.156863
## [261]    train-error:0.156863
## [262]    train-error:0.151261
## [263]    train-error:0.162465
## [264]    train-error:0.156863
## [265]    train-error:0.145658
## [266]    train-error:0.148459
## [267]    train-error:0.154062
## [268]    train-error:0.142857
## [269]    train-error:0.165266
## [270]    train-error:0.173669
## [271]    train-error:0.165266
## [272]    train-error:0.165266
## [273]    train-error:0.154062
## [274]    train-error:0.151261
## [275]    train-error:0.145658
## [276]    train-error:0.145658
## [277]    train-error:0.148459
## [278]    train-error:0.142857
## [279]    train-error:0.151261
## [280]    train-error:0.145658
## [281]    train-error:0.154062
## [282]    train-error:0.156863
## [283]    train-error:0.151261
## [284]    train-error:0.145658
## [285]    train-error:0.151261
## [286]    train-error:0.154062
## [287]    train-error:0.154062
## [288]    train-error:0.151261
## [289]    train-error:0.170868
## [290]    train-error:0.176471
## [291]    train-error:0.176471
## [292]    train-error:0.179272
## [293]    train-error:0.170868
## [294]    train-error:0.151261
## [295]    train-error:0.154062
## [296]    train-error:0.151261
## [297]    train-error:0.151261
## [298]    train-error:0.159664
## [299]    train-error:0.154062
## [300]    train-error:0.156863
## [301]    train-error:0.168067
## [302]    train-error:0.170868
## [303]    train-error:0.173669
## [304]    train-error:0.148459
## [305]    train-error:0.151261
## [306]    train-error:0.142857
## [307]    train-error:0.151261
## [308]    train-error:0.162465
## [309]    train-error:0.148459
## [310]    train-error:0.156863
## [311]    train-error:0.162465
## [312]    train-error:0.154062
## [313]    train-error:0.156863
## [314]    train-error:0.140056
## [315]    train-error:0.137255
## [316]    train-error:0.142857
## [317]    train-error:0.148459
## [318]    train-error:0.151261
## [319]    train-error:0.159664
## [320]    train-error:0.156863
## [321]    train-error:0.142857
## [322]    train-error:0.148459
## [323]    train-error:0.151261
## [324]    train-error:0.145658
## [325]    train-error:0.148459
## [326]    train-error:0.140056
## [327]    train-error:0.148459
## [328]    train-error:0.151261
## [329]    train-error:0.159664
## [330]    train-error:0.156863
## [331]    train-error:0.162465
## [332]    train-error:0.168067
## [333]    train-error:0.170868
## [334]    train-error:0.168067
## [335]    train-error:0.170868
## [336]    train-error:0.162465
## [337]    train-error:0.168067
## [338]    train-error:0.159664
## [339]    train-error:0.162465
## [340]    train-error:0.159664
## [341]    train-error:0.182073
## [342]    train-error:0.170868
## [343]    train-error:0.165266
## [344]    train-error:0.173669
## [345]    train-error:0.170868
## [346]    train-error:0.165266
## [347]    train-error:0.173669
## [348]    train-error:0.170868
## [349]    train-error:0.165266
## [350]    train-error:0.162465
## [351]    train-error:0.168067
## [352]    train-error:0.159664
## [353]    train-error:0.162465
## [354]    train-error:0.159664
## [355]    train-error:0.151261
## [356]    train-error:0.159664
## [357]    train-error:0.156863
## [358]    train-error:0.162465
## [359]    train-error:0.168067
## [360]    train-error:0.162465
## [361]    train-error:0.173669
## [362]    train-error:0.162465
## [363]    train-error:0.162465
## [364]    train-error:0.156863
## [365]    train-error:0.170868
## [366]    train-error:0.179272
## [367]    train-error:0.179272
## [368]    train-error:0.165266
## [369]    train-error:0.156863
## [370]    train-error:0.162465
## [371]    train-error:0.162465
## [372]    train-error:0.154062
## [373]    train-error:0.165266
## [374]    train-error:0.193277
## [375]    train-error:0.159664
## [376]    train-error:0.154062
## [377]    train-error:0.159664
## [378]    train-error:0.156863
## [379]    train-error:0.170868
## [380]    train-error:0.168067
## [381]    train-error:0.168067
## [382]    train-error:0.156863
## [383]    train-error:0.148459
## [384]    train-error:0.145658
## [385]    train-error:0.162465
## [386]    train-error:0.145658
## [387]    train-error:0.154062
## [388]    train-error:0.145658
## [389]    train-error:0.165266
## [390]    train-error:0.162465
## [391]    train-error:0.159664
## [392]    train-error:0.162465
## [393]    train-error:0.151261
## [394]    train-error:0.159664
## [395]    train-error:0.151261
## [396]    train-error:0.156863
## [397]    train-error:0.159664
## [398]    train-error:0.154062
## [399]    train-error:0.162465
## [400]    train-error:0.156863
## [401]    train-error:0.159664
## [402]    train-error:0.168067
## [403]    train-error:0.151261
## [404]    train-error:0.156863
## [405]    train-error:0.148459
## [406]    train-error:0.159664
## [407]    train-error:0.156863
## [408]    train-error:0.170868
## [409]    train-error:0.156863
## [410]    train-error:0.151261
## [411]    train-error:0.151261
## [412]    train-error:0.154062
## [413]    train-error:0.151261
## [414]    train-error:0.162465
## [415]    train-error:0.162465
## [416]    train-error:0.154062
## [417]    train-error:0.162465
## [418]    train-error:0.151261
## [419]    train-error:0.156863
## [420]    train-error:0.162465
## [421]    train-error:0.162465
## [422]    train-error:0.159664
## [423]    train-error:0.156863
## [424]    train-error:0.168067
## [425]    train-error:0.159664
## [426]    train-error:0.170868
## [427]    train-error:0.173669
## [428]    train-error:0.165266
## [429]    train-error:0.162465
## [430]    train-error:0.170868
## [431]    train-error:0.165266
## [432]    train-error:0.168067
## [433]    train-error:0.173669
## [434]    train-error:0.182073
## [435]    train-error:0.162465
## [436]    train-error:0.170868
## [437]    train-error:0.156863
## [438]    train-error:0.162465
## [439]    train-error:0.173669
## [440]    train-error:0.170868
## [441]    train-error:0.168067
## [442]    train-error:0.170868
## [443]    train-error:0.154062
## [444]    train-error:0.165266
## [445]    train-error:0.173669
## [446]    train-error:0.168067
## [447]    train-error:0.173669
## [448]    train-error:0.162465
## [449]    train-error:0.156863
## [450]    train-error:0.156863
## [451]    train-error:0.162465
## [452]    train-error:0.159664
## [453]    train-error:0.156863
## [454]    train-error:0.159664
## [455]    train-error:0.151261
## [456]    train-error:0.156863
## [457]    train-error:0.151261
## [458]    train-error:0.168067
## [459]    train-error:0.162465
## [460]    train-error:0.168067
## [461]    train-error:0.156863
## [462]    train-error:0.156863
## [463]    train-error:0.154062
## [0]  train-error:0.237430
## [1]  train-error:0.237430
## [2]  train-error:0.198324
## [3]  train-error:0.220670
## [4]  train-error:0.198324
## [5]  train-error:0.198324
## [6]  train-error:0.198324
## [7]  train-error:0.198324
## [8]  train-error:0.192737
## [9]  train-error:0.192737
## [10] train-error:0.184358
## [11] train-error:0.187151
## [12] train-error:0.189944
## [13] train-error:0.192737
## [14] train-error:0.175978
## [15] train-error:0.181564
## [16] train-error:0.178771
## [17] train-error:0.170391
## [18] train-error:0.178771
## [19] train-error:0.170391
## [20] train-error:0.159218
## [21] train-error:0.187151
## [22] train-error:0.187151
## [23] train-error:0.178771
## [24] train-error:0.195531
## [25] train-error:0.178771
## [26] train-error:0.181564
## [27] train-error:0.175978
## [28] train-error:0.164804
## [29] train-error:0.201117
## [30] train-error:0.184358
## [31] train-error:0.170391
## [32] train-error:0.162011
## [33] train-error:0.153631
## [34] train-error:0.170391
## [35] train-error:0.162011
## [36] train-error:0.187151
## [37] train-error:0.170391
## [38] train-error:0.173184
## [39] train-error:0.175978
## [40] train-error:0.156425
## [41] train-error:0.167598
## [42] train-error:0.156425
## [43] train-error:0.159218
## [44] train-error:0.148045
## [45] train-error:0.153631
## [46] train-error:0.162011
## [47] train-error:0.164804
## [48] train-error:0.164804
## [49] train-error:0.167598
## [50] train-error:0.167598
## [51] train-error:0.170391
## [52] train-error:0.181564
## [53] train-error:0.167598
## [54] train-error:0.175978
## [55] train-error:0.164804
## [56] train-error:0.173184
## [57] train-error:0.175978
## [58] train-error:0.164804
## [59] train-error:0.167598
## [60] train-error:0.167598
## [61] train-error:0.175978
## [62] train-error:0.164804
## [63] train-error:0.162011
## [64] train-error:0.167598
## [65] train-error:0.142458
## [66] train-error:0.153631
## [67] train-error:0.175978
## [68] train-error:0.164804
## [69] train-error:0.159218
## [70] train-error:0.145251
## [71] train-error:0.150838
## [72] train-error:0.145251
## [73] train-error:0.148045
## [74] train-error:0.170391
## [75] train-error:0.164804
## [76] train-error:0.153631
## [77] train-error:0.156425
## [78] train-error:0.156425
## [79] train-error:0.150838
## [80] train-error:0.153631
## [81] train-error:0.150838
## [82] train-error:0.162011
## [83] train-error:0.153631
## [84] train-error:0.153631
## [85] train-error:0.153631
## [86] train-error:0.159218
## [87] train-error:0.150838
## [88] train-error:0.159218
## [89] train-error:0.153631
## [90] train-error:0.153631
## [91] train-error:0.148045
## [92] train-error:0.150838
## [93] train-error:0.148045
## [94] train-error:0.136872
## [95] train-error:0.136872
## [96] train-error:0.134078
## [97] train-error:0.142458
## [98] train-error:0.134078
## [99] train-error:0.148045
## [100]    train-error:0.134078
## [101]    train-error:0.134078
## [102]    train-error:0.131285
## [103]    train-error:0.139665
## [104]    train-error:0.134078
## [105]    train-error:0.136872
## [106]    train-error:0.142458
## [107]    train-error:0.128492
## [108]    train-error:0.142458
## [109]    train-error:0.148045
## [110]    train-error:0.139665
## [111]    train-error:0.142458
## [112]    train-error:0.145251
## [113]    train-error:0.148045
## [114]    train-error:0.139665
## [115]    train-error:0.142458
## [116]    train-error:0.142458
## [117]    train-error:0.142458
## [118]    train-error:0.156425
## [119]    train-error:0.159218
## [120]    train-error:0.150838
## [121]    train-error:0.153631
## [122]    train-error:0.145251
## [123]    train-error:0.145251
## [124]    train-error:0.148045
## [125]    train-error:0.142458
## [126]    train-error:0.131285
## [127]    train-error:0.134078
## [128]    train-error:0.139665
## [129]    train-error:0.134078
## [130]    train-error:0.136872
## [131]    train-error:0.142458
## [132]    train-error:0.139665
## [133]    train-error:0.153631
## [134]    train-error:0.167598
## [135]    train-error:0.153631
## [136]    train-error:0.153631
## [137]    train-error:0.159218
## [138]    train-error:0.150838
## [139]    train-error:0.156425
## [140]    train-error:0.148045
## [141]    train-error:0.145251
## [142]    train-error:0.153631
## [143]    train-error:0.153631
## [144]    train-error:0.153631
## [145]    train-error:0.153631
## [146]    train-error:0.159218
## [147]    train-error:0.150838
## [148]    train-error:0.148045
## [149]    train-error:0.139665
## [150]    train-error:0.145251
## [151]    train-error:0.153631
## [152]    train-error:0.156425
## [153]    train-error:0.156425
## [154]    train-error:0.148045
## [155]    train-error:0.148045
## [156]    train-error:0.142458
## [157]    train-error:0.148045
## [158]    train-error:0.150838
## [159]    train-error:0.156425
## [160]    train-error:0.153631
## [161]    train-error:0.148045
## [162]    train-error:0.142458
## [163]    train-error:0.150838
## [164]    train-error:0.153631
## [165]    train-error:0.145251
## [166]    train-error:0.153631
## [167]    train-error:0.148045
## [168]    train-error:0.159218
## [169]    train-error:0.148045
## [170]    train-error:0.153631
## [171]    train-error:0.167598
## [172]    train-error:0.159218
## [173]    train-error:0.145251
## [174]    train-error:0.150838
## [175]    train-error:0.159218
## [176]    train-error:0.159218
## [177]    train-error:0.173184
## [178]    train-error:0.162011
## [179]    train-error:0.164804
## [180]    train-error:0.173184
## [181]    train-error:0.167598
## [182]    train-error:0.164804
## [183]    train-error:0.162011
## [184]    train-error:0.164804
## [185]    train-error:0.159218
## [186]    train-error:0.162011
## [187]    train-error:0.162011
## [188]    train-error:0.153631
## [189]    train-error:0.159218
## [190]    train-error:0.145251
## [191]    train-error:0.139665
## [192]    train-error:0.159218
## [193]    train-error:0.159218
## [194]    train-error:0.164804
## [195]    train-error:0.148045
## [196]    train-error:0.159218
## [197]    train-error:0.159218
## [198]    train-error:0.167598
## [199]    train-error:0.159218
## [200]    train-error:0.148045
## [201]    train-error:0.148045
## [202]    train-error:0.145251
## [203]    train-error:0.148045
## [204]    train-error:0.150838
## [205]    train-error:0.162011
## [206]    train-error:0.156425
## [207]    train-error:0.156425
## [208]    train-error:0.148045
## [209]    train-error:0.156425
## [210]    train-error:0.150838
## [211]    train-error:0.162011
## [212]    train-error:0.162011
## [213]    train-error:0.150838
## [214]    train-error:0.159218
## [215]    train-error:0.156425
## [216]    train-error:0.162011
## [217]    train-error:0.153631
## [218]    train-error:0.164804
## [219]    train-error:0.159218
## [220]    train-error:0.164804
## [221]    train-error:0.145251
## [222]    train-error:0.164804
## [223]    train-error:0.162011
## [224]    train-error:0.148045
## [225]    train-error:0.148045
## [226]    train-error:0.173184
## [227]    train-error:0.162011
## [228]    train-error:0.148045
## [229]    train-error:0.167598
## [230]    train-error:0.159218
## [231]    train-error:0.178771
## [232]    train-error:0.162011
## [233]    train-error:0.170391
## [234]    train-error:0.167598
## [235]    train-error:0.164804
## [236]    train-error:0.156425
## [237]    train-error:0.156425
## [238]    train-error:0.170391
## [239]    train-error:0.164804
## [240]    train-error:0.164804
## [241]    train-error:0.150838
## [242]    train-error:0.156425
## [243]    train-error:0.162011
## [244]    train-error:0.156425
## [245]    train-error:0.159218
## [246]    train-error:0.164804
## [247]    train-error:0.159218
## [248]    train-error:0.170391
## [249]    train-error:0.170391
## [250]    train-error:0.170391
## [251]    train-error:0.167598
## [252]    train-error:0.170391
## [253]    train-error:0.159218
## [254]    train-error:0.164804
## [255]    train-error:0.159218
## [256]    train-error:0.159218
## [257]    train-error:0.173184
## [258]    train-error:0.164804
## [259]    train-error:0.162011
## [260]    train-error:0.164804
## [261]    train-error:0.164804
## [262]    train-error:0.148045
## [263]    train-error:0.139665
## [264]    train-error:0.150838
## [265]    train-error:0.142458
## [266]    train-error:0.142458
## [267]    train-error:0.150838
## [268]    train-error:0.136872
## [269]    train-error:0.142458
## [270]    train-error:0.148045
## [271]    train-error:0.145251
## [272]    train-error:0.150838
## [273]    train-error:0.156425
## [274]    train-error:0.142458
## [275]    train-error:0.148045
## [276]    train-error:0.145251
## [277]    train-error:0.153631
## [278]    train-error:0.159218
## [279]    train-error:0.145251
## [280]    train-error:0.145251
## [281]    train-error:0.148045
## [282]    train-error:0.150838
## [283]    train-error:0.150838
## [284]    train-error:0.150838
## [285]    train-error:0.142458
## [286]    train-error:0.150838
## [287]    train-error:0.153631
## [288]    train-error:0.150838
## [289]    train-error:0.156425
## [290]    train-error:0.150838
## [291]    train-error:0.148045
## [292]    train-error:0.153631
## [293]    train-error:0.150838
## [294]    train-error:0.148045
## [295]    train-error:0.153631
## [296]    train-error:0.156425
## [297]    train-error:0.150838
## [298]    train-error:0.162011
## [299]    train-error:0.148045
## [300]    train-error:0.148045
## [301]    train-error:0.159218
## [302]    train-error:0.162011
## [303]    train-error:0.150838
## [304]    train-error:0.150838
## [305]    train-error:0.153631
## [306]    train-error:0.150838
## [307]    train-error:0.156425
## [308]    train-error:0.156425
## [309]    train-error:0.156425
## [310]    train-error:0.159218
## [311]    train-error:0.145251
## [312]    train-error:0.145251
## [313]    train-error:0.142458
## [314]    train-error:0.136872
## [315]    train-error:0.145251
## [316]    train-error:0.148045
## [317]    train-error:0.150838
## [318]    train-error:0.150838
## [319]    train-error:0.148045
## [320]    train-error:0.153631
## [321]    train-error:0.162011
## [322]    train-error:0.156425
## [323]    train-error:0.142458
## [324]    train-error:0.148045
## [325]    train-error:0.142458
## [326]    train-error:0.148045
## [327]    train-error:0.148045
## [328]    train-error:0.150838
## [329]    train-error:0.148045
## [330]    train-error:0.148045
## [331]    train-error:0.145251
## [332]    train-error:0.156425
## [333]    train-error:0.156425
## [334]    train-error:0.150838
## [335]    train-error:0.159218
## [336]    train-error:0.150838
## [337]    train-error:0.145251
## [338]    train-error:0.156425
## [339]    train-error:0.150838
## [340]    train-error:0.153631
## [341]    train-error:0.159218
## [342]    train-error:0.150838
## [343]    train-error:0.153631
## [344]    train-error:0.150838
## [345]    train-error:0.148045
## [346]    train-error:0.150838
## [347]    train-error:0.142458
## [348]    train-error:0.145251
## [349]    train-error:0.159218
## [350]    train-error:0.139665
## [351]    train-error:0.156425
## [352]    train-error:0.159218
## [353]    train-error:0.156425
## [354]    train-error:0.145251
## [355]    train-error:0.145251
## [356]    train-error:0.136872
## [357]    train-error:0.148045
## [358]    train-error:0.145251
## [359]    train-error:0.148045
## [360]    train-error:0.145251
## [361]    train-error:0.139665
## [362]    train-error:0.145251
## [363]    train-error:0.148045
## [364]    train-error:0.150838
## [365]    train-error:0.153631
## [366]    train-error:0.145251
## [367]    train-error:0.145251
## [368]    train-error:0.142458
## [369]    train-error:0.150838
## [370]    train-error:0.153631
## [371]    train-error:0.145251
## [372]    train-error:0.142458
## [373]    train-error:0.148045
## [374]    train-error:0.134078
## [375]    train-error:0.131285
## [376]    train-error:0.136872
## [377]    train-error:0.142458
## [378]    train-error:0.148045
## [379]    train-error:0.142458
## [380]    train-error:0.145251
## [381]    train-error:0.139665
## [382]    train-error:0.142458
## [383]    train-error:0.142458
## [384]    train-error:0.145251
## [385]    train-error:0.145251
## [386]    train-error:0.136872
## [387]    train-error:0.145251
## [388]    train-error:0.136872
## [389]    train-error:0.136872
## [390]    train-error:0.134078
## [391]    train-error:0.128492
## [392]    train-error:0.142458
## [393]    train-error:0.131285
## [394]    train-error:0.136872
## [395]    train-error:0.131285
## [396]    train-error:0.125698
## [397]    train-error:0.142458
## [398]    train-error:0.142458
## [399]    train-error:0.150838
## [400]    train-error:0.156425
## [401]    train-error:0.142458
## [402]    train-error:0.153631
## [403]    train-error:0.159218
## [404]    train-error:0.142458
## [405]    train-error:0.142458
## [406]    train-error:0.145251
## [407]    train-error:0.142458
## [408]    train-error:0.125698
## [409]    train-error:0.139665
## [410]    train-error:0.150838
## [411]    train-error:0.139665
## [412]    train-error:0.139665
## [413]    train-error:0.142458
## [414]    train-error:0.142458
## [415]    train-error:0.136872
## [416]    train-error:0.139665
## [417]    train-error:0.134078
## [418]    train-error:0.134078
## [419]    train-error:0.131285
## [420]    train-error:0.136872
## [421]    train-error:0.134078
## [422]    train-error:0.128492
## [423]    train-error:0.128492
## [424]    train-error:0.122905
## [425]    train-error:0.136872
## [426]    train-error:0.139665
## [427]    train-error:0.134078
## [428]    train-error:0.131285
## [429]    train-error:0.139665
## [430]    train-error:0.134078
## [431]    train-error:0.134078
## [432]    train-error:0.131285
## [433]    train-error:0.131285
## [434]    train-error:0.134078
## [435]    train-error:0.136872
## [436]    train-error:0.128492
## [437]    train-error:0.139665
## [438]    train-error:0.139665
## [439]    train-error:0.139665
## [440]    train-error:0.134078
## [441]    train-error:0.142458
## [442]    train-error:0.139665
## [443]    train-error:0.125698
## [444]    train-error:0.134078
## [445]    train-error:0.122905
## [446]    train-error:0.139665
## [447]    train-error:0.136872
## [448]    train-error:0.139665
## [449]    train-error:0.131285
## [450]    train-error:0.131285
## [451]    train-error:0.142458
## [452]    train-error:0.134078
## [453]    train-error:0.145251
## [454]    train-error:0.145251
## [455]    train-error:0.139665
## [456]    train-error:0.139665
## [457]    train-error:0.145251
## [458]    train-error:0.142458
## [459]    train-error:0.134078
## [460]    train-error:0.136872
## [461]    train-error:0.139665
## [462]    train-error:0.131285
## [463]    train-error:0.131285
## [464]    train-error:0.134078
## [465]    train-error:0.134078
## [466]    train-error:0.134078
## [467]    train-error:0.125698
## [468]    train-error:0.125698
## [469]    train-error:0.131285
## [470]    train-error:0.134078
## [471]    train-error:0.134078
## [472]    train-error:0.131285
## [473]    train-error:0.128492
## [474]    train-error:0.131285
## [475]    train-error:0.134078
## [476]    train-error:0.131285
## [477]    train-error:0.134078
## [478]    train-error:0.136872
## [479]    train-error:0.131285
## [480]    train-error:0.139665
## [481]    train-error:0.139665
## [482]    train-error:0.139665
## [483]    train-error:0.142458
## [484]    train-error:0.139665
## [485]    train-error:0.131285
## [486]    train-error:0.128492
## [487]    train-error:0.128492
## [488]    train-error:0.131285
## [489]    train-error:0.134078
## [490]    train-error:0.128492
## [491]    train-error:0.134078
## [492]    train-error:0.134078
## [493]    train-error:0.131285
## [494]    train-error:0.128492
## [495]    train-error:0.125698
## [496]    train-error:0.134078
## [497]    train-error:0.145251
## [498]    train-error:0.131285
## [499]    train-error:0.136872
## [500]    train-error:0.134078
## [501]    train-error:0.128492
## [502]    train-error:0.136872
## [503]    train-error:0.145251
## [504]    train-error:0.142458
## [505]    train-error:0.142458
## [506]    train-error:0.136872
## [507]    train-error:0.145251
## [508]    train-error:0.142458
## [509]    train-error:0.139665
## [510]    train-error:0.142458
## [511]    train-error:0.131285
## [512]    train-error:0.134078
## [513]    train-error:0.131285
## [514]    train-error:0.120112
## [515]    train-error:0.150838
## [516]    train-error:0.139665
## [517]    train-error:0.136872
## [518]    train-error:0.139665
## [519]    train-error:0.145251
## [520]    train-error:0.136872
## [0]  train-error:0.190476
## [1]  train-error:0.193277
## [2]  train-error:0.193277
## [3]  train-error:0.198880
## [4]  train-error:0.184874
## [5]  train-error:0.184874
## [6]  train-error:0.187675
## [7]  train-error:0.184874
## [8]  train-error:0.187675
## [9]  train-error:0.190476
## [10] train-error:0.176471
## [11] train-error:0.170868
## [12] train-error:0.168067
## [13] train-error:0.184874
## [14] train-error:0.182073
## [15] train-error:0.173669
## [16] train-error:0.173669
## [17] train-error:0.182073
## [18] train-error:0.173669
## [19] train-error:0.179272
## [20] train-error:0.170868
## [21] train-error:0.162465
## [22] train-error:0.168067
## [23] train-error:0.173669
## [24] train-error:0.176471
## [25] train-error:0.170868
## [26] train-error:0.159664
## [27] train-error:0.168067
## [28] train-error:0.154062
## [29] train-error:0.170868
## [30] train-error:0.156863
## [31] train-error:0.148459
## [32] train-error:0.159664
## [33] train-error:0.148459
## [34] train-error:0.165266
## [35] train-error:0.168067
## [36] train-error:0.159664
## [37] train-error:0.170868
## [38] train-error:0.176471
## [39] train-error:0.156863
## [40] train-error:0.159664
## [41] train-error:0.156863
## [42] train-error:0.165266
## [43] train-error:0.165266
## [44] train-error:0.170868
## [45] train-error:0.165266
## [46] train-error:0.156863
## [47] train-error:0.154062
## [48] train-error:0.156863
## [49] train-error:0.154062
## [50] train-error:0.154062
## [51] train-error:0.162465
## [52] train-error:0.168067
## [53] train-error:0.168067
## [54] train-error:0.151261
## [55] train-error:0.162465
## [56] train-error:0.159664
## [57] train-error:0.170868
## [58] train-error:0.159664
## [59] train-error:0.162465
## [60] train-error:0.165266
## [61] train-error:0.156863
## [62] train-error:0.156863
## [63] train-error:0.151261
## [64] train-error:0.151261
## [65] train-error:0.134454
## [66] train-error:0.137255
## [67] train-error:0.145658
## [68] train-error:0.148459
## [69] train-error:0.142857
## [70] train-error:0.140056
## [71] train-error:0.162465
## [72] train-error:0.154062
## [73] train-error:0.151261
## [74] train-error:0.148459
## [75] train-error:0.159664
## [76] train-error:0.151261
## [77] train-error:0.165266
## [78] train-error:0.162465
## [79] train-error:0.168067
## [80] train-error:0.148459
## [81] train-error:0.145658
## [82] train-error:0.154062
## [83] train-error:0.170868
## [84] train-error:0.156863
## [85] train-error:0.168067
## [86] train-error:0.170868
## [87] train-error:0.170868
## [88] train-error:0.159664
## [89] train-error:0.176471
## [90] train-error:0.162465
## [91] train-error:0.159664
## [92] train-error:0.168067
## [93] train-error:0.170868
## [94] train-error:0.162465
## [95] train-error:0.173669
## [96] train-error:0.179272
## [97] train-error:0.162465
## [98] train-error:0.176471
## [99] train-error:0.170868
## [100]    train-error:0.165266
## [101]    train-error:0.148459
## [102]    train-error:0.154062
## [103]    train-error:0.151261
## [104]    train-error:0.145658
## [105]    train-error:0.140056
## [106]    train-error:0.140056
## [107]    train-error:0.148459
## [108]    train-error:0.156863
## [109]    train-error:0.170868
## [110]    train-error:0.156863
## [111]    train-error:0.151261
## [112]    train-error:0.134454
## [113]    train-error:0.145658
## [114]    train-error:0.137255
## [115]    train-error:0.128852
## [116]    train-error:0.137255
## [117]    train-error:0.137255
## [118]    train-error:0.128852
## [119]    train-error:0.137255
## [120]    train-error:0.142857
## [121]    train-error:0.142857
## [122]    train-error:0.151261
## [123]    train-error:0.151261
## [124]    train-error:0.142857
## [125]    train-error:0.148459
## [126]    train-error:0.137255
## [127]    train-error:0.140056
## [128]    train-error:0.131653
## [129]    train-error:0.126050
## [130]    train-error:0.134454
## [131]    train-error:0.140056
## [132]    train-error:0.137255
## [133]    train-error:0.142857
## [134]    train-error:0.131653
## [135]    train-error:0.128852
## [136]    train-error:0.137255
## [137]    train-error:0.131653
## [138]    train-error:0.123249
## [139]    train-error:0.140056
## [140]    train-error:0.137255
## [141]    train-error:0.137255
## [142]    train-error:0.142857
## [143]    train-error:0.131653
## [144]    train-error:0.137255
## [145]    train-error:0.137255
## [146]    train-error:0.137255
## [147]    train-error:0.151261
## [148]    train-error:0.142857
## [149]    train-error:0.140056
## [150]    train-error:0.137255
## [151]    train-error:0.137255
## [152]    train-error:0.140056
## [153]    train-error:0.131653
## [154]    train-error:0.134454
## [155]    train-error:0.134454
## [156]    train-error:0.131653
## [157]    train-error:0.140056
## [158]    train-error:0.140056
## [159]    train-error:0.134454
## [160]    train-error:0.142857
## [161]    train-error:0.134454
## [162]    train-error:0.131653
## [163]    train-error:0.126050
## [164]    train-error:0.128852
## [165]    train-error:0.123249
## [166]    train-error:0.120448
## [167]    train-error:0.131653
## [168]    train-error:0.123249
## [169]    train-error:0.126050
## [170]    train-error:0.123249
## [171]    train-error:0.120448
## [172]    train-error:0.123249
## [173]    train-error:0.131653
## [174]    train-error:0.131653
## [175]    train-error:0.131653
## [176]    train-error:0.128852
## [177]    train-error:0.131653
## [178]    train-error:0.137255
## [179]    train-error:0.137255
## [180]    train-error:0.140056
## [181]    train-error:0.134454
## [182]    train-error:0.134454
## [183]    train-error:0.131653
## [184]    train-error:0.134454
## [185]    train-error:0.134454
## [186]    train-error:0.131653
## [187]    train-error:0.134454
## [188]    train-error:0.140056
## [189]    train-error:0.140056
## [190]    train-error:0.128852
## [191]    train-error:0.131653
## [192]    train-error:0.134454
## [193]    train-error:0.131653
## [194]    train-error:0.128852
## [195]    train-error:0.142857
## [196]    train-error:0.117647
## [197]    train-error:0.126050
## [198]    train-error:0.140056
## [199]    train-error:0.123249
## [200]    train-error:0.120448
## [201]    train-error:0.123249
## [202]    train-error:0.126050
## [203]    train-error:0.123249
## [204]    train-error:0.123249
## [205]    train-error:0.126050
## [206]    train-error:0.131653
## [207]    train-error:0.137255
## [208]    train-error:0.117647
## [209]    train-error:0.117647
## [210]    train-error:0.126050
## [211]    train-error:0.117647
## [212]    train-error:0.123249
## [213]    train-error:0.128852
## [214]    train-error:0.131653
## [215]    train-error:0.137255
## [216]    train-error:0.128852
## [217]    train-error:0.134454
## [218]    train-error:0.137255
## [219]    train-error:0.117647
## [220]    train-error:0.120448
## [221]    train-error:0.114846
## [222]    train-error:0.134454
## [223]    train-error:0.134454
## [224]    train-error:0.134454
## [225]    train-error:0.134454
## [226]    train-error:0.131653
## [227]    train-error:0.120448
## [228]    train-error:0.134454
## [229]    train-error:0.123249
## [230]    train-error:0.131653
## [231]    train-error:0.131653
## [232]    train-error:0.128852
## [233]    train-error:0.142857
## [234]    train-error:0.126050
## [235]    train-error:0.128852
## [236]    train-error:0.128852
## [237]    train-error:0.140056
## [238]    train-error:0.128852
## [239]    train-error:0.128852
## [240]    train-error:0.128852
## [241]    train-error:0.134454
## [242]    train-error:0.142857
## [243]    train-error:0.134454
## [244]    train-error:0.137255
## [245]    train-error:0.145658
## [246]    train-error:0.140056
## [247]    train-error:0.134454
## [248]    train-error:0.142857
## [249]    train-error:0.134454
## [250]    train-error:0.128852
## [251]    train-error:0.131653
## [252]    train-error:0.131653
## [253]    train-error:0.142857
## [254]    train-error:0.123249
## [255]    train-error:0.128852
## [256]    train-error:0.131653
## [257]    train-error:0.140056
## [258]    train-error:0.134454
## [259]    train-error:0.134454
## [260]    train-error:0.134454
## [261]    train-error:0.140056
## [262]    train-error:0.134454
## [263]    train-error:0.128852
## [264]    train-error:0.126050
## [265]    train-error:0.134454
## [266]    train-error:0.126050
## [267]    train-error:0.123249
## [268]    train-error:0.142857
## [269]    train-error:0.142857
## [270]    train-error:0.142857
## [271]    train-error:0.145658
## [272]    train-error:0.128852
## [273]    train-error:0.128852
## [274]    train-error:0.137255
## [275]    train-error:0.142857
## [276]    train-error:0.145658
## [277]    train-error:0.142857
## [278]    train-error:0.131653
## [279]    train-error:0.128852
## [280]    train-error:0.137255
## [281]    train-error:0.134454
## [282]    train-error:0.134454
## [283]    train-error:0.128852
## [284]    train-error:0.137255
## [285]    train-error:0.120448
## [286]    train-error:0.120448
## [287]    train-error:0.117647
## [288]    train-error:0.123249
## [289]    train-error:0.117647
## [290]    train-error:0.117647
## [291]    train-error:0.126050
## [292]    train-error:0.120448
## [293]    train-error:0.120448
## [294]    train-error:0.120448
## [295]    train-error:0.120448
## [296]    train-error:0.123249
## [297]    train-error:0.123249
## [298]    train-error:0.126050
## [299]    train-error:0.123249
## [300]    train-error:0.123249
## [301]    train-error:0.128852
## [302]    train-error:0.126050
## [303]    train-error:0.126050
## [304]    train-error:0.126050
## [305]    train-error:0.126050
## [306]    train-error:0.128852
## [307]    train-error:0.131653
## [308]    train-error:0.137255
## [309]    train-error:0.128852
## [310]    train-error:0.140056
## [311]    train-error:0.131653
## [312]    train-error:0.128852
## [313]    train-error:0.123249
## [314]    train-error:0.117647
## [315]    train-error:0.120448
## [316]    train-error:0.123249
## [317]    train-error:0.120448
## [318]    train-error:0.117647
## [319]    train-error:0.117647
## [320]    train-error:0.126050
## [321]    train-error:0.114846
## [322]    train-error:0.117647
## [323]    train-error:0.128852
## [324]    train-error:0.123249
## [325]    train-error:0.123249
## [326]    train-error:0.120448
## [327]    train-error:0.123249
## [328]    train-error:0.120448
## [329]    train-error:0.128852
## [330]    train-error:0.120448
## [331]    train-error:0.117647
## [332]    train-error:0.117647
## [333]    train-error:0.114846
## [334]    train-error:0.123249
## [335]    train-error:0.128852
## [336]    train-error:0.123249
## [337]    train-error:0.128852
## [338]    train-error:0.123249
## [339]    train-error:0.120448
## [340]    train-error:0.131653
## [341]    train-error:0.126050
## [342]    train-error:0.123249
## [343]    train-error:0.120448
## [344]    train-error:0.120448
## [345]    train-error:0.117647
## [346]    train-error:0.128852
## [347]    train-error:0.120448
## [348]    train-error:0.128852
## [349]    train-error:0.142857
## [350]    train-error:0.131653
## [351]    train-error:0.131653
## [352]    train-error:0.134454
## [353]    train-error:0.123249
## [354]    train-error:0.123249
## [355]    train-error:0.123249
## [356]    train-error:0.140056
## [357]    train-error:0.137255
## [358]    train-error:0.142857
## [359]    train-error:0.117647
## [360]    train-error:0.114846
## [361]    train-error:0.117647
## [362]    train-error:0.117647
## [363]    train-error:0.117647
## [364]    train-error:0.120448
## [365]    train-error:0.117647
## [366]    train-error:0.123249
## [367]    train-error:0.126050
## [368]    train-error:0.126050
## [369]    train-error:0.128852
## [370]    train-error:0.126050
## [371]    train-error:0.131653
## [372]    train-error:0.131653
## [373]    train-error:0.126050
## [374]    train-error:0.134454
## [375]    train-error:0.126050
## [376]    train-error:0.123249
## [377]    train-error:0.128852
## [378]    train-error:0.123249
## [379]    train-error:0.123249
## [380]    train-error:0.128852
## [381]    train-error:0.120448
## [382]    train-error:0.123249
## [383]    train-error:0.126050
## [384]    train-error:0.123249
## [385]    train-error:0.134454
## [386]    train-error:0.131653
## [387]    train-error:0.140056
## [388]    train-error:0.137255
## [389]    train-error:0.137255
## [390]    train-error:0.128852
## [391]    train-error:0.134454
## [392]    train-error:0.131653
## [393]    train-error:0.137255
## [394]    train-error:0.134454
## [395]    train-error:0.126050
## [396]    train-error:0.131653
## [397]    train-error:0.131653
## [398]    train-error:0.131653
## [399]    train-error:0.128852
## [400]    train-error:0.123249
## [401]    train-error:0.123249
## [402]    train-error:0.120448
## [403]    train-error:0.120448
## [404]    train-error:0.117647
## [405]    train-error:0.123249
## [406]    train-error:0.120448
## [407]    train-error:0.131653
## [408]    train-error:0.114846
## [409]    train-error:0.120448
## [410]    train-error:0.120448
## [411]    train-error:0.112045
## [412]    train-error:0.120448
## [413]    train-error:0.123249
## [414]    train-error:0.112045
## [415]    train-error:0.123249
## [416]    train-error:0.120448
## [417]    train-error:0.123249
## [418]    train-error:0.120448
## [419]    train-error:0.123249
## [420]    train-error:0.123249
## [421]    train-error:0.114846
## [422]    train-error:0.114846
## [423]    train-error:0.120448
## [424]    train-error:0.123249
## [425]    train-error:0.126050
## [426]    train-error:0.128852
## [427]    train-error:0.126050
## [428]    train-error:0.120448
## [429]    train-error:0.126050
## [430]    train-error:0.126050
## [431]    train-error:0.128852
## [432]    train-error:0.126050
## [433]    train-error:0.126050
## [434]    train-error:0.128852
## [435]    train-error:0.140056
## [436]    train-error:0.117647
## [437]    train-error:0.126050
## [438]    train-error:0.120448
## [439]    train-error:0.126050
## [440]    train-error:0.126050
## [441]    train-error:0.120448
## [442]    train-error:0.126050
## [443]    train-error:0.120448
## [444]    train-error:0.120448
## [445]    train-error:0.120448
## [446]    train-error:0.123249
## [447]    train-error:0.120448
## [448]    train-error:0.134454
## [449]    train-error:0.123249
## [450]    train-error:0.131653
## [451]    train-error:0.126050
## [452]    train-error:0.126050
## [453]    train-error:0.126050
## [454]    train-error:0.131653
## [455]    train-error:0.120448
## [456]    train-error:0.123249
## [457]    train-error:0.126050
## [458]    train-error:0.131653
## [459]    train-error:0.123249
## [460]    train-error:0.120448
## [461]    train-error:0.140056
## [462]    train-error:0.134454
## [463]    train-error:0.134454
## [464]    train-error:0.134454
## [465]    train-error:0.128852
## [466]    train-error:0.131653
## [467]    train-error:0.134454
## [468]    train-error:0.131653
## [469]    train-error:0.126050
## [470]    train-error:0.134454
## [471]    train-error:0.128852
## [472]    train-error:0.134454
## [473]    train-error:0.131653
## [474]    train-error:0.128852
## [475]    train-error:0.131653
## [476]    train-error:0.128852
## [477]    train-error:0.131653
## [478]    train-error:0.137255
## [479]    train-error:0.134454
## [480]    train-error:0.137255
## [481]    train-error:0.128852
## [482]    train-error:0.128852
## [483]    train-error:0.126050
## [484]    train-error:0.134454
## [485]    train-error:0.140056
## [486]    train-error:0.134454
## [487]    train-error:0.128852
## [488]    train-error:0.126050
## [489]    train-error:0.126050
## [490]    train-error:0.128852
## [491]    train-error:0.131653
## [492]    train-error:0.126050
## [493]    train-error:0.120448
## [494]    train-error:0.126050
## [495]    train-error:0.128852
## [496]    train-error:0.126050
## [497]    train-error:0.123249
## [498]    train-error:0.123249
## [499]    train-error:0.131653
## [500]    train-error:0.128852
## [501]    train-error:0.128852
## [502]    train-error:0.120448
## [503]    train-error:0.126050
## [504]    train-error:0.131653
## [505]    train-error:0.134454
## [506]    train-error:0.131653
## [507]    train-error:0.134454
## [508]    train-error:0.137255
## [509]    train-error:0.123249
## [510]    train-error:0.126050
## [511]    train-error:0.128852
## [512]    train-error:0.134454
## [513]    train-error:0.142857
## [514]    train-error:0.131653
## [515]    train-error:0.134454
## [516]    train-error:0.134454
## [517]    train-error:0.134454
## [518]    train-error:0.128852
## [519]    train-error:0.126050
## [520]    train-error:0.140056
## [0]  train-error:0.218487
## [1]  train-error:0.226891
## [2]  train-error:0.229692
## [3]  train-error:0.224090
## [4]  train-error:0.224090
## [5]  train-error:0.210084
## [6]  train-error:0.193277
## [7]  train-error:0.204482
## [8]  train-error:0.182073
## [9]  train-error:0.176471
## [10] train-error:0.179272
## [11] train-error:0.173669
## [12] train-error:0.170868
## [13] train-error:0.156863
## [14] train-error:0.162465
## [15] train-error:0.165266
## [16] train-error:0.151261
## [17] train-error:0.165266
## [18] train-error:0.148459
## [19] train-error:0.154062
## [20] train-error:0.145658
## [21] train-error:0.173669
## [22] train-error:0.156863
## [23] train-error:0.170868
## [24] train-error:0.159664
## [25] train-error:0.170868
## [26] train-error:0.159664
## [27] train-error:0.162465
## [28] train-error:0.154062
## [29] train-error:0.162465
## [30] train-error:0.154062
## [31] train-error:0.145658
## [32] train-error:0.168067
## [33] train-error:0.159664
## [34] train-error:0.151261
## [35] train-error:0.154062
## [36] train-error:0.156863
## [37] train-error:0.159664
## [38] train-error:0.159664
## [39] train-error:0.154062
## [40] train-error:0.154062
## [41] train-error:0.156863
## [42] train-error:0.159664
## [43] train-error:0.145658
## [44] train-error:0.142857
## [45] train-error:0.142857
## [46] train-error:0.151261
## [47] train-error:0.134454
## [48] train-error:0.140056
## [49] train-error:0.142857
## [50] train-error:0.137255
## [51] train-error:0.140056
## [52] train-error:0.148459
## [53] train-error:0.131653
## [54] train-error:0.145658
## [55] train-error:0.142857
## [56] train-error:0.154062
## [57] train-error:0.137255
## [58] train-error:0.140056
## [59] train-error:0.137255
## [60] train-error:0.140056
## [61] train-error:0.142857
## [62] train-error:0.140056
## [63] train-error:0.140056
## [64] train-error:0.145658
## [65] train-error:0.140056
## [66] train-error:0.128852
## [67] train-error:0.131653
## [68] train-error:0.137255
## [69] train-error:0.140056
## [70] train-error:0.128852
## [71] train-error:0.142857
## [72] train-error:0.140056
## [73] train-error:0.134454
## [74] train-error:0.140056
## [75] train-error:0.134454
## [76] train-error:0.128852
## [77] train-error:0.134454
## [78] train-error:0.128852
## [79] train-error:0.137255
## [80] train-error:0.126050
## [81] train-error:0.134454
## [82] train-error:0.142857
## [83] train-error:0.142857
## [84] train-error:0.137255
## [85] train-error:0.148459
## [86] train-error:0.151261
## [87] train-error:0.154062
## [88] train-error:0.134454
## [89] train-error:0.134454
## [90] train-error:0.140056
## [91] train-error:0.145658
## [92] train-error:0.145658
## [93] train-error:0.140056
## [94] train-error:0.137255
## [95] train-error:0.128852
## [96] train-error:0.140056
## [97] train-error:0.134454
## [98] train-error:0.137255
## [99] train-error:0.131653
## [100]    train-error:0.128852
## [101]    train-error:0.137255
## [102]    train-error:0.140056
## [103]    train-error:0.131653
## [104]    train-error:0.148459
## [105]    train-error:0.137255
## [106]    train-error:0.117647
## [107]    train-error:0.120448
## [108]    train-error:0.126050
## [109]    train-error:0.134454
## [110]    train-error:0.131653
## [111]    train-error:0.131653
## [112]    train-error:0.128852
## [113]    train-error:0.128852
## [114]    train-error:0.128852
## [115]    train-error:0.128852
## [116]    train-error:0.131653
## [117]    train-error:0.128852
## [118]    train-error:0.134454
## [119]    train-error:0.137255
## [120]    train-error:0.126050
## [121]    train-error:0.137255
## [122]    train-error:0.142857
## [123]    train-error:0.134454
## [124]    train-error:0.148459
## [125]    train-error:0.154062
## [126]    train-error:0.134454
## [127]    train-error:0.137255
## [128]    train-error:0.142857
## [129]    train-error:0.140056
## [130]    train-error:0.145658
## [131]    train-error:0.145658
## [132]    train-error:0.142857
## [133]    train-error:0.128852
## [134]    train-error:0.137255
## [135]    train-error:0.131653
## [136]    train-error:0.131653
## [137]    train-error:0.140056
## [138]    train-error:0.145658
## [139]    train-error:0.142857
## [140]    train-error:0.137255
## [141]    train-error:0.137255
## [142]    train-error:0.137255
## [143]    train-error:0.131653
## [144]    train-error:0.140056
## [145]    train-error:0.137255
## [146]    train-error:0.137255
## [147]    train-error:0.145658
## [148]    train-error:0.140056
## [149]    train-error:0.131653
## [150]    train-error:0.137255
## [151]    train-error:0.140056
## [152]    train-error:0.131653
## [153]    train-error:0.134454
## [154]    train-error:0.131653
## [155]    train-error:0.126050
## [156]    train-error:0.126050
## [157]    train-error:0.128852
## [158]    train-error:0.131653
## [159]    train-error:0.145658
## [160]    train-error:0.142857
## [161]    train-error:0.142857
## [162]    train-error:0.140056
## [163]    train-error:0.140056
## [164]    train-error:0.137255
## [165]    train-error:0.137255
## [166]    train-error:0.131653
## [167]    train-error:0.134454
## [168]    train-error:0.134454
## [169]    train-error:0.140056
## [170]    train-error:0.140056
## [171]    train-error:0.142857
## [172]    train-error:0.145658
## [173]    train-error:0.145658
## [174]    train-error:0.142857
## [175]    train-error:0.131653
## [176]    train-error:0.137255
## [177]    train-error:0.145658
## [178]    train-error:0.148459
## [179]    train-error:0.148459
## [180]    train-error:0.151261
## [181]    train-error:0.156863
## [182]    train-error:0.151261
## [183]    train-error:0.151261
## [184]    train-error:0.156863
## [185]    train-error:0.148459
## [186]    train-error:0.142857
## [187]    train-error:0.140056
## [188]    train-error:0.142857
## [189]    train-error:0.137255
## [190]    train-error:0.154062
## [191]    train-error:0.142857
## [192]    train-error:0.134454
## [193]    train-error:0.134454
## [194]    train-error:0.137255
## [195]    train-error:0.134454
## [196]    train-error:0.140056
## [197]    train-error:0.134454
## [198]    train-error:0.128852
## [199]    train-error:0.137255
## [200]    train-error:0.131653
## [201]    train-error:0.134454
## [202]    train-error:0.134454
## [203]    train-error:0.134454
## [204]    train-error:0.131653
## [205]    train-error:0.137255
## [206]    train-error:0.140056
## [207]    train-error:0.134454
## [208]    train-error:0.137255
## [209]    train-error:0.140056
## [210]    train-error:0.140056
## [211]    train-error:0.137255
## [212]    train-error:0.134454
## [213]    train-error:0.131653
## [214]    train-error:0.140056
## [215]    train-error:0.145658
## [216]    train-error:0.134454
## [217]    train-error:0.145658
## [218]    train-error:0.140056
## [219]    train-error:0.134454
## [220]    train-error:0.137255
## [221]    train-error:0.128852
## [222]    train-error:0.134454
## [223]    train-error:0.134454
## [224]    train-error:0.134454
## [225]    train-error:0.131653
## [226]    train-error:0.131653
## [227]    train-error:0.128852
## [228]    train-error:0.123249
## [229]    train-error:0.128852
## [230]    train-error:0.123249
## [231]    train-error:0.126050
## [232]    train-error:0.128852
## [233]    train-error:0.131653
## [234]    train-error:0.131653
## [235]    train-error:0.131653
## [236]    train-error:0.131653
## [237]    train-error:0.140056
## [238]    train-error:0.134454
## [239]    train-error:0.137255
## [240]    train-error:0.134454
## [241]    train-error:0.134454
## [242]    train-error:0.137255
## [243]    train-error:0.148459
## [244]    train-error:0.142857
## [245]    train-error:0.142857
## [246]    train-error:0.140056
## [247]    train-error:0.140056
## [248]    train-error:0.142857
## [249]    train-error:0.123249
## [250]    train-error:0.126050
## [251]    train-error:0.137255
## [252]    train-error:0.140056
## [253]    train-error:0.128852
## [254]    train-error:0.131653
## [255]    train-error:0.126050
## [256]    train-error:0.134454
## [257]    train-error:0.137255
## [258]    train-error:0.134454
## [259]    train-error:0.140056
## [260]    train-error:0.142857
## [261]    train-error:0.137255
## [262]    train-error:0.128852
## [263]    train-error:0.137255
## [264]    train-error:0.131653
## [265]    train-error:0.128852
## [266]    train-error:0.131653
## [267]    train-error:0.134454
## [268]    train-error:0.134454
## [269]    train-error:0.140056
## [270]    train-error:0.128852
## [271]    train-error:0.137255
## [272]    train-error:0.128852
## [273]    train-error:0.131653
## [274]    train-error:0.131653
## [275]    train-error:0.134454
## [276]    train-error:0.140056
## [277]    train-error:0.131653
## [278]    train-error:0.131653
## [279]    train-error:0.137255
## [280]    train-error:0.137255
## [281]    train-error:0.126050
## [282]    train-error:0.126050
## [283]    train-error:0.128852
## [284]    train-error:0.131653
## [285]    train-error:0.131653
## [286]    train-error:0.137255
## [287]    train-error:0.134454
## [288]    train-error:0.123249
## [289]    train-error:0.131653
## [290]    train-error:0.137255
## [291]    train-error:0.137255
## [292]    train-error:0.140056
## [293]    train-error:0.126050
## [294]    train-error:0.128852
## [295]    train-error:0.128852
## [296]    train-error:0.134454
## [297]    train-error:0.131653
## [298]    train-error:0.126050
## [299]    train-error:0.123249
## [300]    train-error:0.120448
## [301]    train-error:0.126050
## [302]    train-error:0.120448
## [303]    train-error:0.123249
## [304]    train-error:0.126050
## [305]    train-error:0.128852
## [306]    train-error:0.126050
## [307]    train-error:0.131653
## [308]    train-error:0.131653
## [309]    train-error:0.145658
## [310]    train-error:0.134454
## [311]    train-error:0.134454
## [312]    train-error:0.131653
## [313]    train-error:0.134454
## [314]    train-error:0.137255
## [315]    train-error:0.134454
## [316]    train-error:0.131653
## [317]    train-error:0.131653
## [318]    train-error:0.131653
## [319]    train-error:0.134454
## [320]    train-error:0.128852
## [321]    train-error:0.142857
## [322]    train-error:0.134454
## [323]    train-error:0.131653
## [324]    train-error:0.137255
## [325]    train-error:0.137255
## [326]    train-error:0.140056
## [327]    train-error:0.128852
## [328]    train-error:0.137255
## [329]    train-error:0.137255
## [330]    train-error:0.128852
## [331]    train-error:0.137255
## [332]    train-error:0.140056
## [333]    train-error:0.134454
## [334]    train-error:0.140056
## [335]    train-error:0.117647
## [336]    train-error:0.137255
## [337]    train-error:0.142857
## [338]    train-error:0.117647
## [339]    train-error:0.134454
## [340]    train-error:0.123249
## [341]    train-error:0.137255
## [342]    train-error:0.128852
## [343]    train-error:0.137255
## [344]    train-error:0.140056
## [345]    train-error:0.148459
## [346]    train-error:0.145658
## [347]    train-error:0.126050
## [348]    train-error:0.137255
## [349]    train-error:0.134454
## [350]    train-error:0.134454
## [351]    train-error:0.128852
## [352]    train-error:0.137255
## [353]    train-error:0.128852
## [354]    train-error:0.137255
## [355]    train-error:0.137255
## [356]    train-error:0.131653
## [357]    train-error:0.128852
## [358]    train-error:0.131653
## [359]    train-error:0.128852
## [360]    train-error:0.120448
## [361]    train-error:0.128852
## [362]    train-error:0.117647
## [363]    train-error:0.126050
## [364]    train-error:0.128852
## [365]    train-error:0.120448
## [366]    train-error:0.126050
## [367]    train-error:0.128852
## [368]    train-error:0.128852
## [369]    train-error:0.142857
## [370]    train-error:0.131653
## [371]    train-error:0.134454
## [372]    train-error:0.131653
## [373]    train-error:0.137255
## [374]    train-error:0.140056
## [375]    train-error:0.140056
## [376]    train-error:0.137255
## [377]    train-error:0.131653
## [378]    train-error:0.126050
## [379]    train-error:0.131653
## [380]    train-error:0.131653
## [381]    train-error:0.134454
## [382]    train-error:0.131653
## [383]    train-error:0.134454
## [384]    train-error:0.140056
## [385]    train-error:0.131653
## [386]    train-error:0.134454
## [387]    train-error:0.140056
## [388]    train-error:0.137255
## [389]    train-error:0.142857
## [390]    train-error:0.140056
## [391]    train-error:0.145658
## [392]    train-error:0.145658
## [393]    train-error:0.137255
## [394]    train-error:0.131653
## [395]    train-error:0.128852
## [396]    train-error:0.131653
## [397]    train-error:0.123249
## [398]    train-error:0.131653
## [399]    train-error:0.126050
## [400]    train-error:0.131653
## [401]    train-error:0.134454
## [402]    train-error:0.128852
## [403]    train-error:0.145658
## [404]    train-error:0.148459
## [405]    train-error:0.142857
## [406]    train-error:0.145658
## [407]    train-error:0.140056
## [408]    train-error:0.137255
## [409]    train-error:0.128852
## [410]    train-error:0.128852
## [411]    train-error:0.123249
## [412]    train-error:0.134454
## [413]    train-error:0.134454
## [414]    train-error:0.134454
## [415]    train-error:0.134454
## [416]    train-error:0.128852
## [417]    train-error:0.128852
## [418]    train-error:0.128852
## [419]    train-error:0.137255
## [420]    train-error:0.140056
## [421]    train-error:0.137255
## [422]    train-error:0.137255
## [423]    train-error:0.140056
## [424]    train-error:0.137255
## [425]    train-error:0.134454
## [426]    train-error:0.134454
## [427]    train-error:0.134454
## [428]    train-error:0.140056
## [429]    train-error:0.140056
## [430]    train-error:0.134454
## [431]    train-error:0.137255
## [432]    train-error:0.137255
## [433]    train-error:0.131653
## [434]    train-error:0.131653
## [435]    train-error:0.131653
## [436]    train-error:0.140056
## [437]    train-error:0.126050
## [438]    train-error:0.142857
## [439]    train-error:0.134454
## [440]    train-error:0.134454
## [441]    train-error:0.137255
## [442]    train-error:0.137255
## [443]    train-error:0.131653
## [444]    train-error:0.134454
## [445]    train-error:0.134454
## [446]    train-error:0.128852
## [447]    train-error:0.123249
## [448]    train-error:0.134454
## [449]    train-error:0.134454
## [450]    train-error:0.123249
## [451]    train-error:0.131653
## [452]    train-error:0.126050
## [453]    train-error:0.131653
## [454]    train-error:0.128852
## [455]    train-error:0.117647
## [456]    train-error:0.123249
## [457]    train-error:0.126050
## [458]    train-error:0.120448
## [459]    train-error:0.123249
## [460]    train-error:0.126050
## [461]    train-error:0.128852
## [462]    train-error:0.148459
## [463]    train-error:0.145658
## [464]    train-error:0.142857
## [465]    train-error:0.140056
## [466]    train-error:0.140056
## [467]    train-error:0.142857
## [468]    train-error:0.140056
## [469]    train-error:0.134454
## [470]    train-error:0.120448
## [471]    train-error:0.131653
## [472]    train-error:0.131653
## [473]    train-error:0.128852
## [474]    train-error:0.128852
## [475]    train-error:0.137255
## [476]    train-error:0.131653
## [477]    train-error:0.128852
## [478]    train-error:0.126050
## [479]    train-error:0.128852
## [480]    train-error:0.120448
## [481]    train-error:0.131653
## [482]    train-error:0.126050
## [483]    train-error:0.120448
## [484]    train-error:0.128852
## [485]    train-error:0.128852
## [486]    train-error:0.120448
## [487]    train-error:0.123249
## [488]    train-error:0.120448
## [489]    train-error:0.128852
## [490]    train-error:0.131653
## [491]    train-error:0.137255
## [492]    train-error:0.142857
## [493]    train-error:0.126050
## [494]    train-error:0.123249
## [495]    train-error:0.126050
## [496]    train-error:0.126050
## [497]    train-error:0.134454
## [498]    train-error:0.131653
## [499]    train-error:0.137255
## [500]    train-error:0.137255
## [501]    train-error:0.145658
## [502]    train-error:0.145658
## [503]    train-error:0.131653
## [504]    train-error:0.134454
## [505]    train-error:0.134454
## [506]    train-error:0.128852
## [507]    train-error:0.131653
## [508]    train-error:0.126050
## [509]    train-error:0.117647
## [510]    train-error:0.131653
## [511]    train-error:0.134454
## [512]    train-error:0.134454
## [513]    train-error:0.137255
## [514]    train-error:0.131653
## [515]    train-error:0.134454
## [516]    train-error:0.131653
## [517]    train-error:0.134454
## [518]    train-error:0.148459
## [519]    train-error:0.142857
## [520]    train-error:0.137255
## [0]  train-error:0.203911
## [1]  train-error:0.198324
## [2]  train-error:0.167598
## [3]  train-error:0.139665
## [4]  train-error:0.145251
## [5]  train-error:0.150838
## [6]  train-error:0.145251
## [7]  train-error:0.148045
## [8]  train-error:0.139665
## [9]  train-error:0.148045
## [10] train-error:0.145251
## [11] train-error:0.142458
## [12] train-error:0.142458
## [13] train-error:0.148045
## [14] train-error:0.139665
## [15] train-error:0.145251
## [16] train-error:0.142458
## [17] train-error:0.136872
## [18] train-error:0.139665
## [19] train-error:0.139665
## [20] train-error:0.139665
## [21] train-error:0.145251
## [22] train-error:0.142458
## [23] train-error:0.142458
## [24] train-error:0.142458
## [25] train-error:0.145251
## [26] train-error:0.148045
## [27] train-error:0.148045
## [28] train-error:0.145251
## [29] train-error:0.145251
## [30] train-error:0.148045
## [31] train-error:0.145251
## [32] train-error:0.145251
## [33] train-error:0.150838
## [34] train-error:0.145251
## [35] train-error:0.148045
## [36] train-error:0.148045
## [37] train-error:0.148045
## [38] train-error:0.150838
## [39] train-error:0.148045
## [40] train-error:0.150838
## [41] train-error:0.148045
## [42] train-error:0.148045
## [43] train-error:0.142458
## [44] train-error:0.145251
## [45] train-error:0.145251
## [46] train-error:0.145251
## [47] train-error:0.150838
## [48] train-error:0.142458
## [49] train-error:0.142458
## [50] train-error:0.145251
## [51] train-error:0.145251
## [52] train-error:0.142458
## [53] train-error:0.142458
## [54] train-error:0.142458
## [55] train-error:0.142458
## [56] train-error:0.148045
## [57] train-error:0.150838
## [58] train-error:0.150838
## [59] train-error:0.150838
## [60] train-error:0.150838
## [61] train-error:0.148045
## [62] train-error:0.142458
## [63] train-error:0.142458
## [64] train-error:0.142458
## [65] train-error:0.148045
## [66] train-error:0.148045
## [67] train-error:0.148045
## [68] train-error:0.150838
## [69] train-error:0.148045
## [70] train-error:0.148045
## [71] train-error:0.148045
## [72] train-error:0.148045
## [73] train-error:0.150838
## [74] train-error:0.150838
## [75] train-error:0.148045
## [76] train-error:0.145251
## [77] train-error:0.145251
## [78] train-error:0.148045
## [79] train-error:0.145251
## [80] train-error:0.145251
## [81] train-error:0.148045
## [82] train-error:0.148045
## [83] train-error:0.145251
## [84] train-error:0.145251
## [85] train-error:0.142458
## [86] train-error:0.148045
## [87] train-error:0.148045
## [88] train-error:0.148045
## [89] train-error:0.148045
## [90] train-error:0.148045
## [91] train-error:0.148045
## [92] train-error:0.145251
## [93] train-error:0.145251
## [94] train-error:0.145251
## [95] train-error:0.145251
## [96] train-error:0.145251
## [97] train-error:0.145251
## [98] train-error:0.142458
## [99] train-error:0.145251
## [100]    train-error:0.145251
## [101]    train-error:0.145251
## [102]    train-error:0.145251
## [103]    train-error:0.145251
## [104]    train-error:0.142458
## [105]    train-error:0.145251
## [106]    train-error:0.142458
## [107]    train-error:0.136872
## [108]    train-error:0.134078
## [109]    train-error:0.134078
## [110]    train-error:0.136872
## [111]    train-error:0.134078
## [112]    train-error:0.131285
## [113]    train-error:0.131285
## [114]    train-error:0.134078
## [115]    train-error:0.131285
## [116]    train-error:0.128492
## [117]    train-error:0.128492
## [118]    train-error:0.128492
## [119]    train-error:0.128492
## [120]    train-error:0.125698
## [121]    train-error:0.125698
## [122]    train-error:0.125698
## [123]    train-error:0.125698
## [124]    train-error:0.125698
## [125]    train-error:0.128492
## [126]    train-error:0.128492
## [127]    train-error:0.131285
## [128]    train-error:0.131285
## [129]    train-error:0.131285
## [130]    train-error:0.131285
## [131]    train-error:0.131285
## [132]    train-error:0.131285
## [133]    train-error:0.134078
## [134]    train-error:0.128492
## [135]    train-error:0.131285
## [136]    train-error:0.134078
## [137]    train-error:0.134078
## [138]    train-error:0.134078
## [139]    train-error:0.134078
## [140]    train-error:0.134078
## [141]    train-error:0.134078
## [142]    train-error:0.134078
## [143]    train-error:0.134078
## [144]    train-error:0.134078
## [145]    train-error:0.134078
## [146]    train-error:0.136872
## [147]    train-error:0.136872
## [148]    train-error:0.136872
## [149]    train-error:0.136872
## [150]    train-error:0.134078
## [151]    train-error:0.134078
## [152]    train-error:0.134078
## [153]    train-error:0.134078
## [154]    train-error:0.134078
## [155]    train-error:0.134078
## [156]    train-error:0.134078
## [157]    train-error:0.134078
## [158]    train-error:0.134078
## [159]    train-error:0.134078
## [160]    train-error:0.131285
## [161]    train-error:0.131285
## [162]    train-error:0.134078
## [163]    train-error:0.134078
## [164]    train-error:0.134078
## [165]    train-error:0.131285
## [166]    train-error:0.131285
## [167]    train-error:0.131285
## [168]    train-error:0.131285
## [169]    train-error:0.131285
## [170]    train-error:0.131285
## [171]    train-error:0.131285
## [172]    train-error:0.131285
## [173]    train-error:0.131285
## [174]    train-error:0.131285
## [175]    train-error:0.131285
## [176]    train-error:0.131285
## [177]    train-error:0.128492
## [178]    train-error:0.128492
## [179]    train-error:0.131285
## [180]    train-error:0.128492
## [181]    train-error:0.128492
## [182]    train-error:0.131285
## [183]    train-error:0.131285
## [184]    train-error:0.131285
## [185]    train-error:0.131285
## [186]    train-error:0.131285
## [187]    train-error:0.131285
## [188]    train-error:0.131285
## [189]    train-error:0.131285
## [190]    train-error:0.131285
## [191]    train-error:0.131285
## [192]    train-error:0.131285
## [193]    train-error:0.131285
## [194]    train-error:0.131285
## [195]    train-error:0.131285
## [196]    train-error:0.131285
## [197]    train-error:0.131285
## [198]    train-error:0.131285
## [199]    train-error:0.131285
## [200]    train-error:0.131285
## [201]    train-error:0.134078
## [202]    train-error:0.134078
## [203]    train-error:0.134078
## [204]    train-error:0.134078
## [205]    train-error:0.131285
## [206]    train-error:0.134078
## [207]    train-error:0.131285
## [208]    train-error:0.128492
## [209]    train-error:0.128492
## [210]    train-error:0.131285
## [211]    train-error:0.131285
## [212]    train-error:0.134078
## [213]    train-error:0.131285
## [214]    train-error:0.131285
## [215]    train-error:0.131285
## [216]    train-error:0.131285
## [217]    train-error:0.131285
## [218]    train-error:0.131285
## [219]    train-error:0.134078
## [220]    train-error:0.134078
## [221]    train-error:0.134078
## [222]    train-error:0.134078
## [223]    train-error:0.131285
## [224]    train-error:0.131285
## [225]    train-error:0.131285
## [226]    train-error:0.134078
## [227]    train-error:0.131285
## [228]    train-error:0.131285
## [229]    train-error:0.131285
## [230]    train-error:0.134078
## [231]    train-error:0.134078
## [232]    train-error:0.131285
## [233]    train-error:0.134078
## [234]    train-error:0.134078
## [235]    train-error:0.134078
## [236]    train-error:0.134078
## [237]    train-error:0.131285
## [238]    train-error:0.131285
## [239]    train-error:0.131285
## [240]    train-error:0.134078
## [241]    train-error:0.134078
## [242]    train-error:0.134078
## [243]    train-error:0.134078
## [244]    train-error:0.134078
## [245]    train-error:0.134078
## [246]    train-error:0.131285
## [247]    train-error:0.131285
## [248]    train-error:0.131285
## [249]    train-error:0.131285
## [250]    train-error:0.131285
## [251]    train-error:0.131285
## [252]    train-error:0.134078
## [253]    train-error:0.134078
## [254]    train-error:0.134078
## [255]    train-error:0.134078
## [256]    train-error:0.134078
## [257]    train-error:0.134078
## [258]    train-error:0.134078
## [259]    train-error:0.134078
## [260]    train-error:0.134078
## [261]    train-error:0.134078
## [262]    train-error:0.134078
## [263]    train-error:0.134078
## [264]    train-error:0.131285
## [265]    train-error:0.131285
## [266]    train-error:0.131285
## [267]    train-error:0.131285
## [268]    train-error:0.131285
## [269]    train-error:0.128492
## [270]    train-error:0.128492
## [271]    train-error:0.131285
## [272]    train-error:0.128492
## [273]    train-error:0.128492
## [274]    train-error:0.128492
## [275]    train-error:0.128492
## [276]    train-error:0.128492
## [277]    train-error:0.128492
## [278]    train-error:0.125698
## [279]    train-error:0.125698
## [280]    train-error:0.125698
## [281]    train-error:0.125698
## [282]    train-error:0.125698
## [283]    train-error:0.125698
## [284]    train-error:0.128492
## [285]    train-error:0.128492
## [286]    train-error:0.125698
## [287]    train-error:0.125698
## [288]    train-error:0.125698
## [289]    train-error:0.125698
## [290]    train-error:0.128492
## [291]    train-error:0.128492
## [292]    train-error:0.125698
## [293]    train-error:0.128492
## [294]    train-error:0.122905
## [295]    train-error:0.122905
## [296]    train-error:0.122905
## [297]    train-error:0.120112
## [298]    train-error:0.122905
## [299]    train-error:0.120112
## [300]    train-error:0.120112
## [301]    train-error:0.120112
## [302]    train-error:0.120112
## [303]    train-error:0.120112
## [304]    train-error:0.120112
## [305]    train-error:0.120112
## [306]    train-error:0.120112
## [307]    train-error:0.120112
## [308]    train-error:0.120112
## [309]    train-error:0.120112
## [310]    train-error:0.120112
## [311]    train-error:0.120112
## [312]    train-error:0.120112
## [313]    train-error:0.117318
## [314]    train-error:0.120112
## [315]    train-error:0.120112
## [316]    train-error:0.120112
## [317]    train-error:0.117318
## [318]    train-error:0.120112
## [319]    train-error:0.117318
## [320]    train-error:0.120112
## [321]    train-error:0.117318
## [322]    train-error:0.120112
## [323]    train-error:0.114525
## [324]    train-error:0.114525
## [325]    train-error:0.117318
## [326]    train-error:0.111732
## [327]    train-error:0.111732
## [328]    train-error:0.117318
## [329]    train-error:0.114525
## [330]    train-error:0.114525
## [331]    train-error:0.111732
## [332]    train-error:0.111732
## [333]    train-error:0.114525
## [334]    train-error:0.114525
## [335]    train-error:0.114525
## [336]    train-error:0.114525
## [337]    train-error:0.114525
## [338]    train-error:0.117318
## [339]    train-error:0.117318
## [340]    train-error:0.114525
## [341]    train-error:0.114525
## [342]    train-error:0.114525
## [343]    train-error:0.114525
## [344]    train-error:0.114525
## [345]    train-error:0.114525
## [346]    train-error:0.114525
## [347]    train-error:0.114525
## [348]    train-error:0.114525
## [349]    train-error:0.117318
## [350]    train-error:0.117318
## [351]    train-error:0.117318
## [352]    train-error:0.117318
## [353]    train-error:0.117318
## [354]    train-error:0.117318
## [355]    train-error:0.114525
## [356]    train-error:0.117318
## [357]    train-error:0.117318
## [358]    train-error:0.117318
## [359]    train-error:0.117318
## [360]    train-error:0.117318
## [361]    train-error:0.114525
## [362]    train-error:0.111732
## [363]    train-error:0.111732
## [364]    train-error:0.111732
## [365]    train-error:0.108939
## [366]    train-error:0.108939
## [367]    train-error:0.108939
## [368]    train-error:0.108939
## [369]    train-error:0.108939
## [370]    train-error:0.108939
## [371]    train-error:0.108939
## [372]    train-error:0.108939
## [373]    train-error:0.108939
## [374]    train-error:0.111732
## [375]    train-error:0.108939
## [376]    train-error:0.108939
## [377]    train-error:0.108939
## [378]    train-error:0.108939
## [379]    train-error:0.108939
## [380]    train-error:0.108939
## [381]    train-error:0.108939
## [382]    train-error:0.108939
## [383]    train-error:0.108939
## [384]    train-error:0.108939
## [385]    train-error:0.108939
## [386]    train-error:0.108939
## [387]    train-error:0.108939
## [388]    train-error:0.108939
## [389]    train-error:0.108939
## [390]    train-error:0.108939
## [391]    train-error:0.108939
## [392]    train-error:0.108939
## [393]    train-error:0.108939
## [394]    train-error:0.108939
## [395]    train-error:0.108939
## [396]    train-error:0.108939
## [397]    train-error:0.108939
## [398]    train-error:0.108939
## [399]    train-error:0.108939
## [400]    train-error:0.108939
## [401]    train-error:0.108939
## [402]    train-error:0.108939
## [403]    train-error:0.108939
## [404]    train-error:0.108939
## [405]    train-error:0.108939
## [406]    train-error:0.108939
## [407]    train-error:0.108939
## [408]    train-error:0.108939
## [409]    train-error:0.108939
## [410]    train-error:0.108939
## [411]    train-error:0.106145
## [412]    train-error:0.106145
## [413]    train-error:0.106145
## [414]    train-error:0.106145
## [415]    train-error:0.106145
## [416]    train-error:0.108939
## [417]    train-error:0.108939
## [418]    train-error:0.106145
## [419]    train-error:0.106145
## [420]    train-error:0.106145
## [421]    train-error:0.106145
## [422]    train-error:0.106145
## [423]    train-error:0.108939
## [424]    train-error:0.108939
## [425]    train-error:0.108939
## [426]    train-error:0.108939
## [427]    train-error:0.108939
## [428]    train-error:0.108939
## [429]    train-error:0.108939
## [430]    train-error:0.108939
## [431]    train-error:0.108939
## [432]    train-error:0.108939
## [433]    train-error:0.108939
## [434]    train-error:0.108939
## [435]    train-error:0.108939
## [436]    train-error:0.108939
## [437]    train-error:0.108939
## [438]    train-error:0.108939
## [439]    train-error:0.111732
## [440]    train-error:0.111732
## [441]    train-error:0.111732
## [442]    train-error:0.108939
## [443]    train-error:0.111732
## [444]    train-error:0.111732
## [445]    train-error:0.111732
## [446]    train-error:0.111732
## [447]    train-error:0.111732
## [448]    train-error:0.108939
## [449]    train-error:0.111732
## [450]    train-error:0.111732
## [451]    train-error:0.111732
## [452]    train-error:0.111732
## [453]    train-error:0.111732
## [454]    train-error:0.111732
## [455]    train-error:0.111732
## [456]    train-error:0.111732
## [457]    train-error:0.111732
## [458]    train-error:0.111732
## [459]    train-error:0.111732
## [460]    train-error:0.114525
## [461]    train-error:0.114525
## [462]    train-error:0.111732
## [463]    train-error:0.114525
## [464]    train-error:0.114525
## [465]    train-error:0.114525
## [466]    train-error:0.111732
## [467]    train-error:0.111732
## [468]    train-error:0.114525
## [469]    train-error:0.114525
## [470]    train-error:0.114525
## [471]    train-error:0.114525
## [472]    train-error:0.114525
## [473]    train-error:0.114525
## [474]    train-error:0.114525
## [475]    train-error:0.114525
## [476]    train-error:0.114525
## [477]    train-error:0.114525
## [478]    train-error:0.114525
## [479]    train-error:0.114525
## [480]    train-error:0.114525
## [481]    train-error:0.114525
## [482]    train-error:0.114525
## [483]    train-error:0.114525
## [484]    train-error:0.114525
## [485]    train-error:0.114525
## [486]    train-error:0.114525
## [487]    train-error:0.114525
## [488]    train-error:0.111732
## [489]    train-error:0.114525
## [490]    train-error:0.111732
## [491]    train-error:0.111732
## [492]    train-error:0.111732
## [493]    train-error:0.111732
## [494]    train-error:0.108939
## [495]    train-error:0.111732
## [496]    train-error:0.108939
## [497]    train-error:0.108939
## [498]    train-error:0.108939
## [499]    train-error:0.108939
## [500]    train-error:0.108939
## [501]    train-error:0.108939
## [502]    train-error:0.108939
## [503]    train-error:0.108939
## [504]    train-error:0.108939
## [505]    train-error:0.108939
## [506]    train-error:0.108939
## [507]    train-error:0.108939
## [508]    train-error:0.108939
## [509]    train-error:0.108939
## [510]    train-error:0.108939
## [511]    train-error:0.108939
## [512]    train-error:0.108939
## [513]    train-error:0.108939
## [514]    train-error:0.108939
## [515]    train-error:0.108939
## [516]    train-error:0.108939
## [517]    train-error:0.108939
## [518]    train-error:0.108939
## [519]    train-error:0.108939
## [520]    train-error:0.108939
## [521]    train-error:0.108939
## [522]    train-error:0.108939
## [523]    train-error:0.108939
## [524]    train-error:0.108939
## [525]    train-error:0.108939
## [0]  train-error:0.168067
## [1]  train-error:0.173669
## [2]  train-error:0.176471
## [3]  train-error:0.184874
## [4]  train-error:0.184874
## [5]  train-error:0.176471
## [6]  train-error:0.176471
## [7]  train-error:0.170868
## [8]  train-error:0.176471
## [9]  train-error:0.168067
## [10] train-error:0.165266
## [11] train-error:0.165266
## [12] train-error:0.156863
## [13] train-error:0.165266
## [14] train-error:0.154062
## [15] train-error:0.148459
## [16] train-error:0.154062
## [17] train-error:0.145658
## [18] train-error:0.131653
## [19] train-error:0.131653
## [20] train-error:0.140056
## [21] train-error:0.140056
## [22] train-error:0.137255
## [23] train-error:0.131653
## [24] train-error:0.134454
## [25] train-error:0.131653
## [26] train-error:0.134454
## [27] train-error:0.137255
## [28] train-error:0.131653
## [29] train-error:0.140056
## [30] train-error:0.142857
## [31] train-error:0.145658
## [32] train-error:0.142857
## [33] train-error:0.142857
## [34] train-error:0.142857
## [35] train-error:0.142857
## [36] train-error:0.142857
## [37] train-error:0.140056
## [38] train-error:0.140056
## [39] train-error:0.140056
## [40] train-error:0.137255
## [41] train-error:0.142857
## [42] train-error:0.142857
## [43] train-error:0.140056
## [44] train-error:0.137255
## [45] train-error:0.140056
## [46] train-error:0.148459
## [47] train-error:0.142857
## [48] train-error:0.137255
## [49] train-error:0.142857
## [50] train-error:0.137255
## [51] train-error:0.140056
## [52] train-error:0.134454
## [53] train-error:0.134454
## [54] train-error:0.134454
## [55] train-error:0.134454
## [56] train-error:0.134454
## [57] train-error:0.131653
## [58] train-error:0.131653
## [59] train-error:0.131653
## [60] train-error:0.131653
## [61] train-error:0.134454
## [62] train-error:0.134454
## [63] train-error:0.134454
## [64] train-error:0.128852
## [65] train-error:0.131653
## [66] train-error:0.128852
## [67] train-error:0.131653
## [68] train-error:0.128852
## [69] train-error:0.128852
## [70] train-error:0.128852
## [71] train-error:0.131653
## [72] train-error:0.128852
## [73] train-error:0.128852
## [74] train-error:0.128852
## [75] train-error:0.128852
## [76] train-error:0.128852
## [77] train-error:0.128852
## [78] train-error:0.128852
## [79] train-error:0.128852
## [80] train-error:0.131653
## [81] train-error:0.131653
## [82] train-error:0.131653
## [83] train-error:0.134454
## [84] train-error:0.131653
## [85] train-error:0.131653
## [86] train-error:0.134454
## [87] train-error:0.131653
## [88] train-error:0.126050
## [89] train-error:0.120448
## [90] train-error:0.120448
## [91] train-error:0.117647
## [92] train-error:0.117647
## [93] train-error:0.120448
## [94] train-error:0.120448
## [95] train-error:0.120448
## [96] train-error:0.117647
## [97] train-error:0.117647
## [98] train-error:0.117647
## [99] train-error:0.120448
## [100]    train-error:0.117647
## [101]    train-error:0.117647
## [102]    train-error:0.117647
## [103]    train-error:0.117647
## [104]    train-error:0.123249
## [105]    train-error:0.120448
## [106]    train-error:0.120448
## [107]    train-error:0.117647
## [108]    train-error:0.120448
## [109]    train-error:0.120448
## [110]    train-error:0.120448
## [111]    train-error:0.120448
## [112]    train-error:0.120448
## [113]    train-error:0.120448
## [114]    train-error:0.120448
## [115]    train-error:0.120448
## [116]    train-error:0.120448
## [117]    train-error:0.120448
## [118]    train-error:0.117647
## [119]    train-error:0.117647
## [120]    train-error:0.117647
## [121]    train-error:0.117647
## [122]    train-error:0.120448
## [123]    train-error:0.120448
## [124]    train-error:0.117647
## [125]    train-error:0.120448
## [126]    train-error:0.117647
## [127]    train-error:0.120448
## [128]    train-error:0.120448
## [129]    train-error:0.117647
## [130]    train-error:0.117647
## [131]    train-error:0.117647
## [132]    train-error:0.117647
## [133]    train-error:0.117647
## [134]    train-error:0.117647
## [135]    train-error:0.117647
## [136]    train-error:0.117647
## [137]    train-error:0.117647
## [138]    train-error:0.117647
## [139]    train-error:0.117647
## [140]    train-error:0.117647
## [141]    train-error:0.117647
## [142]    train-error:0.114846
## [143]    train-error:0.117647
## [144]    train-error:0.114846
## [145]    train-error:0.114846
## [146]    train-error:0.114846
## [147]    train-error:0.117647
## [148]    train-error:0.114846
## [149]    train-error:0.114846
## [150]    train-error:0.114846
## [151]    train-error:0.114846
## [152]    train-error:0.114846
## [153]    train-error:0.114846
## [154]    train-error:0.117647
## [155]    train-error:0.114846
## [156]    train-error:0.117647
## [157]    train-error:0.117647
## [158]    train-error:0.117647
## [159]    train-error:0.117647
## [160]    train-error:0.117647
## [161]    train-error:0.117647
## [162]    train-error:0.114846
## [163]    train-error:0.114846
## [164]    train-error:0.114846
## [165]    train-error:0.114846
## [166]    train-error:0.114846
## [167]    train-error:0.114846
## [168]    train-error:0.114846
## [169]    train-error:0.114846
## [170]    train-error:0.114846
## [171]    train-error:0.117647
## [172]    train-error:0.114846
## [173]    train-error:0.114846
## [174]    train-error:0.117647
## [175]    train-error:0.117647
## [176]    train-error:0.117647
## [177]    train-error:0.117647
## [178]    train-error:0.117647
## [179]    train-error:0.117647
## [180]    train-error:0.117647
## [181]    train-error:0.117647
## [182]    train-error:0.117647
## [183]    train-error:0.117647
## [184]    train-error:0.117647
## [185]    train-error:0.117647
## [186]    train-error:0.117647
## [187]    train-error:0.114846
## [188]    train-error:0.112045
## [189]    train-error:0.114846
## [190]    train-error:0.112045
## [191]    train-error:0.112045
## [192]    train-error:0.112045
## [193]    train-error:0.112045
## [194]    train-error:0.112045
## [195]    train-error:0.112045
## [196]    train-error:0.112045
## [197]    train-error:0.114846
## [198]    train-error:0.114846
## [199]    train-error:0.112045
## [200]    train-error:0.114846
## [201]    train-error:0.112045
## [202]    train-error:0.112045
## [203]    train-error:0.112045
## [204]    train-error:0.112045
## [205]    train-error:0.112045
## [206]    train-error:0.112045
## [207]    train-error:0.112045
## [208]    train-error:0.112045
## [209]    train-error:0.112045
## [210]    train-error:0.112045
## [211]    train-error:0.112045
## [212]    train-error:0.112045
## [213]    train-error:0.112045
## [214]    train-error:0.112045
## [215]    train-error:0.112045
## [216]    train-error:0.112045
## [217]    train-error:0.112045
## [218]    train-error:0.112045
## [219]    train-error:0.112045
## [220]    train-error:0.114846
## [221]    train-error:0.109244
## [222]    train-error:0.109244
## [223]    train-error:0.112045
## [224]    train-error:0.112045
## [225]    train-error:0.112045
## [226]    train-error:0.112045
## [227]    train-error:0.109244
## [228]    train-error:0.109244
## [229]    train-error:0.109244
## [230]    train-error:0.109244
## [231]    train-error:0.109244
## [232]    train-error:0.112045
## [233]    train-error:0.112045
## [234]    train-error:0.109244
## [235]    train-error:0.109244
## [236]    train-error:0.109244
## [237]    train-error:0.106443
## [238]    train-error:0.109244
## [239]    train-error:0.106443
## [240]    train-error:0.106443
## [241]    train-error:0.106443
## [242]    train-error:0.109244
## [243]    train-error:0.109244
## [244]    train-error:0.109244
## [245]    train-error:0.103641
## [246]    train-error:0.106443
## [247]    train-error:0.103641
## [248]    train-error:0.103641
## [249]    train-error:0.103641
## [250]    train-error:0.100840
## [251]    train-error:0.103641
## [252]    train-error:0.103641
## [253]    train-error:0.100840
## [254]    train-error:0.103641
## [255]    train-error:0.103641
## [256]    train-error:0.103641
## [257]    train-error:0.103641
## [258]    train-error:0.103641
## [259]    train-error:0.103641
## [260]    train-error:0.100840
## [261]    train-error:0.100840
## [262]    train-error:0.100840
## [263]    train-error:0.100840
## [264]    train-error:0.100840
## [265]    train-error:0.100840
## [266]    train-error:0.100840
## [267]    train-error:0.100840
## [268]    train-error:0.100840
## [269]    train-error:0.100840
## [270]    train-error:0.100840
## [271]    train-error:0.100840
## [272]    train-error:0.100840
## [273]    train-error:0.100840
## [274]    train-error:0.100840
## [275]    train-error:0.103641
## [276]    train-error:0.103641
## [277]    train-error:0.103641
## [278]    train-error:0.103641
## [279]    train-error:0.103641
## [280]    train-error:0.103641
## [281]    train-error:0.100840
## [282]    train-error:0.100840
## [283]    train-error:0.100840
## [284]    train-error:0.100840
## [285]    train-error:0.100840
## [286]    train-error:0.100840
## [287]    train-error:0.100840
## [288]    train-error:0.100840
## [289]    train-error:0.100840
## [290]    train-error:0.100840
## [291]    train-error:0.100840
## [292]    train-error:0.100840
## [293]    train-error:0.100840
## [294]    train-error:0.095238
## [295]    train-error:0.095238
## [296]    train-error:0.098039
## [297]    train-error:0.100840
## [298]    train-error:0.098039
## [299]    train-error:0.098039
## [300]    train-error:0.095238
## [301]    train-error:0.095238
## [302]    train-error:0.098039
## [303]    train-error:0.095238
## [304]    train-error:0.095238
## [305]    train-error:0.095238
## [306]    train-error:0.095238
## [307]    train-error:0.095238
## [308]    train-error:0.095238
## [309]    train-error:0.095238
## [310]    train-error:0.095238
## [311]    train-error:0.095238
## [312]    train-error:0.095238
## [313]    train-error:0.092437
## [314]    train-error:0.092437
## [315]    train-error:0.092437
## [316]    train-error:0.092437
## [317]    train-error:0.092437
## [318]    train-error:0.092437
## [319]    train-error:0.092437
## [320]    train-error:0.092437
## [321]    train-error:0.092437
## [322]    train-error:0.089636
## [323]    train-error:0.089636
## [324]    train-error:0.089636
## [325]    train-error:0.089636
## [326]    train-error:0.089636
## [327]    train-error:0.089636
## [328]    train-error:0.089636
## [329]    train-error:0.089636
## [330]    train-error:0.089636
## [331]    train-error:0.089636
## [332]    train-error:0.089636
## [333]    train-error:0.089636
## [334]    train-error:0.092437
## [335]    train-error:0.089636
## [336]    train-error:0.089636
## [337]    train-error:0.092437
## [338]    train-error:0.092437
## [339]    train-error:0.089636
## [340]    train-error:0.089636
## [341]    train-error:0.089636
## [342]    train-error:0.089636
## [343]    train-error:0.089636
## [344]    train-error:0.089636
## [345]    train-error:0.089636
## [346]    train-error:0.089636
## [347]    train-error:0.089636
## [348]    train-error:0.089636
## [349]    train-error:0.089636
## [350]    train-error:0.089636
## [351]    train-error:0.086835
## [352]    train-error:0.086835
## [353]    train-error:0.086835
## [354]    train-error:0.089636
## [355]    train-error:0.086835
## [356]    train-error:0.086835
## [357]    train-error:0.086835
## [358]    train-error:0.086835
## [359]    train-error:0.086835
## [360]    train-error:0.086835
## [361]    train-error:0.086835
## [362]    train-error:0.086835
## [363]    train-error:0.086835
## [364]    train-error:0.086835
## [365]    train-error:0.086835
## [366]    train-error:0.086835
## [367]    train-error:0.086835
## [368]    train-error:0.086835
## [369]    train-error:0.086835
## [370]    train-error:0.086835
## [371]    train-error:0.086835
## [372]    train-error:0.086835
## [373]    train-error:0.086835
## [374]    train-error:0.086835
## [375]    train-error:0.086835
## [376]    train-error:0.086835
## [377]    train-error:0.086835
## [378]    train-error:0.086835
## [379]    train-error:0.086835
## [380]    train-error:0.086835
## [381]    train-error:0.086835
## [382]    train-error:0.086835
## [383]    train-error:0.086835
## [384]    train-error:0.086835
## [385]    train-error:0.086835
## [386]    train-error:0.086835
## [387]    train-error:0.086835
## [388]    train-error:0.086835
## [389]    train-error:0.086835
## [390]    train-error:0.086835
## [391]    train-error:0.086835
## [392]    train-error:0.086835
## [393]    train-error:0.086835
## [394]    train-error:0.086835
## [395]    train-error:0.086835
## [396]    train-error:0.086835
## [397]    train-error:0.086835
## [398]    train-error:0.086835
## [399]    train-error:0.086835
## [400]    train-error:0.086835
## [401]    train-error:0.089636
## [402]    train-error:0.092437
## [403]    train-error:0.089636
## [404]    train-error:0.086835
## [405]    train-error:0.086835
## [406]    train-error:0.086835
## [407]    train-error:0.086835
## [408]    train-error:0.086835
## [409]    train-error:0.089636
## [410]    train-error:0.086835
## [411]    train-error:0.086835
## [412]    train-error:0.086835
## [413]    train-error:0.086835
## [414]    train-error:0.086835
## [415]    train-error:0.089636
## [416]    train-error:0.086835
## [417]    train-error:0.089636
## [418]    train-error:0.089636
## [419]    train-error:0.089636
## [420]    train-error:0.089636
## [421]    train-error:0.086835
## [422]    train-error:0.089636
## [423]    train-error:0.089636
## [424]    train-error:0.089636
## [425]    train-error:0.089636
## [426]    train-error:0.089636
## [427]    train-error:0.089636
## [428]    train-error:0.089636
## [429]    train-error:0.089636
## [430]    train-error:0.089636
## [431]    train-error:0.089636
## [432]    train-error:0.089636
## [433]    train-error:0.089636
## [434]    train-error:0.089636
## [435]    train-error:0.089636
## [436]    train-error:0.089636
## [437]    train-error:0.089636
## [438]    train-error:0.089636
## [439]    train-error:0.089636
## [440]    train-error:0.092437
## [441]    train-error:0.092437
## [442]    train-error:0.089636
## [443]    train-error:0.089636
## [444]    train-error:0.089636
## [445]    train-error:0.089636
## [446]    train-error:0.089636
## [447]    train-error:0.089636
## [448]    train-error:0.086835
## [449]    train-error:0.086835
## [450]    train-error:0.089636
## [451]    train-error:0.089636
## [452]    train-error:0.089636
## [453]    train-error:0.089636
## [454]    train-error:0.086835
## [455]    train-error:0.086835
## [456]    train-error:0.086835
## [457]    train-error:0.089636
## [458]    train-error:0.089636
## [459]    train-error:0.089636
## [460]    train-error:0.086835
## [461]    train-error:0.086835
## [462]    train-error:0.086835
## [463]    train-error:0.086835
## [464]    train-error:0.086835
## [465]    train-error:0.086835
## [466]    train-error:0.084034
## [467]    train-error:0.086835
## [468]    train-error:0.086835
## [469]    train-error:0.086835
## [470]    train-error:0.086835
## [471]    train-error:0.086835
## [472]    train-error:0.084034
## [473]    train-error:0.084034
## [474]    train-error:0.084034
## [475]    train-error:0.084034
## [476]    train-error:0.084034
## [477]    train-error:0.084034
## [478]    train-error:0.084034
## [479]    train-error:0.084034
## [480]    train-error:0.084034
## [481]    train-error:0.084034
## [482]    train-error:0.084034
## [483]    train-error:0.084034
## [484]    train-error:0.084034
## [485]    train-error:0.084034
## [486]    train-error:0.084034
## [487]    train-error:0.084034
## [488]    train-error:0.081232
## [489]    train-error:0.084034
## [490]    train-error:0.081232
## [491]    train-error:0.081232
## [492]    train-error:0.081232
## [493]    train-error:0.081232
## [494]    train-error:0.081232
## [495]    train-error:0.081232
## [496]    train-error:0.084034
## [497]    train-error:0.084034
## [498]    train-error:0.084034
## [499]    train-error:0.084034
## [500]    train-error:0.084034
## [501]    train-error:0.084034
## [502]    train-error:0.084034
## [503]    train-error:0.084034
## [504]    train-error:0.081232
## [505]    train-error:0.078431
## [506]    train-error:0.081232
## [507]    train-error:0.078431
## [508]    train-error:0.078431
## [509]    train-error:0.078431
## [510]    train-error:0.081232
## [511]    train-error:0.081232
## [512]    train-error:0.081232
## [513]    train-error:0.081232
## [514]    train-error:0.078431
## [515]    train-error:0.081232
## [516]    train-error:0.084034
## [517]    train-error:0.078431
## [518]    train-error:0.078431
## [519]    train-error:0.078431
## [520]    train-error:0.078431
## [521]    train-error:0.081232
## [522]    train-error:0.081232
## [523]    train-error:0.081232
## [524]    train-error:0.078431
## [525]    train-error:0.078431
## [0]  train-error:0.201681
## [1]  train-error:0.196078
## [2]  train-error:0.224090
## [3]  train-error:0.218487
## [4]  train-error:0.190476
## [5]  train-error:0.170868
## [6]  train-error:0.159664
## [7]  train-error:0.151261
## [8]  train-error:0.142857
## [9]  train-error:0.148459
## [10] train-error:0.142857
## [11] train-error:0.145658
## [12] train-error:0.145658
## [13] train-error:0.145658
## [14] train-error:0.140056
## [15] train-error:0.140056
## [16] train-error:0.128852
## [17] train-error:0.140056
## [18] train-error:0.131653
## [19] train-error:0.126050
## [20] train-error:0.126050
## [21] train-error:0.128852
## [22] train-error:0.131653
## [23] train-error:0.131653
## [24] train-error:0.131653
## [25] train-error:0.134454
## [26] train-error:0.134454
## [27] train-error:0.131653
## [28] train-error:0.128852
## [29] train-error:0.128852
## [30] train-error:0.128852
## [31] train-error:0.128852
## [32] train-error:0.128852
## [33] train-error:0.134454
## [34] train-error:0.126050
## [35] train-error:0.126050
## [36] train-error:0.134454
## [37] train-error:0.128852
## [38] train-error:0.134454
## [39] train-error:0.131653
## [40] train-error:0.128852
## [41] train-error:0.128852
## [42] train-error:0.134454
## [43] train-error:0.134454
## [44] train-error:0.131653
## [45] train-error:0.128852
## [46] train-error:0.131653
## [47] train-error:0.128852
## [48] train-error:0.126050
## [49] train-error:0.131653
## [50] train-error:0.131653
## [51] train-error:0.131653
## [52] train-error:0.131653
## [53] train-error:0.131653
## [54] train-error:0.128852
## [55] train-error:0.131653
## [56] train-error:0.126050
## [57] train-error:0.126050
## [58] train-error:0.126050
## [59] train-error:0.123249
## [60] train-error:0.126050
## [61] train-error:0.126050
## [62] train-error:0.126050
## [63] train-error:0.126050
## [64] train-error:0.128852
## [65] train-error:0.126050
## [66] train-error:0.126050
## [67] train-error:0.128852
## [68] train-error:0.126050
## [69] train-error:0.126050
## [70] train-error:0.126050
## [71] train-error:0.126050
## [72] train-error:0.123249
## [73] train-error:0.117647
## [74] train-error:0.117647
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.117647
## [78] train-error:0.123249
## [79] train-error:0.114846
## [80] train-error:0.117647
## [81] train-error:0.117647
## [82] train-error:0.114846
## [83] train-error:0.112045
## [84] train-error:0.114846
## [85] train-error:0.112045
## [86] train-error:0.109244
## [87] train-error:0.112045
## [88] train-error:0.112045
## [89] train-error:0.117647
## [90] train-error:0.120448
## [91] train-error:0.120448
## [92] train-error:0.123249
## [93] train-error:0.120448
## [94] train-error:0.120448
## [95] train-error:0.120448
## [96] train-error:0.117647
## [97] train-error:0.117647
## [98] train-error:0.114846
## [99] train-error:0.117647
## [100]    train-error:0.114846
## [101]    train-error:0.112045
## [102]    train-error:0.114846
## [103]    train-error:0.120448
## [104]    train-error:0.123249
## [105]    train-error:0.114846
## [106]    train-error:0.117647
## [107]    train-error:0.120448
## [108]    train-error:0.120448
## [109]    train-error:0.117647
## [110]    train-error:0.120448
## [111]    train-error:0.120448
## [112]    train-error:0.117647
## [113]    train-error:0.117647
## [114]    train-error:0.117647
## [115]    train-error:0.117647
## [116]    train-error:0.117647
## [117]    train-error:0.114846
## [118]    train-error:0.120448
## [119]    train-error:0.117647
## [120]    train-error:0.120448
## [121]    train-error:0.117647
## [122]    train-error:0.117647
## [123]    train-error:0.126050
## [124]    train-error:0.126050
## [125]    train-error:0.126050
## [126]    train-error:0.120448
## [127]    train-error:0.120448
## [128]    train-error:0.120448
## [129]    train-error:0.120448
## [130]    train-error:0.117647
## [131]    train-error:0.123249
## [132]    train-error:0.126050
## [133]    train-error:0.123249
## [134]    train-error:0.123249
## [135]    train-error:0.123249
## [136]    train-error:0.126050
## [137]    train-error:0.126050
## [138]    train-error:0.117647
## [139]    train-error:0.120448
## [140]    train-error:0.123249
## [141]    train-error:0.120448
## [142]    train-error:0.114846
## [143]    train-error:0.117647
## [144]    train-error:0.112045
## [145]    train-error:0.114846
## [146]    train-error:0.117647
## [147]    train-error:0.117647
## [148]    train-error:0.120448
## [149]    train-error:0.120448
## [150]    train-error:0.117647
## [151]    train-error:0.117647
## [152]    train-error:0.114846
## [153]    train-error:0.114846
## [154]    train-error:0.114846
## [155]    train-error:0.112045
## [156]    train-error:0.112045
## [157]    train-error:0.112045
## [158]    train-error:0.112045
## [159]    train-error:0.112045
## [160]    train-error:0.114846
## [161]    train-error:0.112045
## [162]    train-error:0.114846
## [163]    train-error:0.114846
## [164]    train-error:0.112045
## [165]    train-error:0.112045
## [166]    train-error:0.114846
## [167]    train-error:0.114846
## [168]    train-error:0.112045
## [169]    train-error:0.112045
## [170]    train-error:0.114846
## [171]    train-error:0.114846
## [172]    train-error:0.112045
## [173]    train-error:0.114846
## [174]    train-error:0.114846
## [175]    train-error:0.112045
## [176]    train-error:0.109244
## [177]    train-error:0.112045
## [178]    train-error:0.112045
## [179]    train-error:0.114846
## [180]    train-error:0.114846
## [181]    train-error:0.114846
## [182]    train-error:0.114846
## [183]    train-error:0.114846
## [184]    train-error:0.114846
## [185]    train-error:0.112045
## [186]    train-error:0.114846
## [187]    train-error:0.112045
## [188]    train-error:0.114846
## [189]    train-error:0.112045
## [190]    train-error:0.109244
## [191]    train-error:0.109244
## [192]    train-error:0.109244
## [193]    train-error:0.112045
## [194]    train-error:0.109244
## [195]    train-error:0.112045
## [196]    train-error:0.112045
## [197]    train-error:0.109244
## [198]    train-error:0.112045
## [199]    train-error:0.109244
## [200]    train-error:0.112045
## [201]    train-error:0.112045
## [202]    train-error:0.112045
## [203]    train-error:0.112045
## [204]    train-error:0.109244
## [205]    train-error:0.109244
## [206]    train-error:0.109244
## [207]    train-error:0.109244
## [208]    train-error:0.109244
## [209]    train-error:0.109244
## [210]    train-error:0.109244
## [211]    train-error:0.112045
## [212]    train-error:0.109244
## [213]    train-error:0.109244
## [214]    train-error:0.112045
## [215]    train-error:0.109244
## [216]    train-error:0.109244
## [217]    train-error:0.109244
## [218]    train-error:0.109244
## [219]    train-error:0.109244
## [220]    train-error:0.112045
## [221]    train-error:0.109244
## [222]    train-error:0.109244
## [223]    train-error:0.109244
## [224]    train-error:0.109244
## [225]    train-error:0.109244
## [226]    train-error:0.109244
## [227]    train-error:0.109244
## [228]    train-error:0.109244
## [229]    train-error:0.112045
## [230]    train-error:0.112045
## [231]    train-error:0.112045
## [232]    train-error:0.112045
## [233]    train-error:0.112045
## [234]    train-error:0.112045
## [235]    train-error:0.112045
## [236]    train-error:0.112045
## [237]    train-error:0.109244
## [238]    train-error:0.112045
## [239]    train-error:0.109244
## [240]    train-error:0.112045
## [241]    train-error:0.109244
## [242]    train-error:0.109244
## [243]    train-error:0.112045
## [244]    train-error:0.112045
## [245]    train-error:0.109244
## [246]    train-error:0.106443
## [247]    train-error:0.109244
## [248]    train-error:0.106443
## [249]    train-error:0.106443
## [250]    train-error:0.103641
## [251]    train-error:0.103641
## [252]    train-error:0.103641
## [253]    train-error:0.106443
## [254]    train-error:0.106443
## [255]    train-error:0.106443
## [256]    train-error:0.106443
## [257]    train-error:0.106443
## [258]    train-error:0.106443
## [259]    train-error:0.103641
## [260]    train-error:0.103641
## [261]    train-error:0.106443
## [262]    train-error:0.109244
## [263]    train-error:0.106443
## [264]    train-error:0.106443
## [265]    train-error:0.103641
## [266]    train-error:0.103641
## [267]    train-error:0.103641
## [268]    train-error:0.100840
## [269]    train-error:0.100840
## [270]    train-error:0.100840
## [271]    train-error:0.100840
## [272]    train-error:0.100840
## [273]    train-error:0.100840
## [274]    train-error:0.100840
## [275]    train-error:0.100840
## [276]    train-error:0.100840
## [277]    train-error:0.100840
## [278]    train-error:0.100840
## [279]    train-error:0.100840
## [280]    train-error:0.100840
## [281]    train-error:0.100840
## [282]    train-error:0.100840
## [283]    train-error:0.100840
## [284]    train-error:0.100840
## [285]    train-error:0.100840
## [286]    train-error:0.100840
## [287]    train-error:0.100840
## [288]    train-error:0.100840
## [289]    train-error:0.100840
## [290]    train-error:0.100840
## [291]    train-error:0.100840
## [292]    train-error:0.100840
## [293]    train-error:0.100840
## [294]    train-error:0.100840
## [295]    train-error:0.100840
## [296]    train-error:0.100840
## [297]    train-error:0.100840
## [298]    train-error:0.100840
## [299]    train-error:0.100840
## [300]    train-error:0.100840
## [301]    train-error:0.100840
## [302]    train-error:0.103641
## [303]    train-error:0.103641
## [304]    train-error:0.103641
## [305]    train-error:0.100840
## [306]    train-error:0.100840
## [307]    train-error:0.100840
## [308]    train-error:0.100840
## [309]    train-error:0.100840
## [310]    train-error:0.100840
## [311]    train-error:0.100840
## [312]    train-error:0.098039
## [313]    train-error:0.098039
## [314]    train-error:0.100840
## [315]    train-error:0.100840
## [316]    train-error:0.103641
## [317]    train-error:0.100840
## [318]    train-error:0.100840
## [319]    train-error:0.100840
## [320]    train-error:0.100840
## [321]    train-error:0.100840
## [322]    train-error:0.098039
## [323]    train-error:0.100840
## [324]    train-error:0.103641
## [325]    train-error:0.100840
## [326]    train-error:0.098039
## [327]    train-error:0.098039
## [328]    train-error:0.098039
## [329]    train-error:0.098039
## [330]    train-error:0.098039
## [331]    train-error:0.103641
## [332]    train-error:0.100840
## [333]    train-error:0.100840
## [334]    train-error:0.100840
## [335]    train-error:0.100840
## [336]    train-error:0.100840
## [337]    train-error:0.100840
## [338]    train-error:0.100840
## [339]    train-error:0.100840
## [340]    train-error:0.100840
## [341]    train-error:0.098039
## [342]    train-error:0.098039
## [343]    train-error:0.098039
## [344]    train-error:0.098039
## [345]    train-error:0.098039
## [346]    train-error:0.098039
## [347]    train-error:0.098039
## [348]    train-error:0.098039
## [349]    train-error:0.098039
## [350]    train-error:0.098039
## [351]    train-error:0.095238
## [352]    train-error:0.095238
## [353]    train-error:0.098039
## [354]    train-error:0.095238
## [355]    train-error:0.095238
## [356]    train-error:0.095238
## [357]    train-error:0.095238
## [358]    train-error:0.095238
## [359]    train-error:0.095238
## [360]    train-error:0.095238
## [361]    train-error:0.095238
## [362]    train-error:0.095238
## [363]    train-error:0.095238
## [364]    train-error:0.095238
## [365]    train-error:0.095238
## [366]    train-error:0.095238
## [367]    train-error:0.095238
## [368]    train-error:0.095238
## [369]    train-error:0.095238
## [370]    train-error:0.095238
## [371]    train-error:0.095238
## [372]    train-error:0.095238
## [373]    train-error:0.095238
## [374]    train-error:0.095238
## [375]    train-error:0.095238
## [376]    train-error:0.095238
## [377]    train-error:0.095238
## [378]    train-error:0.095238
## [379]    train-error:0.095238
## [380]    train-error:0.095238
## [381]    train-error:0.095238
## [382]    train-error:0.095238
## [383]    train-error:0.095238
## [384]    train-error:0.095238
## [385]    train-error:0.095238
## [386]    train-error:0.095238
## [387]    train-error:0.095238
## [388]    train-error:0.095238
## [389]    train-error:0.095238
## [390]    train-error:0.095238
## [391]    train-error:0.095238
## [392]    train-error:0.095238
## [393]    train-error:0.095238
## [394]    train-error:0.095238
## [395]    train-error:0.095238
## [396]    train-error:0.095238
## [397]    train-error:0.095238
## [398]    train-error:0.095238
## [399]    train-error:0.095238
## [400]    train-error:0.095238
## [401]    train-error:0.095238
## [402]    train-error:0.092437
## [403]    train-error:0.092437
## [404]    train-error:0.095238
## [405]    train-error:0.092437
## [406]    train-error:0.095238
## [407]    train-error:0.095238
## [408]    train-error:0.095238
## [409]    train-error:0.095238
## [410]    train-error:0.095238
## [411]    train-error:0.095238
## [412]    train-error:0.095238
## [413]    train-error:0.095238
## [414]    train-error:0.095238
## [415]    train-error:0.095238
## [416]    train-error:0.095238
## [417]    train-error:0.095238
## [418]    train-error:0.095238
## [419]    train-error:0.095238
## [420]    train-error:0.095238
## [421]    train-error:0.095238
## [422]    train-error:0.095238
## [423]    train-error:0.095238
## [424]    train-error:0.095238
## [425]    train-error:0.095238
## [426]    train-error:0.095238
## [427]    train-error:0.095238
## [428]    train-error:0.095238
## [429]    train-error:0.089636
## [430]    train-error:0.089636
## [431]    train-error:0.089636
## [432]    train-error:0.092437
## [433]    train-error:0.089636
## [434]    train-error:0.092437
## [435]    train-error:0.092437
## [436]    train-error:0.092437
## [437]    train-error:0.092437
## [438]    train-error:0.092437
## [439]    train-error:0.092437
## [440]    train-error:0.092437
## [441]    train-error:0.089636
## [442]    train-error:0.089636
## [443]    train-error:0.089636
## [444]    train-error:0.089636
## [445]    train-error:0.089636
## [446]    train-error:0.086835
## [447]    train-error:0.086835
## [448]    train-error:0.086835
## [449]    train-error:0.086835
## [450]    train-error:0.086835
## [451]    train-error:0.086835
## [452]    train-error:0.086835
## [453]    train-error:0.086835
## [454]    train-error:0.089636
## [455]    train-error:0.086835
## [456]    train-error:0.086835
## [457]    train-error:0.086835
## [458]    train-error:0.086835
## [459]    train-error:0.086835
## [460]    train-error:0.086835
## [461]    train-error:0.086835
## [462]    train-error:0.086835
## [463]    train-error:0.086835
## [464]    train-error:0.086835
## [465]    train-error:0.086835
## [466]    train-error:0.086835
## [467]    train-error:0.086835
## [468]    train-error:0.089636
## [469]    train-error:0.086835
## [470]    train-error:0.089636
## [471]    train-error:0.089636
## [472]    train-error:0.089636
## [473]    train-error:0.089636
## [474]    train-error:0.086835
## [475]    train-error:0.086835
## [476]    train-error:0.086835
## [477]    train-error:0.086835
## [478]    train-error:0.089636
## [479]    train-error:0.086835
## [480]    train-error:0.086835
## [481]    train-error:0.086835
## [482]    train-error:0.086835
## [483]    train-error:0.086835
## [484]    train-error:0.086835
## [485]    train-error:0.086835
## [486]    train-error:0.086835
## [487]    train-error:0.086835
## [488]    train-error:0.086835
## [489]    train-error:0.086835
## [490]    train-error:0.086835
## [491]    train-error:0.086835
## [492]    train-error:0.086835
## [493]    train-error:0.086835
## [494]    train-error:0.086835
## [495]    train-error:0.086835
## [496]    train-error:0.089636
## [497]    train-error:0.089636
## [498]    train-error:0.089636
## [499]    train-error:0.086835
## [500]    train-error:0.089636
## [501]    train-error:0.089636
## [502]    train-error:0.089636
## [503]    train-error:0.089636
## [504]    train-error:0.086835
## [505]    train-error:0.089636
## [506]    train-error:0.089636
## [507]    train-error:0.089636
## [508]    train-error:0.089636
## [509]    train-error:0.089636
## [510]    train-error:0.089636
## [511]    train-error:0.089636
## [512]    train-error:0.089636
## [513]    train-error:0.089636
## [514]    train-error:0.089636
## [515]    train-error:0.089636
## [516]    train-error:0.089636
## [517]    train-error:0.089636
## [518]    train-error:0.089636
## [519]    train-error:0.089636
## [520]    train-error:0.089636
## [521]    train-error:0.089636
## [522]    train-error:0.089636
## [523]    train-error:0.089636
## [524]    train-error:0.089636
## [525]    train-error:0.089636
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.206704
## [5]  train-error:0.181564
## [6]  train-error:0.162011
## [7]  train-error:0.167598
## [8]  train-error:0.156425
## [9]  train-error:0.156425
## [10] train-error:0.153631
## [11] train-error:0.173184
## [12] train-error:0.156425
## [13] train-error:0.159218
## [14] train-error:0.150838
## [15] train-error:0.156425
## [16] train-error:0.153631
## [17] train-error:0.150838
## [18] train-error:0.150838
## [19] train-error:0.150838
## [20] train-error:0.150838
## [21] train-error:0.150838
## [22] train-error:0.162011
## [23] train-error:0.156425
## [24] train-error:0.159218
## [25] train-error:0.159218
## [26] train-error:0.156425
## [27] train-error:0.164804
## [28] train-error:0.162011
## [29] train-error:0.170391
## [30] train-error:0.136872
## [31] train-error:0.148045
## [32] train-error:0.145251
## [33] train-error:0.145251
## [34] train-error:0.142458
## [35] train-error:0.148045
## [36] train-error:0.142458
## [37] train-error:0.134078
## [38] train-error:0.131285
## [39] train-error:0.142458
## [40] train-error:0.142458
## [41] train-error:0.139665
## [42] train-error:0.142458
## [43] train-error:0.131285
## [44] train-error:0.122905
## [45] train-error:0.128492
## [46] train-error:0.125698
## [47] train-error:0.131285
## [48] train-error:0.136872
## [49] train-error:0.142458
## [50] train-error:0.139665
## [51] train-error:0.145251
## [52] train-error:0.134078
## [53] train-error:0.136872
## [54] train-error:0.136872
## [55] train-error:0.145251
## [56] train-error:0.142458
## [57] train-error:0.139665
## [58] train-error:0.134078
## [59] train-error:0.134078
## [60] train-error:0.131285
## [61] train-error:0.139665
## [62] train-error:0.134078
## [63] train-error:0.131285
## [64] train-error:0.128492
## [65] train-error:0.125698
## [66] train-error:0.128492
## [67] train-error:0.134078
## [68] train-error:0.120112
## [69] train-error:0.134078
## [70] train-error:0.131285
## [71] train-error:0.131285
## [72] train-error:0.136872
## [73] train-error:0.142458
## [74] train-error:0.139665
## [75] train-error:0.139665
## [76] train-error:0.142458
## [77] train-error:0.139665
## [78] train-error:0.136872
## [79] train-error:0.145251
## [80] train-error:0.148045
## [81] train-error:0.145251
## [82] train-error:0.142458
## [83] train-error:0.128492
## [84] train-error:0.145251
## [85] train-error:0.134078
## [86] train-error:0.131285
## [87] train-error:0.128492
## [88] train-error:0.122905
## [89] train-error:0.125698
## [90] train-error:0.131285
## [91] train-error:0.122905
## [92] train-error:0.131285
## [93] train-error:0.131285
## [94] train-error:0.136872
## [95] train-error:0.139665
## [96] train-error:0.136872
## [97] train-error:0.128492
## [98] train-error:0.122905
## [99] train-error:0.134078
## [100]    train-error:0.120112
## [101]    train-error:0.122905
## [102]    train-error:0.128492
## [103]    train-error:0.122905
## [104]    train-error:0.125698
## [105]    train-error:0.128492
## [106]    train-error:0.125698
## [107]    train-error:0.128492
## [108]    train-error:0.125698
## [109]    train-error:0.117318
## [110]    train-error:0.108939
## [111]    train-error:0.114525
## [112]    train-error:0.114525
## [113]    train-error:0.108939
## [114]    train-error:0.117318
## [115]    train-error:0.097765
## [116]    train-error:0.111732
## [117]    train-error:0.117318
## [118]    train-error:0.111732
## [119]    train-error:0.120112
## [120]    train-error:0.120112
## [121]    train-error:0.120112
## [122]    train-error:0.117318
## [123]    train-error:0.120112
## [124]    train-error:0.125698
## [125]    train-error:0.125698
## [126]    train-error:0.114525
## [127]    train-error:0.103352
## [128]    train-error:0.111732
## [129]    train-error:0.103352
## [130]    train-error:0.111732
## [131]    train-error:0.120112
## [132]    train-error:0.125698
## [133]    train-error:0.120112
## [134]    train-error:0.114525
## [135]    train-error:0.117318
## [136]    train-error:0.117318
## [137]    train-error:0.120112
## [138]    train-error:0.114525
## [139]    train-error:0.117318
## [140]    train-error:0.106145
## [141]    train-error:0.111732
## [142]    train-error:0.114525
## [143]    train-error:0.108939
## [144]    train-error:0.114525
## [145]    train-error:0.108939
## [146]    train-error:0.120112
## [147]    train-error:0.117318
## [148]    train-error:0.120112
## [149]    train-error:0.131285
## [150]    train-error:0.117318
## [151]    train-error:0.117318
## [152]    train-error:0.108939
## [153]    train-error:0.111732
## [154]    train-error:0.111732
## [155]    train-error:0.103352
## [156]    train-error:0.103352
## [157]    train-error:0.111732
## [158]    train-error:0.117318
## [159]    train-error:0.117318
## [160]    train-error:0.117318
## [161]    train-error:0.111732
## [162]    train-error:0.120112
## [163]    train-error:0.120112
## [164]    train-error:0.106145
## [165]    train-error:0.111732
## [166]    train-error:0.108939
## [167]    train-error:0.100559
## [168]    train-error:0.106145
## [169]    train-error:0.111732
## [170]    train-error:0.094972
## [171]    train-error:0.092179
## [172]    train-error:0.106145
## [173]    train-error:0.103352
## [174]    train-error:0.103352
## [175]    train-error:0.108939
## [176]    train-error:0.111732
## [177]    train-error:0.114525
## [178]    train-error:0.114525
## [179]    train-error:0.120112
## [180]    train-error:0.117318
## [181]    train-error:0.108939
## [182]    train-error:0.108939
## [183]    train-error:0.103352
## [184]    train-error:0.092179
## [185]    train-error:0.106145
## [186]    train-error:0.100559
## [187]    train-error:0.108939
## [188]    train-error:0.097765
## [189]    train-error:0.103352
## [190]    train-error:0.097765
## [191]    train-error:0.094972
## [192]    train-error:0.094972
## [193]    train-error:0.094972
## [194]    train-error:0.097765
## [195]    train-error:0.108939
## [196]    train-error:0.100559
## [197]    train-error:0.097765
## [198]    train-error:0.097765
## [199]    train-error:0.094972
## [200]    train-error:0.097765
## [201]    train-error:0.097765
## [202]    train-error:0.097765
## [203]    train-error:0.097765
## [204]    train-error:0.097765
## [205]    train-error:0.100559
## [206]    train-error:0.094972
## [207]    train-error:0.089385
## [208]    train-error:0.089385
## [209]    train-error:0.092179
## [210]    train-error:0.089385
## [211]    train-error:0.094972
## [212]    train-error:0.097765
## [213]    train-error:0.103352
## [214]    train-error:0.081006
## [215]    train-error:0.089385
## [216]    train-error:0.086592
## [217]    train-error:0.092179
## [218]    train-error:0.092179
## [219]    train-error:0.083799
## [220]    train-error:0.092179
## [221]    train-error:0.083799
## [222]    train-error:0.086592
## [223]    train-error:0.086592
## [224]    train-error:0.089385
## [225]    train-error:0.089385
## [226]    train-error:0.092179
## [227]    train-error:0.089385
## [228]    train-error:0.092179
## [229]    train-error:0.089385
## [230]    train-error:0.089385
## [231]    train-error:0.094972
## [232]    train-error:0.089385
## [233]    train-error:0.089385
## [234]    train-error:0.092179
## [235]    train-error:0.103352
## [236]    train-error:0.092179
## [237]    train-error:0.094972
## [238]    train-error:0.092179
## [239]    train-error:0.081006
## [240]    train-error:0.083799
## [241]    train-error:0.092179
## [242]    train-error:0.081006
## [243]    train-error:0.081006
## [244]    train-error:0.092179
## [245]    train-error:0.094972
## [246]    train-error:0.086592
## [247]    train-error:0.089385
## [248]    train-error:0.092179
## [249]    train-error:0.089385
## [250]    train-error:0.081006
## [251]    train-error:0.086592
## [252]    train-error:0.083799
## [253]    train-error:0.089385
## [254]    train-error:0.086592
## [255]    train-error:0.086592
## [256]    train-error:0.072626
## [257]    train-error:0.083799
## [258]    train-error:0.081006
## [259]    train-error:0.078212
## [260]    train-error:0.081006
## [261]    train-error:0.083799
## [262]    train-error:0.072626
## [263]    train-error:0.072626
## [264]    train-error:0.078212
## [265]    train-error:0.078212
## [266]    train-error:0.064246
## [267]    train-error:0.078212
## [268]    train-error:0.067039
## [269]    train-error:0.072626
## [270]    train-error:0.078212
## [271]    train-error:0.072626
## [272]    train-error:0.086592
## [273]    train-error:0.081006
## [274]    train-error:0.089385
## [275]    train-error:0.081006
## [276]    train-error:0.086592
## [277]    train-error:0.081006
## [278]    train-error:0.072626
## [279]    train-error:0.069832
## [280]    train-error:0.078212
## [281]    train-error:0.072626
## [282]    train-error:0.081006
## [283]    train-error:0.078212
## [284]    train-error:0.081006
## [285]    train-error:0.081006
## [286]    train-error:0.072626
## [287]    train-error:0.078212
## [288]    train-error:0.081006
## [289]    train-error:0.069832
## [290]    train-error:0.069832
## [291]    train-error:0.075419
## [292]    train-error:0.089385
## [293]    train-error:0.081006
## [294]    train-error:0.083799
## [295]    train-error:0.081006
## [296]    train-error:0.072626
## [297]    train-error:0.075419
## [298]    train-error:0.086592
## [299]    train-error:0.069832
## [300]    train-error:0.072626
## [301]    train-error:0.075419
## [302]    train-error:0.072626
## [303]    train-error:0.081006
## [304]    train-error:0.075419
## [305]    train-error:0.069832
## [306]    train-error:0.072626
## [307]    train-error:0.067039
## [308]    train-error:0.067039
## [309]    train-error:0.069832
## [310]    train-error:0.069832
## [311]    train-error:0.069832
## [312]    train-error:0.075419
## [313]    train-error:0.072626
## [314]    train-error:0.075419
## [315]    train-error:0.067039
## [316]    train-error:0.075419
## [317]    train-error:0.069832
## [318]    train-error:0.072626
## [319]    train-error:0.075419
## [320]    train-error:0.075419
## [321]    train-error:0.069832
## [322]    train-error:0.069832
## [323]    train-error:0.069832
## [324]    train-error:0.072626
## [325]    train-error:0.072626
## [326]    train-error:0.069832
## [327]    train-error:0.072626
## [328]    train-error:0.072626
## [329]    train-error:0.069832
## [330]    train-error:0.072626
## [331]    train-error:0.072626
## [332]    train-error:0.069832
## [333]    train-error:0.069832
## [334]    train-error:0.078212
## [335]    train-error:0.072626
## [336]    train-error:0.078212
## [337]    train-error:0.069832
## [338]    train-error:0.069832
## [339]    train-error:0.075419
## [340]    train-error:0.072626
## [341]    train-error:0.078212
## [342]    train-error:0.069832
## [343]    train-error:0.072626
## [344]    train-error:0.064246
## [345]    train-error:0.064246
## [346]    train-error:0.064246
## [347]    train-error:0.072626
## [348]    train-error:0.078212
## [349]    train-error:0.072626
## [350]    train-error:0.072626
## [351]    train-error:0.069832
## [352]    train-error:0.067039
## [353]    train-error:0.075419
## [354]    train-error:0.072626
## [355]    train-error:0.067039
## [356]    train-error:0.067039
## [357]    train-error:0.067039
## [358]    train-error:0.075419
## [359]    train-error:0.072626
## [360]    train-error:0.067039
## [361]    train-error:0.072626
## [362]    train-error:0.078212
## [363]    train-error:0.075419
## [364]    train-error:0.067039
## [365]    train-error:0.069832
## [366]    train-error:0.072626
## [367]    train-error:0.078212
## [368]    train-error:0.078212
## [369]    train-error:0.078212
## [370]    train-error:0.081006
## [371]    train-error:0.078212
## [372]    train-error:0.078212
## [373]    train-error:0.069832
## [374]    train-error:0.078212
## [375]    train-error:0.072626
## [376]    train-error:0.072626
## [377]    train-error:0.067039
## [378]    train-error:0.069832
## [379]    train-error:0.069832
## [380]    train-error:0.069832
## [381]    train-error:0.075419
## [382]    train-error:0.069832
## [383]    train-error:0.072626
## [384]    train-error:0.061453
## [385]    train-error:0.078212
## [386]    train-error:0.078212
## [387]    train-error:0.064246
## [388]    train-error:0.067039
## [389]    train-error:0.067039
## [390]    train-error:0.067039
## [391]    train-error:0.061453
## [392]    train-error:0.069832
## [393]    train-error:0.078212
## [394]    train-error:0.069832
## [395]    train-error:0.067039
## [396]    train-error:0.069832
## [397]    train-error:0.064246
## [398]    train-error:0.069832
## [399]    train-error:0.067039
## [400]    train-error:0.069832
## [401]    train-error:0.069832
## [402]    train-error:0.064246
## [403]    train-error:0.067039
## [404]    train-error:0.067039
## [405]    train-error:0.064246
## [406]    train-error:0.067039
## [407]    train-error:0.064246
## [408]    train-error:0.061453
## [409]    train-error:0.067039
## [410]    train-error:0.069832
## [411]    train-error:0.067039
## [412]    train-error:0.072626
## [413]    train-error:0.069832
## [414]    train-error:0.072626
## [415]    train-error:0.072626
## [416]    train-error:0.072626
## [417]    train-error:0.075419
## [418]    train-error:0.067039
## [419]    train-error:0.069832
## [420]    train-error:0.075419
## [421]    train-error:0.067039
## [422]    train-error:0.069832
## [423]    train-error:0.067039
## [424]    train-error:0.067039
## [425]    train-error:0.072626
## [426]    train-error:0.069832
## [427]    train-error:0.067039
## [428]    train-error:0.064246
## [429]    train-error:0.069832
## [430]    train-error:0.075419
## [431]    train-error:0.075419
## [432]    train-error:0.069832
## [433]    train-error:0.075419
## [434]    train-error:0.072626
## [435]    train-error:0.067039
## [436]    train-error:0.072626
## [437]    train-error:0.069832
## [438]    train-error:0.078212
## [439]    train-error:0.072626
## [440]    train-error:0.069832
## [441]    train-error:0.064246
## [442]    train-error:0.067039
## [443]    train-error:0.067039
## [444]    train-error:0.069832
## [445]    train-error:0.067039
## [446]    train-error:0.067039
## [447]    train-error:0.072626
## [448]    train-error:0.072626
## [449]    train-error:0.069832
## [450]    train-error:0.067039
## [451]    train-error:0.067039
## [452]    train-error:0.069832
## [453]    train-error:0.067039
## [454]    train-error:0.067039
## [455]    train-error:0.072626
## [456]    train-error:0.069832
## [457]    train-error:0.067039
## [458]    train-error:0.067039
## [459]    train-error:0.069832
## [460]    train-error:0.067039
## [461]    train-error:0.064246
## [462]    train-error:0.067039
## [463]    train-error:0.069832
## [464]    train-error:0.069832
## [465]    train-error:0.067039
## [466]    train-error:0.067039
## [467]    train-error:0.067039
## [468]    train-error:0.072626
## [469]    train-error:0.069832
## [470]    train-error:0.069832
## [471]    train-error:0.072626
## [472]    train-error:0.064246
## [473]    train-error:0.067039
## [474]    train-error:0.058659
## [475]    train-error:0.058659
## [476]    train-error:0.055866
## [477]    train-error:0.058659
## [478]    train-error:0.058659
## [479]    train-error:0.069832
## [480]    train-error:0.067039
## [481]    train-error:0.064246
## [482]    train-error:0.067039
## [483]    train-error:0.067039
## [484]    train-error:0.072626
## [485]    train-error:0.072626
## [486]    train-error:0.067039
## [487]    train-error:0.072626
## [488]    train-error:0.075419
## [489]    train-error:0.075419
## [490]    train-error:0.072626
## [491]    train-error:0.072626
## [492]    train-error:0.072626
## [493]    train-error:0.072626
## [494]    train-error:0.078212
## [495]    train-error:0.072626
## [496]    train-error:0.061453
## [497]    train-error:0.072626
## [498]    train-error:0.069832
## [499]    train-error:0.069832
## [500]    train-error:0.072626
## [501]    train-error:0.064246
## [502]    train-error:0.069832
## [503]    train-error:0.061453
## [504]    train-error:0.072626
## [505]    train-error:0.061453
## [506]    train-error:0.064246
## [507]    train-error:0.061453
## [508]    train-error:0.064246
## [509]    train-error:0.069832
## [510]    train-error:0.072626
## [511]    train-error:0.064246
## [512]    train-error:0.061453
## [513]    train-error:0.064246
## [514]    train-error:0.067039
## [515]    train-error:0.072626
## [516]    train-error:0.072626
## [517]    train-error:0.069832
## [518]    train-error:0.067039
## [519]    train-error:0.069832
## [520]    train-error:0.072626
## [521]    train-error:0.067039
## [522]    train-error:0.067039
## [523]    train-error:0.067039
## [524]    train-error:0.069832
## [525]    train-error:0.069832
## [526]    train-error:0.069832
## [527]    train-error:0.069832
## [528]    train-error:0.067039
## [529]    train-error:0.069832
## [530]    train-error:0.072626
## [531]    train-error:0.072626
## [532]    train-error:0.067039
## [533]    train-error:0.069832
## [534]    train-error:0.069832
## [535]    train-error:0.067039
## [536]    train-error:0.067039
## [537]    train-error:0.067039
## [538]    train-error:0.072626
## [539]    train-error:0.069832
## [540]    train-error:0.069832
## [541]    train-error:0.064246
## [542]    train-error:0.061453
## [543]    train-error:0.061453
## [544]    train-error:0.055866
## [545]    train-error:0.064246
## [546]    train-error:0.067039
## [547]    train-error:0.067039
## [548]    train-error:0.069832
## [549]    train-error:0.061453
## [550]    train-error:0.067039
## [551]    train-error:0.069832
## [552]    train-error:0.067039
## [553]    train-error:0.069832
## [554]    train-error:0.067039
## [555]    train-error:0.072626
## [556]    train-error:0.067039
## [557]    train-error:0.067039
## [558]    train-error:0.064246
## [559]    train-error:0.061453
## [560]    train-error:0.064246
## [561]    train-error:0.067039
## [562]    train-error:0.067039
## [563]    train-error:0.064246
## [564]    train-error:0.067039
## [565]    train-error:0.069832
## [566]    train-error:0.069832
## [567]    train-error:0.067039
## [568]    train-error:0.069832
## [569]    train-error:0.069832
## [570]    train-error:0.072626
## [571]    train-error:0.064246
## [572]    train-error:0.061453
## [573]    train-error:0.067039
## [574]    train-error:0.061453
## [575]    train-error:0.067039
## [576]    train-error:0.067039
## [577]    train-error:0.055866
## [578]    train-error:0.064246
## [579]    train-error:0.061453
## [580]    train-error:0.061453
## [581]    train-error:0.058659
## [582]    train-error:0.061453
## [583]    train-error:0.067039
## [584]    train-error:0.061453
## [585]    train-error:0.064246
## [586]    train-error:0.061453
## [587]    train-error:0.061453
## [588]    train-error:0.067039
## [0]  train-error:0.193277
## [1]  train-error:0.184874
## [2]  train-error:0.184874
## [3]  train-error:0.187675
## [4]  train-error:0.187675
## [5]  train-error:0.196078
## [6]  train-error:0.168067
## [7]  train-error:0.168067
## [8]  train-error:0.168067
## [9]  train-error:0.159664
## [10] train-error:0.162465
## [11] train-error:0.159664
## [12] train-error:0.128852
## [13] train-error:0.137255
## [14] train-error:0.140056
## [15] train-error:0.126050
## [16] train-error:0.134454
## [17] train-error:0.126050
## [18] train-error:0.140056
## [19] train-error:0.128852
## [20] train-error:0.131653
## [21] train-error:0.123249
## [22] train-error:0.134454
## [23] train-error:0.145658
## [24] train-error:0.128852
## [25] train-error:0.128852
## [26] train-error:0.128852
## [27] train-error:0.126050
## [28] train-error:0.117647
## [29] train-error:0.117647
## [30] train-error:0.123249
## [31] train-error:0.117647
## [32] train-error:0.120448
## [33] train-error:0.114846
## [34] train-error:0.117647
## [35] train-error:0.117647
## [36] train-error:0.109244
## [37] train-error:0.106443
## [38] train-error:0.120448
## [39] train-error:0.120448
## [40] train-error:0.112045
## [41] train-error:0.103641
## [42] train-error:0.100840
## [43] train-error:0.098039
## [44] train-error:0.103641
## [45] train-error:0.106443
## [46] train-error:0.114846
## [47] train-error:0.117647
## [48] train-error:0.112045
## [49] train-error:0.120448
## [50] train-error:0.114846
## [51] train-error:0.120448
## [52] train-error:0.123249
## [53] train-error:0.126050
## [54] train-error:0.120448
## [55] train-error:0.117647
## [56] train-error:0.117647
## [57] train-error:0.114846
## [58] train-error:0.112045
## [59] train-error:0.112045
## [60] train-error:0.106443
## [61] train-error:0.103641
## [62] train-error:0.103641
## [63] train-error:0.106443
## [64] train-error:0.100840
## [65] train-error:0.095238
## [66] train-error:0.100840
## [67] train-error:0.100840
## [68] train-error:0.109244
## [69] train-error:0.106443
## [70] train-error:0.103641
## [71] train-error:0.098039
## [72] train-error:0.100840
## [73] train-error:0.100840
## [74] train-error:0.100840
## [75] train-error:0.106443
## [76] train-error:0.100840
## [77] train-error:0.100840
## [78] train-error:0.100840
## [79] train-error:0.103641
## [80] train-error:0.103641
## [81] train-error:0.092437
## [82] train-error:0.092437
## [83] train-error:0.095238
## [84] train-error:0.100840
## [85] train-error:0.100840
## [86] train-error:0.100840
## [87] train-error:0.095238
## [88] train-error:0.100840
## [89] train-error:0.095238
## [90] train-error:0.098039
## [91] train-error:0.086835
## [92] train-error:0.095238
## [93] train-error:0.098039
## [94] train-error:0.100840
## [95] train-error:0.103641
## [96] train-error:0.095238
## [97] train-error:0.103641
## [98] train-error:0.095238
## [99] train-error:0.092437
## [100]    train-error:0.089636
## [101]    train-error:0.098039
## [102]    train-error:0.098039
## [103]    train-error:0.092437
## [104]    train-error:0.100840
## [105]    train-error:0.095238
## [106]    train-error:0.100840
## [107]    train-error:0.092437
## [108]    train-error:0.089636
## [109]    train-error:0.089636
## [110]    train-error:0.086835
## [111]    train-error:0.086835
## [112]    train-error:0.089636
## [113]    train-error:0.089636
## [114]    train-error:0.084034
## [115]    train-error:0.086835
## [116]    train-error:0.086835
## [117]    train-error:0.089636
## [118]    train-error:0.092437
## [119]    train-error:0.086835
## [120]    train-error:0.084034
## [121]    train-error:0.092437
## [122]    train-error:0.098039
## [123]    train-error:0.092437
## [124]    train-error:0.092437
## [125]    train-error:0.086835
## [126]    train-error:0.084034
## [127]    train-error:0.089636
## [128]    train-error:0.081232
## [129]    train-error:0.078431
## [130]    train-error:0.075630
## [131]    train-error:0.078431
## [132]    train-error:0.086835
## [133]    train-error:0.084034
## [134]    train-error:0.084034
## [135]    train-error:0.086835
## [136]    train-error:0.089636
## [137]    train-error:0.086835
## [138]    train-error:0.086835
## [139]    train-error:0.084034
## [140]    train-error:0.084034
## [141]    train-error:0.092437
## [142]    train-error:0.089636
## [143]    train-error:0.089636
## [144]    train-error:0.092437
## [145]    train-error:0.086835
## [146]    train-error:0.095238
## [147]    train-error:0.086835
## [148]    train-error:0.092437
## [149]    train-error:0.092437
## [150]    train-error:0.092437
## [151]    train-error:0.100840
## [152]    train-error:0.092437
## [153]    train-error:0.089636
## [154]    train-error:0.092437
## [155]    train-error:0.092437
## [156]    train-error:0.092437
## [157]    train-error:0.086835
## [158]    train-error:0.089636
## [159]    train-error:0.092437
## [160]    train-error:0.086835
## [161]    train-error:0.089636
## [162]    train-error:0.086835
## [163]    train-error:0.092437
## [164]    train-error:0.089636
## [165]    train-error:0.081232
## [166]    train-error:0.084034
## [167]    train-error:0.084034
## [168]    train-error:0.081232
## [169]    train-error:0.081232
## [170]    train-error:0.084034
## [171]    train-error:0.081232
## [172]    train-error:0.078431
## [173]    train-error:0.075630
## [174]    train-error:0.084034
## [175]    train-error:0.078431
## [176]    train-error:0.075630
## [177]    train-error:0.078431
## [178]    train-error:0.078431
## [179]    train-error:0.078431
## [180]    train-error:0.075630
## [181]    train-error:0.081232
## [182]    train-error:0.075630
## [183]    train-error:0.078431
## [184]    train-error:0.075630
## [185]    train-error:0.084034
## [186]    train-error:0.084034
## [187]    train-error:0.086835
## [188]    train-error:0.081232
## [189]    train-error:0.078431
## [190]    train-error:0.078431
## [191]    train-error:0.084034
## [192]    train-error:0.081232
## [193]    train-error:0.078431
## [194]    train-error:0.072829
## [195]    train-error:0.075630
## [196]    train-error:0.070028
## [197]    train-error:0.072829
## [198]    train-error:0.072829
## [199]    train-error:0.072829
## [200]    train-error:0.078431
## [201]    train-error:0.078431
## [202]    train-error:0.075630
## [203]    train-error:0.072829
## [204]    train-error:0.084034
## [205]    train-error:0.081232
## [206]    train-error:0.078431
## [207]    train-error:0.084034
## [208]    train-error:0.086835
## [209]    train-error:0.084034
## [210]    train-error:0.084034
## [211]    train-error:0.081232
## [212]    train-error:0.078431
## [213]    train-error:0.089636
## [214]    train-error:0.075630
## [215]    train-error:0.075630
## [216]    train-error:0.084034
## [217]    train-error:0.075630
## [218]    train-error:0.078431
## [219]    train-error:0.081232
## [220]    train-error:0.078431
## [221]    train-error:0.081232
## [222]    train-error:0.084034
## [223]    train-error:0.086835
## [224]    train-error:0.070028
## [225]    train-error:0.078431
## [226]    train-error:0.081232
## [227]    train-error:0.084034
## [228]    train-error:0.081232
## [229]    train-error:0.078431
## [230]    train-error:0.089636
## [231]    train-error:0.086835
## [232]    train-error:0.078431
## [233]    train-error:0.084034
## [234]    train-error:0.075630
## [235]    train-error:0.084034
## [236]    train-error:0.089636
## [237]    train-error:0.086835
## [238]    train-error:0.075630
## [239]    train-error:0.078431
## [240]    train-error:0.078431
## [241]    train-error:0.075630
## [242]    train-error:0.081232
## [243]    train-error:0.075630
## [244]    train-error:0.075630
## [245]    train-error:0.075630
## [246]    train-error:0.078431
## [247]    train-error:0.078431
## [248]    train-error:0.070028
## [249]    train-error:0.070028
## [250]    train-error:0.078431
## [251]    train-error:0.078431
## [252]    train-error:0.075630
## [253]    train-error:0.075630
## [254]    train-error:0.075630
## [255]    train-error:0.075630
## [256]    train-error:0.078431
## [257]    train-error:0.081232
## [258]    train-error:0.067227
## [259]    train-error:0.078431
## [260]    train-error:0.070028
## [261]    train-error:0.075630
## [262]    train-error:0.081232
## [263]    train-error:0.075630
## [264]    train-error:0.081232
## [265]    train-error:0.072829
## [266]    train-error:0.078431
## [267]    train-error:0.078431
## [268]    train-error:0.075630
## [269]    train-error:0.081232
## [270]    train-error:0.078431
## [271]    train-error:0.078431
## [272]    train-error:0.070028
## [273]    train-error:0.081232
## [274]    train-error:0.078431
## [275]    train-error:0.081232
## [276]    train-error:0.084034
## [277]    train-error:0.081232
## [278]    train-error:0.081232
## [279]    train-error:0.075630
## [280]    train-error:0.072829
## [281]    train-error:0.075630
## [282]    train-error:0.081232
## [283]    train-error:0.072829
## [284]    train-error:0.070028
## [285]    train-error:0.072829
## [286]    train-error:0.070028
## [287]    train-error:0.075630
## [288]    train-error:0.075630
## [289]    train-error:0.075630
## [290]    train-error:0.075630
## [291]    train-error:0.072829
## [292]    train-error:0.075630
## [293]    train-error:0.078431
## [294]    train-error:0.064426
## [295]    train-error:0.058824
## [296]    train-error:0.072829
## [297]    train-error:0.072829
## [298]    train-error:0.075630
## [299]    train-error:0.078431
## [300]    train-error:0.081232
## [301]    train-error:0.086835
## [302]    train-error:0.081232
## [303]    train-error:0.078431
## [304]    train-error:0.072829
## [305]    train-error:0.075630
## [306]    train-error:0.072829
## [307]    train-error:0.072829
## [308]    train-error:0.075630
## [309]    train-error:0.078431
## [310]    train-error:0.081232
## [311]    train-error:0.078431
## [312]    train-error:0.081232
## [313]    train-error:0.072829
## [314]    train-error:0.070028
## [315]    train-error:0.072829
## [316]    train-error:0.070028
## [317]    train-error:0.078431
## [318]    train-error:0.072829
## [319]    train-error:0.075630
## [320]    train-error:0.070028
## [321]    train-error:0.070028
## [322]    train-error:0.072829
## [323]    train-error:0.072829
## [324]    train-error:0.064426
## [325]    train-error:0.075630
## [326]    train-error:0.075630
## [327]    train-error:0.078431
## [328]    train-error:0.081232
## [329]    train-error:0.084034
## [330]    train-error:0.075630
## [331]    train-error:0.084034
## [332]    train-error:0.075630
## [333]    train-error:0.081232
## [334]    train-error:0.078431
## [335]    train-error:0.075630
## [336]    train-error:0.075630
## [337]    train-error:0.078431
## [338]    train-error:0.072829
## [339]    train-error:0.072829
## [340]    train-error:0.067227
## [341]    train-error:0.072829
## [342]    train-error:0.067227
## [343]    train-error:0.072829
## [344]    train-error:0.075630
## [345]    train-error:0.072829
## [346]    train-error:0.072829
## [347]    train-error:0.070028
## [348]    train-error:0.070028
## [349]    train-error:0.072829
## [350]    train-error:0.072829
## [351]    train-error:0.072829
## [352]    train-error:0.067227
## [353]    train-error:0.075630
## [354]    train-error:0.072829
## [355]    train-error:0.072829
## [356]    train-error:0.075630
## [357]    train-error:0.075630
## [358]    train-error:0.070028
## [359]    train-error:0.078431
## [360]    train-error:0.078431
## [361]    train-error:0.075630
## [362]    train-error:0.075630
## [363]    train-error:0.075630
## [364]    train-error:0.078431
## [365]    train-error:0.078431
## [366]    train-error:0.084034
## [367]    train-error:0.086835
## [368]    train-error:0.084034
## [369]    train-error:0.081232
## [370]    train-error:0.081232
## [371]    train-error:0.072829
## [372]    train-error:0.075630
## [373]    train-error:0.081232
## [374]    train-error:0.078431
## [375]    train-error:0.072829
## [376]    train-error:0.075630
## [377]    train-error:0.072829
## [378]    train-error:0.072829
## [379]    train-error:0.072829
## [380]    train-error:0.075630
## [381]    train-error:0.084034
## [382]    train-error:0.081232
## [383]    train-error:0.081232
## [384]    train-error:0.084034
## [385]    train-error:0.078431
## [386]    train-error:0.078431
## [387]    train-error:0.081232
## [388]    train-error:0.078431
## [389]    train-error:0.078431
## [390]    train-error:0.075630
## [391]    train-error:0.081232
## [392]    train-error:0.075630
## [393]    train-error:0.078431
## [394]    train-error:0.078431
## [395]    train-error:0.081232
## [396]    train-error:0.072829
## [397]    train-error:0.075630
## [398]    train-error:0.075630
## [399]    train-error:0.072829
## [400]    train-error:0.075630
## [401]    train-error:0.075630
## [402]    train-error:0.086835
## [403]    train-error:0.081232
## [404]    train-error:0.075630
## [405]    train-error:0.078431
## [406]    train-error:0.075630
## [407]    train-error:0.070028
## [408]    train-error:0.078431
## [409]    train-error:0.067227
## [410]    train-error:0.078431
## [411]    train-error:0.084034
## [412]    train-error:0.081232
## [413]    train-error:0.081232
## [414]    train-error:0.078431
## [415]    train-error:0.081232
## [416]    train-error:0.067227
## [417]    train-error:0.070028
## [418]    train-error:0.070028
## [419]    train-error:0.075630
## [420]    train-error:0.072829
## [421]    train-error:0.070028
## [422]    train-error:0.075630
## [423]    train-error:0.072829
## [424]    train-error:0.070028
## [425]    train-error:0.072829
## [426]    train-error:0.075630
## [427]    train-error:0.078431
## [428]    train-error:0.078431
## [429]    train-error:0.075630
## [430]    train-error:0.064426
## [431]    train-error:0.075630
## [432]    train-error:0.072829
## [433]    train-error:0.072829
## [434]    train-error:0.070028
## [435]    train-error:0.067227
## [436]    train-error:0.064426
## [437]    train-error:0.067227
## [438]    train-error:0.067227
## [439]    train-error:0.075630
## [440]    train-error:0.084034
## [441]    train-error:0.078431
## [442]    train-error:0.064426
## [443]    train-error:0.072829
## [444]    train-error:0.070028
## [445]    train-error:0.064426
## [446]    train-error:0.067227
## [447]    train-error:0.067227
## [448]    train-error:0.064426
## [449]    train-error:0.072829
## [450]    train-error:0.072829
## [451]    train-error:0.070028
## [452]    train-error:0.081232
## [453]    train-error:0.078431
## [454]    train-error:0.072829
## [455]    train-error:0.072829
## [456]    train-error:0.075630
## [457]    train-error:0.070028
## [458]    train-error:0.072829
## [459]    train-error:0.075630
## [460]    train-error:0.072829
## [461]    train-error:0.072829
## [462]    train-error:0.067227
## [463]    train-error:0.070028
## [464]    train-error:0.070028
## [465]    train-error:0.070028
## [466]    train-error:0.072829
## [467]    train-error:0.072829
## [468]    train-error:0.072829
## [469]    train-error:0.067227
## [470]    train-error:0.070028
## [471]    train-error:0.070028
## [472]    train-error:0.072829
## [473]    train-error:0.072829
## [474]    train-error:0.072829
## [475]    train-error:0.072829
## [476]    train-error:0.075630
## [477]    train-error:0.072829
## [478]    train-error:0.070028
## [479]    train-error:0.072829
## [480]    train-error:0.070028
## [481]    train-error:0.072829
## [482]    train-error:0.072829
## [483]    train-error:0.067227
## [484]    train-error:0.070028
## [485]    train-error:0.070028
## [486]    train-error:0.067227
## [487]    train-error:0.070028
## [488]    train-error:0.075630
## [489]    train-error:0.072829
## [490]    train-error:0.078431
## [491]    train-error:0.081232
## [492]    train-error:0.078431
## [493]    train-error:0.072829
## [494]    train-error:0.070028
## [495]    train-error:0.075630
## [496]    train-error:0.070028
## [497]    train-error:0.070028
## [498]    train-error:0.072829
## [499]    train-error:0.075630
## [500]    train-error:0.070028
## [501]    train-error:0.072829
## [502]    train-error:0.072829
## [503]    train-error:0.070028
## [504]    train-error:0.072829
## [505]    train-error:0.075630
## [506]    train-error:0.072829
## [507]    train-error:0.067227
## [508]    train-error:0.070028
## [509]    train-error:0.072829
## [510]    train-error:0.072829
## [511]    train-error:0.067227
## [512]    train-error:0.064426
## [513]    train-error:0.064426
## [514]    train-error:0.067227
## [515]    train-error:0.070028
## [516]    train-error:0.067227
## [517]    train-error:0.067227
## [518]    train-error:0.061625
## [519]    train-error:0.067227
## [520]    train-error:0.067227
## [521]    train-error:0.064426
## [522]    train-error:0.067227
## [523]    train-error:0.064426
## [524]    train-error:0.061625
## [525]    train-error:0.067227
## [526]    train-error:0.072829
## [527]    train-error:0.067227
## [528]    train-error:0.067227
## [529]    train-error:0.067227
## [530]    train-error:0.067227
## [531]    train-error:0.064426
## [532]    train-error:0.064426
## [533]    train-error:0.067227
## [534]    train-error:0.067227
## [535]    train-error:0.064426
## [536]    train-error:0.067227
## [537]    train-error:0.070028
## [538]    train-error:0.067227
## [539]    train-error:0.061625
## [540]    train-error:0.067227
## [541]    train-error:0.075630
## [542]    train-error:0.075630
## [543]    train-error:0.070028
## [544]    train-error:0.075630
## [545]    train-error:0.067227
## [546]    train-error:0.070028
## [547]    train-error:0.067227
## [548]    train-error:0.072829
## [549]    train-error:0.067227
## [550]    train-error:0.064426
## [551]    train-error:0.061625
## [552]    train-error:0.064426
## [553]    train-error:0.067227
## [554]    train-error:0.067227
## [555]    train-error:0.067227
## [556]    train-error:0.067227
## [557]    train-error:0.067227
## [558]    train-error:0.064426
## [559]    train-error:0.067227
## [560]    train-error:0.061625
## [561]    train-error:0.067227
## [562]    train-error:0.064426
## [563]    train-error:0.067227
## [564]    train-error:0.064426
## [565]    train-error:0.064426
## [566]    train-error:0.061625
## [567]    train-error:0.067227
## [568]    train-error:0.064426
## [569]    train-error:0.070028
## [570]    train-error:0.064426
## [571]    train-error:0.070028
## [572]    train-error:0.064426
## [573]    train-error:0.075630
## [574]    train-error:0.067227
## [575]    train-error:0.067227
## [576]    train-error:0.064426
## [577]    train-error:0.064426
## [578]    train-error:0.058824
## [579]    train-error:0.064426
## [580]    train-error:0.056022
## [581]    train-error:0.058824
## [582]    train-error:0.058824
## [583]    train-error:0.058824
## [584]    train-error:0.061625
## [585]    train-error:0.056022
## [586]    train-error:0.064426
## [587]    train-error:0.053221
## [588]    train-error:0.058824
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.193277
## [3]  train-error:0.207283
## [4]  train-error:0.173669
## [5]  train-error:0.187675
## [6]  train-error:0.184874
## [7]  train-error:0.176471
## [8]  train-error:0.165266
## [9]  train-error:0.159664
## [10] train-error:0.159664
## [11] train-error:0.162465
## [12] train-error:0.159664
## [13] train-error:0.151261
## [14] train-error:0.156863
## [15] train-error:0.151261
## [16] train-error:0.142857
## [17] train-error:0.151261
## [18] train-error:0.134454
## [19] train-error:0.145658
## [20] train-error:0.131653
## [21] train-error:0.134454
## [22] train-error:0.137255
## [23] train-error:0.142857
## [24] train-error:0.142857
## [25] train-error:0.134454
## [26] train-error:0.137255
## [27] train-error:0.134454
## [28] train-error:0.131653
## [29] train-error:0.137255
## [30] train-error:0.128852
## [31] train-error:0.126050
## [32] train-error:0.128852
## [33] train-error:0.114846
## [34] train-error:0.123249
## [35] train-error:0.137255
## [36] train-error:0.126050
## [37] train-error:0.120448
## [38] train-error:0.134454
## [39] train-error:0.126050
## [40] train-error:0.134454
## [41] train-error:0.117647
## [42] train-error:0.120448
## [43] train-error:0.123249
## [44] train-error:0.123249
## [45] train-error:0.123249
## [46] train-error:0.134454
## [47] train-error:0.123249
## [48] train-error:0.137255
## [49] train-error:0.131653
## [50] train-error:0.117647
## [51] train-error:0.123249
## [52] train-error:0.117647
## [53] train-error:0.117647
## [54] train-error:0.120448
## [55] train-error:0.123249
## [56] train-error:0.123249
## [57] train-error:0.123249
## [58] train-error:0.120448
## [59] train-error:0.112045
## [60] train-error:0.109244
## [61] train-error:0.117647
## [62] train-error:0.123249
## [63] train-error:0.120448
## [64] train-error:0.120448
## [65] train-error:0.117647
## [66] train-error:0.109244
## [67] train-error:0.103641
## [68] train-error:0.114846
## [69] train-error:0.109244
## [70] train-error:0.114846
## [71] train-error:0.114846
## [72] train-error:0.114846
## [73] train-error:0.114846
## [74] train-error:0.117647
## [75] train-error:0.117647
## [76] train-error:0.120448
## [77] train-error:0.117647
## [78] train-error:0.112045
## [79] train-error:0.114846
## [80] train-error:0.114846
## [81] train-error:0.112045
## [82] train-error:0.109244
## [83] train-error:0.106443
## [84] train-error:0.106443
## [85] train-error:0.112045
## [86] train-error:0.109244
## [87] train-error:0.106443
## [88] train-error:0.103641
## [89] train-error:0.112045
## [90] train-error:0.117647
## [91] train-error:0.112045
## [92] train-error:0.114846
## [93] train-error:0.120448
## [94] train-error:0.112045
## [95] train-error:0.106443
## [96] train-error:0.103641
## [97] train-error:0.100840
## [98] train-error:0.106443
## [99] train-error:0.109244
## [100]    train-error:0.106443
## [101]    train-error:0.109244
## [102]    train-error:0.117647
## [103]    train-error:0.114846
## [104]    train-error:0.117647
## [105]    train-error:0.123249
## [106]    train-error:0.117647
## [107]    train-error:0.120448
## [108]    train-error:0.117647
## [109]    train-error:0.114846
## [110]    train-error:0.106443
## [111]    train-error:0.120448
## [112]    train-error:0.114846
## [113]    train-error:0.109244
## [114]    train-error:0.112045
## [115]    train-error:0.112045
## [116]    train-error:0.100840
## [117]    train-error:0.112045
## [118]    train-error:0.117647
## [119]    train-error:0.114846
## [120]    train-error:0.112045
## [121]    train-error:0.100840
## [122]    train-error:0.109244
## [123]    train-error:0.103641
## [124]    train-error:0.112045
## [125]    train-error:0.114846
## [126]    train-error:0.109244
## [127]    train-error:0.106443
## [128]    train-error:0.103641
## [129]    train-error:0.109244
## [130]    train-error:0.112045
## [131]    train-error:0.112045
## [132]    train-error:0.106443
## [133]    train-error:0.106443
## [134]    train-error:0.109244
## [135]    train-error:0.103641
## [136]    train-error:0.120448
## [137]    train-error:0.109244
## [138]    train-error:0.100840
## [139]    train-error:0.100840
## [140]    train-error:0.098039
## [141]    train-error:0.114846
## [142]    train-error:0.106443
## [143]    train-error:0.109244
## [144]    train-error:0.114846
## [145]    train-error:0.106443
## [146]    train-error:0.109244
## [147]    train-error:0.109244
## [148]    train-error:0.100840
## [149]    train-error:0.098039
## [150]    train-error:0.103641
## [151]    train-error:0.103641
## [152]    train-error:0.109244
## [153]    train-error:0.100840
## [154]    train-error:0.106443
## [155]    train-error:0.103641
## [156]    train-error:0.095238
## [157]    train-error:0.106443
## [158]    train-error:0.100840
## [159]    train-error:0.103641
## [160]    train-error:0.103641
## [161]    train-error:0.100840
## [162]    train-error:0.103641
## [163]    train-error:0.086835
## [164]    train-error:0.095238
## [165]    train-error:0.098039
## [166]    train-error:0.098039
## [167]    train-error:0.106443
## [168]    train-error:0.098039
## [169]    train-error:0.100840
## [170]    train-error:0.103641
## [171]    train-error:0.100840
## [172]    train-error:0.100840
## [173]    train-error:0.092437
## [174]    train-error:0.100840
## [175]    train-error:0.100840
## [176]    train-error:0.106443
## [177]    train-error:0.095238
## [178]    train-error:0.098039
## [179]    train-error:0.095238
## [180]    train-error:0.092437
## [181]    train-error:0.086835
## [182]    train-error:0.092437
## [183]    train-error:0.092437
## [184]    train-error:0.089636
## [185]    train-error:0.098039
## [186]    train-error:0.092437
## [187]    train-error:0.095238
## [188]    train-error:0.103641
## [189]    train-error:0.098039
## [190]    train-error:0.086835
## [191]    train-error:0.095238
## [192]    train-error:0.089636
## [193]    train-error:0.092437
## [194]    train-error:0.084034
## [195]    train-error:0.086835
## [196]    train-error:0.089636
## [197]    train-error:0.086835
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.089636
## [202]    train-error:0.089636
## [203]    train-error:0.086835
## [204]    train-error:0.086835
## [205]    train-error:0.086835
## [206]    train-error:0.095238
## [207]    train-error:0.089636
## [208]    train-error:0.086835
## [209]    train-error:0.089636
## [210]    train-error:0.092437
## [211]    train-error:0.092437
## [212]    train-error:0.084034
## [213]    train-error:0.095238
## [214]    train-error:0.092437
## [215]    train-error:0.089636
## [216]    train-error:0.089636
## [217]    train-error:0.089636
## [218]    train-error:0.092437
## [219]    train-error:0.092437
## [220]    train-error:0.100840
## [221]    train-error:0.095238
## [222]    train-error:0.092437
## [223]    train-error:0.098039
## [224]    train-error:0.095238
## [225]    train-error:0.095238
## [226]    train-error:0.095238
## [227]    train-error:0.098039
## [228]    train-error:0.095238
## [229]    train-error:0.092437
## [230]    train-error:0.092437
## [231]    train-error:0.086835
## [232]    train-error:0.086835
## [233]    train-error:0.086835
## [234]    train-error:0.089636
## [235]    train-error:0.089636
## [236]    train-error:0.084034
## [237]    train-error:0.086835
## [238]    train-error:0.086835
## [239]    train-error:0.078431
## [240]    train-error:0.084034
## [241]    train-error:0.089636
## [242]    train-error:0.092437
## [243]    train-error:0.078431
## [244]    train-error:0.075630
## [245]    train-error:0.086835
## [246]    train-error:0.084034
## [247]    train-error:0.089636
## [248]    train-error:0.092437
## [249]    train-error:0.086835
## [250]    train-error:0.084034
## [251]    train-error:0.084034
## [252]    train-error:0.086835
## [253]    train-error:0.081232
## [254]    train-error:0.089636
## [255]    train-error:0.092437
## [256]    train-error:0.084034
## [257]    train-error:0.089636
## [258]    train-error:0.092437
## [259]    train-error:0.086835
## [260]    train-error:0.084034
## [261]    train-error:0.081232
## [262]    train-error:0.084034
## [263]    train-error:0.078431
## [264]    train-error:0.075630
## [265]    train-error:0.084034
## [266]    train-error:0.072829
## [267]    train-error:0.081232
## [268]    train-error:0.092437
## [269]    train-error:0.084034
## [270]    train-error:0.086835
## [271]    train-error:0.086835
## [272]    train-error:0.084034
## [273]    train-error:0.081232
## [274]    train-error:0.081232
## [275]    train-error:0.078431
## [276]    train-error:0.078431
## [277]    train-error:0.072829
## [278]    train-error:0.072829
## [279]    train-error:0.070028
## [280]    train-error:0.078431
## [281]    train-error:0.075630
## [282]    train-error:0.072829
## [283]    train-error:0.081232
## [284]    train-error:0.072829
## [285]    train-error:0.084034
## [286]    train-error:0.078431
## [287]    train-error:0.081232
## [288]    train-error:0.084034
## [289]    train-error:0.081232
## [290]    train-error:0.084034
## [291]    train-error:0.081232
## [292]    train-error:0.078431
## [293]    train-error:0.075630
## [294]    train-error:0.075630
## [295]    train-error:0.075630
## [296]    train-error:0.072829
## [297]    train-error:0.075630
## [298]    train-error:0.075630
## [299]    train-error:0.081232
## [300]    train-error:0.078431
## [301]    train-error:0.075630
## [302]    train-error:0.072829
## [303]    train-error:0.078431
## [304]    train-error:0.072829
## [305]    train-error:0.067227
## [306]    train-error:0.070028
## [307]    train-error:0.070028
## [308]    train-error:0.067227
## [309]    train-error:0.081232
## [310]    train-error:0.072829
## [311]    train-error:0.072829
## [312]    train-error:0.067227
## [313]    train-error:0.070028
## [314]    train-error:0.075630
## [315]    train-error:0.070028
## [316]    train-error:0.070028
## [317]    train-error:0.075630
## [318]    train-error:0.075630
## [319]    train-error:0.084034
## [320]    train-error:0.081232
## [321]    train-error:0.072829
## [322]    train-error:0.075630
## [323]    train-error:0.067227
## [324]    train-error:0.070028
## [325]    train-error:0.072829
## [326]    train-error:0.078431
## [327]    train-error:0.075630
## [328]    train-error:0.075630
## [329]    train-error:0.078431
## [330]    train-error:0.078431
## [331]    train-error:0.072829
## [332]    train-error:0.075630
## [333]    train-error:0.072829
## [334]    train-error:0.078431
## [335]    train-error:0.070028
## [336]    train-error:0.078431
## [337]    train-error:0.081232
## [338]    train-error:0.081232
## [339]    train-error:0.084034
## [340]    train-error:0.078431
## [341]    train-error:0.070028
## [342]    train-error:0.072829
## [343]    train-error:0.078431
## [344]    train-error:0.081232
## [345]    train-error:0.078431
## [346]    train-error:0.081232
## [347]    train-error:0.081232
## [348]    train-error:0.084034
## [349]    train-error:0.086835
## [350]    train-error:0.092437
## [351]    train-error:0.081232
## [352]    train-error:0.084034
## [353]    train-error:0.084034
## [354]    train-error:0.086835
## [355]    train-error:0.086835
## [356]    train-error:0.084034
## [357]    train-error:0.075630
## [358]    train-error:0.084034
## [359]    train-error:0.081232
## [360]    train-error:0.081232
## [361]    train-error:0.075630
## [362]    train-error:0.070028
## [363]    train-error:0.070028
## [364]    train-error:0.070028
## [365]    train-error:0.075630
## [366]    train-error:0.075630
## [367]    train-error:0.078431
## [368]    train-error:0.081232
## [369]    train-error:0.081232
## [370]    train-error:0.075630
## [371]    train-error:0.078431
## [372]    train-error:0.075630
## [373]    train-error:0.081232
## [374]    train-error:0.086835
## [375]    train-error:0.095238
## [376]    train-error:0.086835
## [377]    train-error:0.092437
## [378]    train-error:0.098039
## [379]    train-error:0.081232
## [380]    train-error:0.086835
## [381]    train-error:0.078431
## [382]    train-error:0.089636
## [383]    train-error:0.078431
## [384]    train-error:0.081232
## [385]    train-error:0.081232
## [386]    train-error:0.081232
## [387]    train-error:0.075630
## [388]    train-error:0.075630
## [389]    train-error:0.075630
## [390]    train-error:0.081232
## [391]    train-error:0.081232
## [392]    train-error:0.081232
## [393]    train-error:0.089636
## [394]    train-error:0.092437
## [395]    train-error:0.086835
## [396]    train-error:0.070028
## [397]    train-error:0.084034
## [398]    train-error:0.078431
## [399]    train-error:0.075630
## [400]    train-error:0.072829
## [401]    train-error:0.081232
## [402]    train-error:0.078431
## [403]    train-error:0.075630
## [404]    train-error:0.070028
## [405]    train-error:0.070028
## [406]    train-error:0.078431
## [407]    train-error:0.070028
## [408]    train-error:0.084034
## [409]    train-error:0.084034
## [410]    train-error:0.070028
## [411]    train-error:0.072829
## [412]    train-error:0.070028
## [413]    train-error:0.072829
## [414]    train-error:0.070028
## [415]    train-error:0.075630
## [416]    train-error:0.072829
## [417]    train-error:0.072829
## [418]    train-error:0.078431
## [419]    train-error:0.078431
## [420]    train-error:0.075630
## [421]    train-error:0.089636
## [422]    train-error:0.078431
## [423]    train-error:0.072829
## [424]    train-error:0.072829
## [425]    train-error:0.075630
## [426]    train-error:0.075630
## [427]    train-error:0.070028
## [428]    train-error:0.075630
## [429]    train-error:0.078431
## [430]    train-error:0.067227
## [431]    train-error:0.081232
## [432]    train-error:0.078431
## [433]    train-error:0.070028
## [434]    train-error:0.075630
## [435]    train-error:0.078431
## [436]    train-error:0.078431
## [437]    train-error:0.078431
## [438]    train-error:0.075630
## [439]    train-error:0.081232
## [440]    train-error:0.075630
## [441]    train-error:0.081232
## [442]    train-error:0.075630
## [443]    train-error:0.078431
## [444]    train-error:0.075630
## [445]    train-error:0.075630
## [446]    train-error:0.075630
## [447]    train-error:0.070028
## [448]    train-error:0.070028
## [449]    train-error:0.078431
## [450]    train-error:0.078431
## [451]    train-error:0.075630
## [452]    train-error:0.081232
## [453]    train-error:0.075630
## [454]    train-error:0.081232
## [455]    train-error:0.078431
## [456]    train-error:0.081232
## [457]    train-error:0.075630
## [458]    train-error:0.078431
## [459]    train-error:0.072829
## [460]    train-error:0.084034
## [461]    train-error:0.075630
## [462]    train-error:0.075630
## [463]    train-error:0.070028
## [464]    train-error:0.070028
## [465]    train-error:0.064426
## [466]    train-error:0.067227
## [467]    train-error:0.070028
## [468]    train-error:0.072829
## [469]    train-error:0.061625
## [470]    train-error:0.070028
## [471]    train-error:0.067227
## [472]    train-error:0.064426
## [473]    train-error:0.064426
## [474]    train-error:0.064426
## [475]    train-error:0.070028
## [476]    train-error:0.072829
## [477]    train-error:0.070028
## [478]    train-error:0.072829
## [479]    train-error:0.064426
## [480]    train-error:0.058824
## [481]    train-error:0.064426
## [482]    train-error:0.064426
## [483]    train-error:0.078431
## [484]    train-error:0.067227
## [485]    train-error:0.075630
## [486]    train-error:0.064426
## [487]    train-error:0.067227
## [488]    train-error:0.070028
## [489]    train-error:0.072829
## [490]    train-error:0.075630
## [491]    train-error:0.067227
## [492]    train-error:0.067227
## [493]    train-error:0.067227
## [494]    train-error:0.078431
## [495]    train-error:0.070028
## [496]    train-error:0.064426
## [497]    train-error:0.064426
## [498]    train-error:0.064426
## [499]    train-error:0.070028
## [500]    train-error:0.070028
## [501]    train-error:0.070028
## [502]    train-error:0.072829
## [503]    train-error:0.064426
## [504]    train-error:0.064426
## [505]    train-error:0.061625
## [506]    train-error:0.070028
## [507]    train-error:0.064426
## [508]    train-error:0.070028
## [509]    train-error:0.070028
## [510]    train-error:0.072829
## [511]    train-error:0.067227
## [512]    train-error:0.070028
## [513]    train-error:0.072829
## [514]    train-error:0.067227
## [515]    train-error:0.072829
## [516]    train-error:0.064426
## [517]    train-error:0.061625
## [518]    train-error:0.070028
## [519]    train-error:0.072829
## [520]    train-error:0.075630
## [521]    train-error:0.070028
## [522]    train-error:0.070028
## [523]    train-error:0.072829
## [524]    train-error:0.078431
## [525]    train-error:0.075630
## [526]    train-error:0.072829
## [527]    train-error:0.064426
## [528]    train-error:0.075630
## [529]    train-error:0.072829
## [530]    train-error:0.067227
## [531]    train-error:0.070028
## [532]    train-error:0.070028
## [533]    train-error:0.061625
## [534]    train-error:0.067227
## [535]    train-error:0.067227
## [536]    train-error:0.064426
## [537]    train-error:0.064426
## [538]    train-error:0.061625
## [539]    train-error:0.067227
## [540]    train-error:0.061625
## [541]    train-error:0.067227
## [542]    train-error:0.070028
## [543]    train-error:0.072829
## [544]    train-error:0.072829
## [545]    train-error:0.072829
## [546]    train-error:0.075630
## [547]    train-error:0.078431
## [548]    train-error:0.075630
## [549]    train-error:0.075630
## [550]    train-error:0.072829
## [551]    train-error:0.072829
## [552]    train-error:0.072829
## [553]    train-error:0.072829
## [554]    train-error:0.067227
## [555]    train-error:0.078431
## [556]    train-error:0.075630
## [557]    train-error:0.072829
## [558]    train-error:0.070028
## [559]    train-error:0.072829
## [560]    train-error:0.075630
## [561]    train-error:0.075630
## [562]    train-error:0.078431
## [563]    train-error:0.075630
## [564]    train-error:0.070028
## [565]    train-error:0.070028
## [566]    train-error:0.072829
## [567]    train-error:0.075630
## [568]    train-error:0.072829
## [569]    train-error:0.072829
## [570]    train-error:0.075630
## [571]    train-error:0.072829
## [572]    train-error:0.078431
## [573]    train-error:0.078431
## [574]    train-error:0.072829
## [575]    train-error:0.075630
## [576]    train-error:0.070028
## [577]    train-error:0.072829
## [578]    train-error:0.075630
## [579]    train-error:0.070028
## [580]    train-error:0.067227
## [581]    train-error:0.072829
## [582]    train-error:0.070028
## [583]    train-error:0.064426
## [584]    train-error:0.070028
## [585]    train-error:0.061625
## [586]    train-error:0.067227
## [587]    train-error:0.061625
## [588]    train-error:0.058824
## [0]  train-error:0.374302
## [1]  train-error:0.310056
## [2]  train-error:0.215084
## [3]  train-error:0.212290
## [4]  train-error:0.217877
## [5]  train-error:0.226257
## [6]  train-error:0.215084
## [7]  train-error:0.226257
## [8]  train-error:0.223464
## [9]  train-error:0.223464
## [10] train-error:0.215084
## [11] train-error:0.209497
## [12] train-error:0.209497
## [13] train-error:0.209497
## [14] train-error:0.209497
## [15] train-error:0.209497
## [16] train-error:0.206704
## [17] train-error:0.192737
## [18] train-error:0.189944
## [19] train-error:0.192737
## [20] train-error:0.195531
## [21] train-error:0.192737
## [22] train-error:0.198324
## [23] train-error:0.187151
## [24] train-error:0.189944
## [25] train-error:0.195531
## [26] train-error:0.195531
## [27] train-error:0.195531
## [28] train-error:0.198324
## [29] train-error:0.192737
## [30] train-error:0.184358
## [31] train-error:0.181564
## [32] train-error:0.181564
## [33] train-error:0.181564
## [34] train-error:0.187151
## [35] train-error:0.189944
## [36] train-error:0.187151
## [37] train-error:0.175978
## [38] train-error:0.187151
## [39] train-error:0.178771
## [40] train-error:0.167598
## [41] train-error:0.167598
## [42] train-error:0.167598
## [43] train-error:0.162011
## [44] train-error:0.167598
## [45] train-error:0.181564
## [46] train-error:0.181564
## [47] train-error:0.181564
## [48] train-error:0.178771
## [49] train-error:0.181564
## [50] train-error:0.181564
## [51] train-error:0.189944
## [52] train-error:0.167598
## [53] train-error:0.178771
## [54] train-error:0.170391
## [55] train-error:0.170391
## [56] train-error:0.170391
## [57] train-error:0.173184
## [58] train-error:0.175978
## [59] train-error:0.164804
## [60] train-error:0.164804
## [61] train-error:0.159218
## [62] train-error:0.164804
## [63] train-error:0.167598
## [64] train-error:0.173184
## [65] train-error:0.162011
## [66] train-error:0.167598
## [67] train-error:0.164804
## [68] train-error:0.162011
## [69] train-error:0.167598
## [70] train-error:0.164804
## [71] train-error:0.156425
## [72] train-error:0.164804
## [73] train-error:0.162011
## [74] train-error:0.164804
## [75] train-error:0.164804
## [76] train-error:0.164804
## [77] train-error:0.167598
## [78] train-error:0.162011
## [79] train-error:0.175978
## [80] train-error:0.162011
## [81] train-error:0.170391
## [82] train-error:0.164804
## [83] train-error:0.175978
## [84] train-error:0.175978
## [85] train-error:0.175978
## [86] train-error:0.170391
## [87] train-error:0.175978
## [88] train-error:0.173184
## [89] train-error:0.184358
## [90] train-error:0.184358
## [91] train-error:0.184358
## [92] train-error:0.178771
## [93] train-error:0.173184
## [94] train-error:0.170391
## [95] train-error:0.167598
## [96] train-error:0.181564
## [97] train-error:0.178771
## [98] train-error:0.173184
## [99] train-error:0.167598
## [100]    train-error:0.173184
## [101]    train-error:0.173184
## [102]    train-error:0.170391
## [103]    train-error:0.170391
## [104]    train-error:0.159218
## [105]    train-error:0.162011
## [106]    train-error:0.159218
## [107]    train-error:0.156425
## [108]    train-error:0.162011
## [109]    train-error:0.159218
## [110]    train-error:0.159218
## [111]    train-error:0.159218
## [112]    train-error:0.156425
## [113]    train-error:0.164804
## [114]    train-error:0.162011
## [115]    train-error:0.159218
## [116]    train-error:0.156425
## [117]    train-error:0.162011
## [118]    train-error:0.159218
## [119]    train-error:0.164804
## [120]    train-error:0.162011
## [121]    train-error:0.164804
## [122]    train-error:0.170391
## [123]    train-error:0.159218
## [124]    train-error:0.162011
## [125]    train-error:0.162011
## [126]    train-error:0.164804
## [127]    train-error:0.162011
## [128]    train-error:0.164804
## [129]    train-error:0.162011
## [130]    train-error:0.164804
## [131]    train-error:0.164804
## [132]    train-error:0.162011
## [133]    train-error:0.164804
## [134]    train-error:0.159218
## [135]    train-error:0.164804
## [136]    train-error:0.167598
## [137]    train-error:0.159218
## [138]    train-error:0.164804
## [139]    train-error:0.170391
## [140]    train-error:0.162011
## [141]    train-error:0.170391
## [142]    train-error:0.167598
## [143]    train-error:0.162011
## [144]    train-error:0.167598
## [145]    train-error:0.167598
## [146]    train-error:0.167598
## [147]    train-error:0.159218
## [148]    train-error:0.162011
## [149]    train-error:0.162011
## [150]    train-error:0.167598
## [151]    train-error:0.164804
## [152]    train-error:0.167598
## [153]    train-error:0.167598
## [154]    train-error:0.162011
## [155]    train-error:0.164804
## [156]    train-error:0.167598
## [157]    train-error:0.164804
## [158]    train-error:0.167598
## [159]    train-error:0.164804
## [160]    train-error:0.164804
## [161]    train-error:0.164804
## [162]    train-error:0.153631
## [163]    train-error:0.164804
## [164]    train-error:0.156425
## [165]    train-error:0.162011
## [166]    train-error:0.162011
## [167]    train-error:0.164804
## [168]    train-error:0.164804
## [169]    train-error:0.162011
## [170]    train-error:0.164804
## [171]    train-error:0.170391
## [172]    train-error:0.162011
## [173]    train-error:0.167598
## [174]    train-error:0.170391
## [175]    train-error:0.167598
## [176]    train-error:0.162011
## [177]    train-error:0.167598
## [178]    train-error:0.162011
## [179]    train-error:0.164804
## [180]    train-error:0.164804
## [181]    train-error:0.170391
## [182]    train-error:0.164804
## [183]    train-error:0.167598
## [184]    train-error:0.164804
## [185]    train-error:0.173184
## [186]    train-error:0.170391
## [187]    train-error:0.167598
## [188]    train-error:0.167598
## [189]    train-error:0.170391
## [190]    train-error:0.162011
## [191]    train-error:0.164804
## [192]    train-error:0.162011
## [193]    train-error:0.164804
## [194]    train-error:0.164804
## [195]    train-error:0.162011
## [196]    train-error:0.170391
## [197]    train-error:0.159218
## [198]    train-error:0.159218
## [199]    train-error:0.162011
## [200]    train-error:0.164804
## [201]    train-error:0.164804
## [202]    train-error:0.167598
## [203]    train-error:0.162011
## [204]    train-error:0.175978
## [205]    train-error:0.175978
## [206]    train-error:0.175978
## [207]    train-error:0.173184
## [208]    train-error:0.170391
## [209]    train-error:0.170391
## [210]    train-error:0.170391
## [211]    train-error:0.164804
## [212]    train-error:0.159218
## [213]    train-error:0.167598
## [214]    train-error:0.162011
## [215]    train-error:0.162011
## [216]    train-error:0.162011
## [217]    train-error:0.162011
## [218]    train-error:0.167598
## [219]    train-error:0.170391
## [220]    train-error:0.170391
## [221]    train-error:0.164804
## [222]    train-error:0.162011
## [223]    train-error:0.170391
## [224]    train-error:0.159218
## [225]    train-error:0.159218
## [226]    train-error:0.162011
## [227]    train-error:0.167598
## [228]    train-error:0.167598
## [229]    train-error:0.170391
## [230]    train-error:0.167598
## [231]    train-error:0.167598
## [232]    train-error:0.162011
## [233]    train-error:0.170391
## [234]    train-error:0.167598
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.184874
## [9]  train-error:0.190476
## [10] train-error:0.198880
## [11] train-error:0.198880
## [12] train-error:0.187675
## [13] train-error:0.184874
## [14] train-error:0.187675
## [15] train-error:0.184874
## [16] train-error:0.193277
## [17] train-error:0.187675
## [18] train-error:0.190476
## [19] train-error:0.176471
## [20] train-error:0.176471
## [21] train-error:0.176471
## [22] train-error:0.176471
## [23] train-error:0.173669
## [24] train-error:0.179272
## [25] train-error:0.179272
## [26] train-error:0.176471
## [27] train-error:0.173669
## [28] train-error:0.170868
## [29] train-error:0.173669
## [30] train-error:0.179272
## [31] train-error:0.179272
## [32] train-error:0.173669
## [33] train-error:0.173669
## [34] train-error:0.173669
## [35] train-error:0.170868
## [36] train-error:0.168067
## [37] train-error:0.173669
## [38] train-error:0.162465
## [39] train-error:0.165266
## [40] train-error:0.168067
## [41] train-error:0.176471
## [42] train-error:0.173669
## [43] train-error:0.168067
## [44] train-error:0.159664
## [45] train-error:0.162465
## [46] train-error:0.159664
## [47] train-error:0.170868
## [48] train-error:0.156863
## [49] train-error:0.159664
## [50] train-error:0.154062
## [51] train-error:0.151261
## [52] train-error:0.182073
## [53] train-error:0.170868
## [54] train-error:0.168067
## [55] train-error:0.170868
## [56] train-error:0.162465
## [57] train-error:0.168067
## [58] train-error:0.165266
## [59] train-error:0.165266
## [60] train-error:0.162465
## [61] train-error:0.156863
## [62] train-error:0.168067
## [63] train-error:0.165266
## [64] train-error:0.165266
## [65] train-error:0.159664
## [66] train-error:0.168067
## [67] train-error:0.156863
## [68] train-error:0.159664
## [69] train-error:0.156863
## [70] train-error:0.159664
## [71] train-error:0.162465
## [72] train-error:0.140056
## [73] train-error:0.154062
## [74] train-error:0.148459
## [75] train-error:0.140056
## [76] train-error:0.137255
## [77] train-error:0.137255
## [78] train-error:0.142857
## [79] train-error:0.134454
## [80] train-error:0.145658
## [81] train-error:0.134454
## [82] train-error:0.131653
## [83] train-error:0.148459
## [84] train-error:0.137255
## [85] train-error:0.140056
## [86] train-error:0.142857
## [87] train-error:0.140056
## [88] train-error:0.137255
## [89] train-error:0.131653
## [90] train-error:0.140056
## [91] train-error:0.137255
## [92] train-error:0.126050
## [93] train-error:0.123249
## [94] train-error:0.131653
## [95] train-error:0.131653
## [96] train-error:0.134454
## [97] train-error:0.123249
## [98] train-error:0.126050
## [99] train-error:0.131653
## [100]    train-error:0.137255
## [101]    train-error:0.134454
## [102]    train-error:0.140056
## [103]    train-error:0.140056
## [104]    train-error:0.142857
## [105]    train-error:0.137255
## [106]    train-error:0.131653
## [107]    train-error:0.128852
## [108]    train-error:0.137255
## [109]    train-error:0.140056
## [110]    train-error:0.151261
## [111]    train-error:0.140056
## [112]    train-error:0.159664
## [113]    train-error:0.151261
## [114]    train-error:0.145658
## [115]    train-error:0.148459
## [116]    train-error:0.148459
## [117]    train-error:0.151261
## [118]    train-error:0.137255
## [119]    train-error:0.131653
## [120]    train-error:0.134454
## [121]    train-error:0.140056
## [122]    train-error:0.137255
## [123]    train-error:0.154062
## [124]    train-error:0.151261
## [125]    train-error:0.142857
## [126]    train-error:0.142857
## [127]    train-error:0.145658
## [128]    train-error:0.151261
## [129]    train-error:0.145658
## [130]    train-error:0.151261
## [131]    train-error:0.151261
## [132]    train-error:0.165266
## [133]    train-error:0.159664
## [134]    train-error:0.156863
## [135]    train-error:0.151261
## [136]    train-error:0.159664
## [137]    train-error:0.145658
## [138]    train-error:0.151261
## [139]    train-error:0.159664
## [140]    train-error:0.156863
## [141]    train-error:0.142857
## [142]    train-error:0.142857
## [143]    train-error:0.151261
## [144]    train-error:0.151261
## [145]    train-error:0.151261
## [146]    train-error:0.151261
## [147]    train-error:0.151261
## [148]    train-error:0.137255
## [149]    train-error:0.142857
## [150]    train-error:0.140056
## [151]    train-error:0.159664
## [152]    train-error:0.148459
## [153]    train-error:0.137255
## [154]    train-error:0.137255
## [155]    train-error:0.142857
## [156]    train-error:0.140056
## [157]    train-error:0.140056
## [158]    train-error:0.142857
## [159]    train-error:0.142857
## [160]    train-error:0.142857
## [161]    train-error:0.128852
## [162]    train-error:0.140056
## [163]    train-error:0.140056
## [164]    train-error:0.134454
## [165]    train-error:0.134454
## [166]    train-error:0.128852
## [167]    train-error:0.131653
## [168]    train-error:0.134454
## [169]    train-error:0.134454
## [170]    train-error:0.142857
## [171]    train-error:0.137255
## [172]    train-error:0.145658
## [173]    train-error:0.145658
## [174]    train-error:0.145658
## [175]    train-error:0.148459
## [176]    train-error:0.145658
## [177]    train-error:0.142857
## [178]    train-error:0.151261
## [179]    train-error:0.159664
## [180]    train-error:0.154062
## [181]    train-error:0.159664
## [182]    train-error:0.156863
## [183]    train-error:0.159664
## [184]    train-error:0.154062
## [185]    train-error:0.142857
## [186]    train-error:0.148459
## [187]    train-error:0.148459
## [188]    train-error:0.145658
## [189]    train-error:0.154062
## [190]    train-error:0.151261
## [191]    train-error:0.154062
## [192]    train-error:0.162465
## [193]    train-error:0.159664
## [194]    train-error:0.162465
## [195]    train-error:0.156863
## [196]    train-error:0.148459
## [197]    train-error:0.151261
## [198]    train-error:0.140056
## [199]    train-error:0.140056
## [200]    train-error:0.142857
## [201]    train-error:0.142857
## [202]    train-error:0.145658
## [203]    train-error:0.154062
## [204]    train-error:0.148459
## [205]    train-error:0.154062
## [206]    train-error:0.154062
## [207]    train-error:0.145658
## [208]    train-error:0.159664
## [209]    train-error:0.162465
## [210]    train-error:0.159664
## [211]    train-error:0.162465
## [212]    train-error:0.162465
## [213]    train-error:0.156863
## [214]    train-error:0.148459
## [215]    train-error:0.159664
## [216]    train-error:0.165266
## [217]    train-error:0.159664
## [218]    train-error:0.159664
## [219]    train-error:0.162465
## [220]    train-error:0.170868
## [221]    train-error:0.165266
## [222]    train-error:0.168067
## [223]    train-error:0.168067
## [224]    train-error:0.156863
## [225]    train-error:0.159664
## [226]    train-error:0.145658
## [227]    train-error:0.151261
## [228]    train-error:0.154062
## [229]    train-error:0.148459
## [230]    train-error:0.145658
## [231]    train-error:0.148459
## [232]    train-error:0.148459
## [233]    train-error:0.145658
## [234]    train-error:0.145658
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.204482
## [4]  train-error:0.201681
## [5]  train-error:0.201681
## [6]  train-error:0.210084
## [7]  train-error:0.201681
## [8]  train-error:0.207283
## [9]  train-error:0.207283
## [10] train-error:0.198880
## [11] train-error:0.201681
## [12] train-error:0.198880
## [13] train-error:0.204482
## [14] train-error:0.179272
## [15] train-error:0.198880
## [16] train-error:0.190476
## [17] train-error:0.184874
## [18] train-error:0.184874
## [19] train-error:0.176471
## [20] train-error:0.190476
## [21] train-error:0.182073
## [22] train-error:0.187675
## [23] train-error:0.198880
## [24] train-error:0.190476
## [25] train-error:0.179272
## [26] train-error:0.182073
## [27] train-error:0.179272
## [28] train-error:0.179272
## [29] train-error:0.179272
## [30] train-error:0.182073
## [31] train-error:0.179272
## [32] train-error:0.179272
## [33] train-error:0.182073
## [34] train-error:0.179272
## [35] train-error:0.179272
## [36] train-error:0.170868
## [37] train-error:0.173669
## [38] train-error:0.170868
## [39] train-error:0.182073
## [40] train-error:0.176471
## [41] train-error:0.179272
## [42] train-error:0.173669
## [43] train-error:0.170868
## [44] train-error:0.168067
## [45] train-error:0.168067
## [46] train-error:0.173669
## [47] train-error:0.173669
## [48] train-error:0.173669
## [49] train-error:0.170868
## [50] train-error:0.182073
## [51] train-error:0.184874
## [52] train-error:0.168067
## [53] train-error:0.173669
## [54] train-error:0.176471
## [55] train-error:0.173669
## [56] train-error:0.168067
## [57] train-error:0.162465
## [58] train-error:0.162465
## [59] train-error:0.162465
## [60] train-error:0.162465
## [61] train-error:0.154062
## [62] train-error:0.162465
## [63] train-error:0.168067
## [64] train-error:0.142857
## [65] train-error:0.156863
## [66] train-error:0.156863
## [67] train-error:0.165266
## [68] train-error:0.156863
## [69] train-error:0.142857
## [70] train-error:0.142857
## [71] train-error:0.148459
## [72] train-error:0.140056
## [73] train-error:0.145658
## [74] train-error:0.137255
## [75] train-error:0.137255
## [76] train-error:0.134454
## [77] train-error:0.140056
## [78] train-error:0.140056
## [79] train-error:0.142857
## [80] train-error:0.159664
## [81] train-error:0.151261
## [82] train-error:0.154062
## [83] train-error:0.145658
## [84] train-error:0.140056
## [85] train-error:0.142857
## [86] train-error:0.145658
## [87] train-error:0.159664
## [88] train-error:0.159664
## [89] train-error:0.156863
## [90] train-error:0.148459
## [91] train-error:0.156863
## [92] train-error:0.154062
## [93] train-error:0.151261
## [94] train-error:0.154062
## [95] train-error:0.145658
## [96] train-error:0.142857
## [97] train-error:0.140056
## [98] train-error:0.145658
## [99] train-error:0.145658
## [100]    train-error:0.145658
## [101]    train-error:0.156863
## [102]    train-error:0.154062
## [103]    train-error:0.154062
## [104]    train-error:0.154062
## [105]    train-error:0.148459
## [106]    train-error:0.140056
## [107]    train-error:0.148459
## [108]    train-error:0.148459
## [109]    train-error:0.148459
## [110]    train-error:0.148459
## [111]    train-error:0.142857
## [112]    train-error:0.148459
## [113]    train-error:0.142857
## [114]    train-error:0.151261
## [115]    train-error:0.142857
## [116]    train-error:0.154062
## [117]    train-error:0.142857
## [118]    train-error:0.145658
## [119]    train-error:0.148459
## [120]    train-error:0.148459
## [121]    train-error:0.151261
## [122]    train-error:0.148459
## [123]    train-error:0.140056
## [124]    train-error:0.148459
## [125]    train-error:0.148459
## [126]    train-error:0.151261
## [127]    train-error:0.148459
## [128]    train-error:0.148459
## [129]    train-error:0.140056
## [130]    train-error:0.137255
## [131]    train-error:0.142857
## [132]    train-error:0.142857
## [133]    train-error:0.148459
## [134]    train-error:0.148459
## [135]    train-error:0.142857
## [136]    train-error:0.142857
## [137]    train-error:0.140056
## [138]    train-error:0.142857
## [139]    train-error:0.148459
## [140]    train-error:0.145658
## [141]    train-error:0.148459
## [142]    train-error:0.148459
## [143]    train-error:0.140056
## [144]    train-error:0.140056
## [145]    train-error:0.142857
## [146]    train-error:0.142857
## [147]    train-error:0.148459
## [148]    train-error:0.145658
## [149]    train-error:0.142857
## [150]    train-error:0.151261
## [151]    train-error:0.148459
## [152]    train-error:0.140056
## [153]    train-error:0.142857
## [154]    train-error:0.148459
## [155]    train-error:0.148459
## [156]    train-error:0.151261
## [157]    train-error:0.145658
## [158]    train-error:0.145658
## [159]    train-error:0.137255
## [160]    train-error:0.137255
## [161]    train-error:0.137255
## [162]    train-error:0.134454
## [163]    train-error:0.137255
## [164]    train-error:0.140056
## [165]    train-error:0.137255
## [166]    train-error:0.137255
## [167]    train-error:0.137255
## [168]    train-error:0.142857
## [169]    train-error:0.137255
## [170]    train-error:0.145658
## [171]    train-error:0.151261
## [172]    train-error:0.154062
## [173]    train-error:0.145658
## [174]    train-error:0.148459
## [175]    train-error:0.137255
## [176]    train-error:0.134454
## [177]    train-error:0.148459
## [178]    train-error:0.142857
## [179]    train-error:0.142857
## [180]    train-error:0.142857
## [181]    train-error:0.142857
## [182]    train-error:0.140056
## [183]    train-error:0.140056
## [184]    train-error:0.140056
## [185]    train-error:0.148459
## [186]    train-error:0.145658
## [187]    train-error:0.137255
## [188]    train-error:0.142857
## [189]    train-error:0.137255
## [190]    train-error:0.140056
## [191]    train-error:0.137255
## [192]    train-error:0.148459
## [193]    train-error:0.140056
## [194]    train-error:0.140056
## [195]    train-error:0.137255
## [196]    train-error:0.140056
## [197]    train-error:0.137255
## [198]    train-error:0.140056
## [199]    train-error:0.140056
## [200]    train-error:0.128852
## [201]    train-error:0.126050
## [202]    train-error:0.134454
## [203]    train-error:0.131653
## [204]    train-error:0.131653
## [205]    train-error:0.137255
## [206]    train-error:0.137255
## [207]    train-error:0.137255
## [208]    train-error:0.137255
## [209]    train-error:0.131653
## [210]    train-error:0.137255
## [211]    train-error:0.131653
## [212]    train-error:0.134454
## [213]    train-error:0.137255
## [214]    train-error:0.137255
## [215]    train-error:0.137255
## [216]    train-error:0.131653
## [217]    train-error:0.142857
## [218]    train-error:0.131653
## [219]    train-error:0.131653
## [220]    train-error:0.131653
## [221]    train-error:0.131653
## [222]    train-error:0.134454
## [223]    train-error:0.140056
## [224]    train-error:0.145658
## [225]    train-error:0.137255
## [226]    train-error:0.134454
## [227]    train-error:0.142857
## [228]    train-error:0.140056
## [229]    train-error:0.142857
## [230]    train-error:0.140056
## [231]    train-error:0.128852
## [232]    train-error:0.145658
## [233]    train-error:0.142857
## [234]    train-error:0.140056
## [0]  train-error:0.296089
## [1]  train-error:0.217877
## [2]  train-error:0.178771
## [3]  train-error:0.167598
## [4]  train-error:0.164804
## [5]  train-error:0.156425
## [6]  train-error:0.148045
## [7]  train-error:0.153631
## [8]  train-error:0.145251
## [9]  train-error:0.142458
## [10] train-error:0.145251
## [11] train-error:0.148045
## [12] train-error:0.150838
## [13] train-error:0.139665
## [14] train-error:0.159218
## [15] train-error:0.156425
## [16] train-error:0.150838
## [17] train-error:0.139665
## [18] train-error:0.136872
## [19] train-error:0.139665
## [20] train-error:0.145251
## [21] train-error:0.136872
## [22] train-error:0.136872
## [23] train-error:0.136872
## [24] train-error:0.136872
## [25] train-error:0.139665
## [26] train-error:0.145251
## [27] train-error:0.139665
## [28] train-error:0.139665
## [29] train-error:0.142458
## [30] train-error:0.142458
## [31] train-error:0.134078
## [32] train-error:0.134078
## [33] train-error:0.131285
## [34] train-error:0.131285
## [35] train-error:0.131285
## [36] train-error:0.128492
## [37] train-error:0.125698
## [38] train-error:0.122905
## [39] train-error:0.122905
## [40] train-error:0.125698
## [41] train-error:0.128492
## [42] train-error:0.128492
## [43] train-error:0.128492
## [44] train-error:0.122905
## [45] train-error:0.122905
## [46] train-error:0.122905
## [47] train-error:0.120112
## [48] train-error:0.120112
## [49] train-error:0.120112
## [50] train-error:0.120112
## [51] train-error:0.122905
## [52] train-error:0.120112
## [53] train-error:0.120112
## [54] train-error:0.117318
## [55] train-error:0.111732
## [56] train-error:0.120112
## [57] train-error:0.122905
## [58] train-error:0.114525
## [59] train-error:0.106145
## [60] train-error:0.106145
## [61] train-error:0.111732
## [62] train-error:0.111732
## [63] train-error:0.111732
## [64] train-error:0.111732
## [65] train-error:0.111732
## [66] train-error:0.111732
## [67] train-error:0.111732
## [68] train-error:0.111732
## [69] train-error:0.108939
## [70] train-error:0.111732
## [71] train-error:0.111732
## [72] train-error:0.108939
## [73] train-error:0.108939
## [74] train-error:0.108939
## [75] train-error:0.106145
## [76] train-error:0.106145
## [77] train-error:0.108939
## [78] train-error:0.108939
## [79] train-error:0.106145
## [80] train-error:0.111732
## [81] train-error:0.111732
## [82] train-error:0.108939
## [83] train-error:0.106145
## [84] train-error:0.114525
## [85] train-error:0.106145
## [86] train-error:0.103352
## [87] train-error:0.106145
## [88] train-error:0.114525
## [89] train-error:0.111732
## [90] train-error:0.103352
## [91] train-error:0.097765
## [92] train-error:0.106145
## [93] train-error:0.103352
## [94] train-error:0.103352
## [95] train-error:0.103352
## [96] train-error:0.103352
## [97] train-error:0.100559
## [98] train-error:0.100559
## [99] train-error:0.100559
## [100]    train-error:0.103352
## [101]    train-error:0.097765
## [102]    train-error:0.100559
## [103]    train-error:0.100559
## [104]    train-error:0.097765
## [105]    train-error:0.097765
## [106]    train-error:0.097765
## [107]    train-error:0.100559
## [108]    train-error:0.097765
## [109]    train-error:0.097765
## [110]    train-error:0.097765
## [111]    train-error:0.094972
## [112]    train-error:0.094972
## [113]    train-error:0.094972
## [114]    train-error:0.100559
## [115]    train-error:0.097765
## [116]    train-error:0.100559
## [117]    train-error:0.094972
## [118]    train-error:0.100559
## [119]    train-error:0.097765
## [120]    train-error:0.100559
## [121]    train-error:0.092179
## [122]    train-error:0.094972
## [123]    train-error:0.089385
## [124]    train-error:0.086592
## [125]    train-error:0.086592
## [126]    train-error:0.086592
## [127]    train-error:0.086592
## [128]    train-error:0.083799
## [129]    train-error:0.083799
## [130]    train-error:0.086592
## [131]    train-error:0.086592
## [132]    train-error:0.081006
## [133]    train-error:0.081006
## [134]    train-error:0.083799
## [135]    train-error:0.083799
## [136]    train-error:0.086592
## [137]    train-error:0.081006
## [138]    train-error:0.078212
## [139]    train-error:0.081006
## [140]    train-error:0.075419
## [141]    train-error:0.075419
## [142]    train-error:0.081006
## [143]    train-error:0.083799
## [144]    train-error:0.083799
## [145]    train-error:0.086592
## [146]    train-error:0.086592
## [147]    train-error:0.081006
## [148]    train-error:0.081006
## [149]    train-error:0.081006
## [150]    train-error:0.081006
## [151]    train-error:0.078212
## [152]    train-error:0.081006
## [153]    train-error:0.081006
## [154]    train-error:0.075419
## [155]    train-error:0.081006
## [156]    train-error:0.078212
## [157]    train-error:0.078212
## [158]    train-error:0.078212
## [159]    train-error:0.081006
## [160]    train-error:0.083799
## [161]    train-error:0.083799
## [162]    train-error:0.081006
## [163]    train-error:0.078212
## [164]    train-error:0.078212
## [165]    train-error:0.078212
## [166]    train-error:0.078212
## [167]    train-error:0.081006
## [168]    train-error:0.075419
## [169]    train-error:0.075419
## [170]    train-error:0.075419
## [171]    train-error:0.078212
## [172]    train-error:0.072626
## [173]    train-error:0.072626
## [174]    train-error:0.072626
## [175]    train-error:0.069832
## [176]    train-error:0.075419
## [177]    train-error:0.075419
## [178]    train-error:0.072626
## [179]    train-error:0.067039
## [180]    train-error:0.069832
## [181]    train-error:0.067039
## [182]    train-error:0.067039
## [183]    train-error:0.067039
## [184]    train-error:0.067039
## [185]    train-error:0.067039
## [186]    train-error:0.067039
## [187]    train-error:0.067039
## [188]    train-error:0.067039
## [189]    train-error:0.067039
## [190]    train-error:0.067039
## [191]    train-error:0.067039
## [192]    train-error:0.067039
## [193]    train-error:0.067039
## [194]    train-error:0.067039
## [195]    train-error:0.067039
## [196]    train-error:0.067039
## [197]    train-error:0.067039
## [198]    train-error:0.067039
## [199]    train-error:0.064246
## [200]    train-error:0.067039
## [201]    train-error:0.064246
## [202]    train-error:0.067039
## [203]    train-error:0.067039
## [204]    train-error:0.064246
## [205]    train-error:0.064246
## [206]    train-error:0.064246
## [207]    train-error:0.067039
## [208]    train-error:0.067039
## [209]    train-error:0.067039
## [210]    train-error:0.067039
## [211]    train-error:0.064246
## [212]    train-error:0.067039
## [213]    train-error:0.067039
## [214]    train-error:0.067039
## [215]    train-error:0.069832
## [216]    train-error:0.067039
## [217]    train-error:0.067039
## [218]    train-error:0.067039
## [219]    train-error:0.064246
## [220]    train-error:0.064246
## [221]    train-error:0.061453
## [222]    train-error:0.064246
## [223]    train-error:0.064246
## [224]    train-error:0.061453
## [225]    train-error:0.061453
## [226]    train-error:0.061453
## [227]    train-error:0.061453
## [228]    train-error:0.061453
## [229]    train-error:0.061453
## [230]    train-error:0.061453
## [231]    train-error:0.061453
## [232]    train-error:0.061453
## [233]    train-error:0.058659
## [234]    train-error:0.061453
## [235]    train-error:0.061453
## [236]    train-error:0.058659
## [237]    train-error:0.058659
## [238]    train-error:0.058659
## [239]    train-error:0.058659
## [240]    train-error:0.061453
## [241]    train-error:0.064246
## [242]    train-error:0.061453
## [243]    train-error:0.061453
## [244]    train-error:0.061453
## [245]    train-error:0.064246
## [246]    train-error:0.064246
## [247]    train-error:0.064246
## [248]    train-error:0.061453
## [249]    train-error:0.058659
## [250]    train-error:0.061453
## [251]    train-error:0.064246
## [252]    train-error:0.061453
## [253]    train-error:0.061453
## [254]    train-error:0.055866
## [255]    train-error:0.058659
## [256]    train-error:0.058659
## [257]    train-error:0.061453
## [258]    train-error:0.058659
## [259]    train-error:0.058659
## [260]    train-error:0.058659
## [261]    train-error:0.058659
## [262]    train-error:0.055866
## [263]    train-error:0.050279
## [264]    train-error:0.050279
## [265]    train-error:0.050279
## [266]    train-error:0.053073
## [267]    train-error:0.050279
## [268]    train-error:0.053073
## [269]    train-error:0.053073
## [270]    train-error:0.053073
## [271]    train-error:0.050279
## [272]    train-error:0.050279
## [273]    train-error:0.050279
## [274]    train-error:0.050279
## [275]    train-error:0.053073
## [276]    train-error:0.050279
## [277]    train-error:0.053073
## [278]    train-error:0.050279
## [279]    train-error:0.047486
## [280]    train-error:0.055866
## [281]    train-error:0.047486
## [282]    train-error:0.050279
## [283]    train-error:0.050279
## [284]    train-error:0.047486
## [285]    train-error:0.047486
## [286]    train-error:0.047486
## [287]    train-error:0.047486
## [288]    train-error:0.047486
## [289]    train-error:0.053073
## [290]    train-error:0.053073
## [291]    train-error:0.050279
## [292]    train-error:0.050279
## [293]    train-error:0.050279
## [294]    train-error:0.050279
## [295]    train-error:0.050279
## [296]    train-error:0.047486
## [297]    train-error:0.050279
## [0]  train-error:0.182073
## [1]  train-error:0.179272
## [2]  train-error:0.140056
## [3]  train-error:0.165266
## [4]  train-error:0.162465
## [5]  train-error:0.165266
## [6]  train-error:0.168067
## [7]  train-error:0.148459
## [8]  train-error:0.145658
## [9]  train-error:0.148459
## [10] train-error:0.140056
## [11] train-error:0.137255
## [12] train-error:0.112045
## [13] train-error:0.112045
## [14] train-error:0.114846
## [15] train-error:0.112045
## [16] train-error:0.112045
## [17] train-error:0.109244
## [18] train-error:0.117647
## [19] train-error:0.120448
## [20] train-error:0.126050
## [21] train-error:0.109244
## [22] train-error:0.109244
## [23] train-error:0.112045
## [24] train-error:0.114846
## [25] train-error:0.106443
## [26] train-error:0.106443
## [27] train-error:0.112045
## [28] train-error:0.112045
## [29] train-error:0.112045
## [30] train-error:0.112045
## [31] train-error:0.109244
## [32] train-error:0.109244
## [33] train-error:0.109244
## [34] train-error:0.106443
## [35] train-error:0.103641
## [36] train-error:0.106443
## [37] train-error:0.095238
## [38] train-error:0.098039
## [39] train-error:0.092437
## [40] train-error:0.095238
## [41] train-error:0.095238
## [42] train-error:0.098039
## [43] train-error:0.089636
## [44] train-error:0.089636
## [45] train-error:0.086835
## [46] train-error:0.092437
## [47] train-error:0.089636
## [48] train-error:0.092437
## [49] train-error:0.092437
## [50] train-error:0.092437
## [51] train-error:0.098039
## [52] train-error:0.098039
## [53] train-error:0.095238
## [54] train-error:0.086835
## [55] train-error:0.084034
## [56] train-error:0.086835
## [57] train-error:0.086835
## [58] train-error:0.084034
## [59] train-error:0.084034
## [60] train-error:0.084034
## [61] train-error:0.084034
## [62] train-error:0.084034
## [63] train-error:0.084034
## [64] train-error:0.084034
## [65] train-error:0.084034
## [66] train-error:0.084034
## [67] train-error:0.084034
## [68] train-error:0.081232
## [69] train-error:0.081232
## [70] train-error:0.081232
## [71] train-error:0.078431
## [72] train-error:0.084034
## [73] train-error:0.078431
## [74] train-error:0.081232
## [75] train-error:0.078431
## [76] train-error:0.078431
## [77] train-error:0.075630
## [78] train-error:0.072829
## [79] train-error:0.075630
## [80] train-error:0.075630
## [81] train-error:0.075630
## [82] train-error:0.070028
## [83] train-error:0.075630
## [84] train-error:0.072829
## [85] train-error:0.072829
## [86] train-error:0.072829
## [87] train-error:0.075630
## [88] train-error:0.072829
## [89] train-error:0.072829
## [90] train-error:0.070028
## [91] train-error:0.072829
## [92] train-error:0.075630
## [93] train-error:0.078431
## [94] train-error:0.081232
## [95] train-error:0.072829
## [96] train-error:0.072829
## [97] train-error:0.075630
## [98] train-error:0.072829
## [99] train-error:0.072829
## [100]    train-error:0.070028
## [101]    train-error:0.072829
## [102]    train-error:0.072829
## [103]    train-error:0.072829
## [104]    train-error:0.072829
## [105]    train-error:0.072829
## [106]    train-error:0.075630
## [107]    train-error:0.075630
## [108]    train-error:0.075630
## [109]    train-error:0.075630
## [110]    train-error:0.075630
## [111]    train-error:0.072829
## [112]    train-error:0.070028
## [113]    train-error:0.070028
## [114]    train-error:0.070028
## [115]    train-error:0.072829
## [116]    train-error:0.070028
## [117]    train-error:0.072829
## [118]    train-error:0.072829
## [119]    train-error:0.070028
## [120]    train-error:0.070028
## [121]    train-error:0.070028
## [122]    train-error:0.070028
## [123]    train-error:0.070028
## [124]    train-error:0.070028
## [125]    train-error:0.070028
## [126]    train-error:0.070028
## [127]    train-error:0.070028
## [128]    train-error:0.064426
## [129]    train-error:0.075630
## [130]    train-error:0.070028
## [131]    train-error:0.070028
## [132]    train-error:0.070028
## [133]    train-error:0.072829
## [134]    train-error:0.075630
## [135]    train-error:0.072829
## [136]    train-error:0.072829
## [137]    train-error:0.075630
## [138]    train-error:0.075630
## [139]    train-error:0.075630
## [140]    train-error:0.072829
## [141]    train-error:0.072829
## [142]    train-error:0.072829
## [143]    train-error:0.075630
## [144]    train-error:0.070028
## [145]    train-error:0.070028
## [146]    train-error:0.070028
## [147]    train-error:0.070028
## [148]    train-error:0.070028
## [149]    train-error:0.070028
## [150]    train-error:0.070028
## [151]    train-error:0.070028
## [152]    train-error:0.070028
## [153]    train-error:0.070028
## [154]    train-error:0.070028
## [155]    train-error:0.064426
## [156]    train-error:0.064426
## [157]    train-error:0.064426
## [158]    train-error:0.064426
## [159]    train-error:0.064426
## [160]    train-error:0.064426
## [161]    train-error:0.064426
## [162]    train-error:0.067227
## [163]    train-error:0.067227
## [164]    train-error:0.070028
## [165]    train-error:0.067227
## [166]    train-error:0.061625
## [167]    train-error:0.061625
## [168]    train-error:0.064426
## [169]    train-error:0.064426
## [170]    train-error:0.061625
## [171]    train-error:0.061625
## [172]    train-error:0.061625
## [173]    train-error:0.058824
## [174]    train-error:0.061625
## [175]    train-error:0.058824
## [176]    train-error:0.058824
## [177]    train-error:0.058824
## [178]    train-error:0.058824
## [179]    train-error:0.058824
## [180]    train-error:0.058824
## [181]    train-error:0.064426
## [182]    train-error:0.058824
## [183]    train-error:0.056022
## [184]    train-error:0.056022
## [185]    train-error:0.056022
## [186]    train-error:0.056022
## [187]    train-error:0.056022
## [188]    train-error:0.056022
## [189]    train-error:0.056022
## [190]    train-error:0.056022
## [191]    train-error:0.056022
## [192]    train-error:0.056022
## [193]    train-error:0.056022
## [194]    train-error:0.056022
## [195]    train-error:0.056022
## [196]    train-error:0.056022
## [197]    train-error:0.056022
## [198]    train-error:0.056022
## [199]    train-error:0.056022
## [200]    train-error:0.056022
## [201]    train-error:0.056022
## [202]    train-error:0.056022
## [203]    train-error:0.056022
## [204]    train-error:0.056022
## [205]    train-error:0.056022
## [206]    train-error:0.056022
## [207]    train-error:0.056022
## [208]    train-error:0.056022
## [209]    train-error:0.053221
## [210]    train-error:0.053221
## [211]    train-error:0.053221
## [212]    train-error:0.053221
## [213]    train-error:0.053221
## [214]    train-error:0.056022
## [215]    train-error:0.053221
## [216]    train-error:0.053221
## [217]    train-error:0.053221
## [218]    train-error:0.053221
## [219]    train-error:0.053221
## [220]    train-error:0.056022
## [221]    train-error:0.053221
## [222]    train-error:0.053221
## [223]    train-error:0.053221
## [224]    train-error:0.053221
## [225]    train-error:0.053221
## [226]    train-error:0.053221
## [227]    train-error:0.053221
## [228]    train-error:0.050420
## [229]    train-error:0.050420
## [230]    train-error:0.050420
## [231]    train-error:0.050420
## [232]    train-error:0.053221
## [233]    train-error:0.050420
## [234]    train-error:0.050420
## [235]    train-error:0.050420
## [236]    train-error:0.050420
## [237]    train-error:0.050420
## [238]    train-error:0.050420
## [239]    train-error:0.050420
## [240]    train-error:0.050420
## [241]    train-error:0.050420
## [242]    train-error:0.047619
## [243]    train-error:0.050420
## [244]    train-error:0.050420
## [245]    train-error:0.050420
## [246]    train-error:0.050420
## [247]    train-error:0.050420
## [248]    train-error:0.050420
## [249]    train-error:0.050420
## [250]    train-error:0.050420
## [251]    train-error:0.050420
## [252]    train-error:0.050420
## [253]    train-error:0.050420
## [254]    train-error:0.050420
## [255]    train-error:0.050420
## [256]    train-error:0.050420
## [257]    train-error:0.050420
## [258]    train-error:0.050420
## [259]    train-error:0.050420
## [260]    train-error:0.050420
## [261]    train-error:0.050420
## [262]    train-error:0.050420
## [263]    train-error:0.050420
## [264]    train-error:0.050420
## [265]    train-error:0.050420
## [266]    train-error:0.050420
## [267]    train-error:0.050420
## [268]    train-error:0.050420
## [269]    train-error:0.050420
## [270]    train-error:0.050420
## [271]    train-error:0.050420
## [272]    train-error:0.050420
## [273]    train-error:0.050420
## [274]    train-error:0.050420
## [275]    train-error:0.050420
## [276]    train-error:0.047619
## [277]    train-error:0.050420
## [278]    train-error:0.047619
## [279]    train-error:0.047619
## [280]    train-error:0.047619
## [281]    train-error:0.047619
## [282]    train-error:0.047619
## [283]    train-error:0.047619
## [284]    train-error:0.047619
## [285]    train-error:0.047619
## [286]    train-error:0.047619
## [287]    train-error:0.047619
## [288]    train-error:0.047619
## [289]    train-error:0.047619
## [290]    train-error:0.047619
## [291]    train-error:0.047619
## [292]    train-error:0.047619
## [293]    train-error:0.047619
## [294]    train-error:0.047619
## [295]    train-error:0.047619
## [296]    train-error:0.047619
## [297]    train-error:0.047619
## [0]  train-error:0.336134
## [1]  train-error:0.330532
## [2]  train-error:0.266106
## [3]  train-error:0.249300
## [4]  train-error:0.232493
## [5]  train-error:0.246499
## [6]  train-error:0.201681
## [7]  train-error:0.193277
## [8]  train-error:0.165266
## [9]  train-error:0.148459
## [10] train-error:0.156863
## [11] train-error:0.156863
## [12] train-error:0.154062
## [13] train-error:0.159664
## [14] train-error:0.168067
## [15] train-error:0.148459
## [16] train-error:0.142857
## [17] train-error:0.134454
## [18] train-error:0.137255
## [19] train-error:0.126050
## [20] train-error:0.123249
## [21] train-error:0.120448
## [22] train-error:0.117647
## [23] train-error:0.117647
## [24] train-error:0.112045
## [25] train-error:0.112045
## [26] train-error:0.117647
## [27] train-error:0.112045
## [28] train-error:0.114846
## [29] train-error:0.114846
## [30] train-error:0.114846
## [31] train-error:0.106443
## [32] train-error:0.103641
## [33] train-error:0.098039
## [34] train-error:0.103641
## [35] train-error:0.109244
## [36] train-error:0.103641
## [37] train-error:0.100840
## [38] train-error:0.100840
## [39] train-error:0.098039
## [40] train-error:0.095238
## [41] train-error:0.103641
## [42] train-error:0.095238
## [43] train-error:0.098039
## [44] train-error:0.100840
## [45] train-error:0.095238
## [46] train-error:0.098039
## [47] train-error:0.098039
## [48] train-error:0.098039
## [49] train-error:0.095238
## [50] train-error:0.098039
## [51] train-error:0.098039
## [52] train-error:0.095238
## [53] train-error:0.092437
## [54] train-error:0.095238
## [55] train-error:0.098039
## [56] train-error:0.095238
## [57] train-error:0.098039
## [58] train-error:0.089636
## [59] train-error:0.086835
## [60] train-error:0.086835
## [61] train-error:0.086835
## [62] train-error:0.086835
## [63] train-error:0.095238
## [64] train-error:0.086835
## [65] train-error:0.086835
## [66] train-error:0.084034
## [67] train-error:0.086835
## [68] train-error:0.086835
## [69] train-error:0.092437
## [70] train-error:0.092437
## [71] train-error:0.086835
## [72] train-error:0.086835
## [73] train-error:0.092437
## [74] train-error:0.089636
## [75] train-error:0.081232
## [76] train-error:0.078431
## [77] train-error:0.078431
## [78] train-error:0.075630
## [79] train-error:0.075630
## [80] train-error:0.075630
## [81] train-error:0.075630
## [82] train-error:0.081232
## [83] train-error:0.081232
## [84] train-error:0.081232
## [85] train-error:0.075630
## [86] train-error:0.072829
## [87] train-error:0.072829
## [88] train-error:0.070028
## [89] train-error:0.072829
## [90] train-error:0.072829
## [91] train-error:0.072829
## [92] train-error:0.081232
## [93] train-error:0.084034
## [94] train-error:0.084034
## [95] train-error:0.084034
## [96] train-error:0.078431
## [97] train-error:0.078431
## [98] train-error:0.078431
## [99] train-error:0.078431
## [100]    train-error:0.081232
## [101]    train-error:0.078431
## [102]    train-error:0.075630
## [103]    train-error:0.075630
## [104]    train-error:0.081232
## [105]    train-error:0.078431
## [106]    train-error:0.078431
## [107]    train-error:0.075630
## [108]    train-error:0.075630
## [109]    train-error:0.078431
## [110]    train-error:0.078431
## [111]    train-error:0.075630
## [112]    train-error:0.072829
## [113]    train-error:0.072829
## [114]    train-error:0.075630
## [115]    train-error:0.075630
## [116]    train-error:0.072829
## [117]    train-error:0.075630
## [118]    train-error:0.072829
## [119]    train-error:0.072829
## [120]    train-error:0.072829
## [121]    train-error:0.070028
## [122]    train-error:0.070028
## [123]    train-error:0.064426
## [124]    train-error:0.061625
## [125]    train-error:0.064426
## [126]    train-error:0.067227
## [127]    train-error:0.064426
## [128]    train-error:0.064426
## [129]    train-error:0.064426
## [130]    train-error:0.064426
## [131]    train-error:0.064426
## [132]    train-error:0.064426
## [133]    train-error:0.067227
## [134]    train-error:0.067227
## [135]    train-error:0.067227
## [136]    train-error:0.067227
## [137]    train-error:0.067227
## [138]    train-error:0.067227
## [139]    train-error:0.067227
## [140]    train-error:0.070028
## [141]    train-error:0.067227
## [142]    train-error:0.067227
## [143]    train-error:0.070028
## [144]    train-error:0.070028
## [145]    train-error:0.067227
## [146]    train-error:0.061625
## [147]    train-error:0.064426
## [148]    train-error:0.064426
## [149]    train-error:0.064426
## [150]    train-error:0.064426
## [151]    train-error:0.064426
## [152]    train-error:0.064426
## [153]    train-error:0.064426
## [154]    train-error:0.061625
## [155]    train-error:0.058824
## [156]    train-error:0.061625
## [157]    train-error:0.061625
## [158]    train-error:0.061625
## [159]    train-error:0.064426
## [160]    train-error:0.064426
## [161]    train-error:0.064426
## [162]    train-error:0.061625
## [163]    train-error:0.061625
## [164]    train-error:0.064426
## [165]    train-error:0.061625
## [166]    train-error:0.061625
## [167]    train-error:0.058824
## [168]    train-error:0.056022
## [169]    train-error:0.056022
## [170]    train-error:0.056022
## [171]    train-error:0.053221
## [172]    train-error:0.053221
## [173]    train-error:0.053221
## [174]    train-error:0.053221
## [175]    train-error:0.053221
## [176]    train-error:0.053221
## [177]    train-error:0.053221
## [178]    train-error:0.053221
## [179]    train-error:0.053221
## [180]    train-error:0.050420
## [181]    train-error:0.050420
## [182]    train-error:0.050420
## [183]    train-error:0.053221
## [184]    train-error:0.053221
## [185]    train-error:0.050420
## [186]    train-error:0.050420
## [187]    train-error:0.050420
## [188]    train-error:0.050420
## [189]    train-error:0.050420
## [190]    train-error:0.053221
## [191]    train-error:0.053221
## [192]    train-error:0.053221
## [193]    train-error:0.053221
## [194]    train-error:0.056022
## [195]    train-error:0.053221
## [196]    train-error:0.053221
## [197]    train-error:0.053221
## [198]    train-error:0.053221
## [199]    train-error:0.053221
## [200]    train-error:0.053221
## [201]    train-error:0.053221
## [202]    train-error:0.053221
## [203]    train-error:0.053221
## [204]    train-error:0.053221
## [205]    train-error:0.053221
## [206]    train-error:0.053221
## [207]    train-error:0.053221
## [208]    train-error:0.053221
## [209]    train-error:0.053221
## [210]    train-error:0.053221
## [211]    train-error:0.053221
## [212]    train-error:0.053221
## [213]    train-error:0.053221
## [214]    train-error:0.056022
## [215]    train-error:0.056022
## [216]    train-error:0.056022
## [217]    train-error:0.056022
## [218]    train-error:0.056022
## [219]    train-error:0.056022
## [220]    train-error:0.056022
## [221]    train-error:0.056022
## [222]    train-error:0.056022
## [223]    train-error:0.056022
## [224]    train-error:0.056022
## [225]    train-error:0.056022
## [226]    train-error:0.056022
## [227]    train-error:0.056022
## [228]    train-error:0.056022
## [229]    train-error:0.053221
## [230]    train-error:0.050420
## [231]    train-error:0.053221
## [232]    train-error:0.056022
## [233]    train-error:0.056022
## [234]    train-error:0.058824
## [235]    train-error:0.058824
## [236]    train-error:0.056022
## [237]    train-error:0.056022
## [238]    train-error:0.056022
## [239]    train-error:0.058824
## [240]    train-error:0.056022
## [241]    train-error:0.053221
## [242]    train-error:0.053221
## [243]    train-error:0.053221
## [244]    train-error:0.050420
## [245]    train-error:0.050420
## [246]    train-error:0.053221
## [247]    train-error:0.050420
## [248]    train-error:0.050420
## [249]    train-error:0.053221
## [250]    train-error:0.053221
## [251]    train-error:0.050420
## [252]    train-error:0.050420
## [253]    train-error:0.053221
## [254]    train-error:0.053221
## [255]    train-error:0.050420
## [256]    train-error:0.050420
## [257]    train-error:0.053221
## [258]    train-error:0.050420
## [259]    train-error:0.050420
## [260]    train-error:0.050420
## [261]    train-error:0.050420
## [262]    train-error:0.050420
## [263]    train-error:0.050420
## [264]    train-error:0.050420
## [265]    train-error:0.050420
## [266]    train-error:0.050420
## [267]    train-error:0.050420
## [268]    train-error:0.053221
## [269]    train-error:0.053221
## [270]    train-error:0.050420
## [271]    train-error:0.050420
## [272]    train-error:0.050420
## [273]    train-error:0.050420
## [274]    train-error:0.050420
## [275]    train-error:0.050420
## [276]    train-error:0.050420
## [277]    train-error:0.047619
## [278]    train-error:0.047619
## [279]    train-error:0.044818
## [280]    train-error:0.044818
## [281]    train-error:0.050420
## [282]    train-error:0.050420
## [283]    train-error:0.050420
## [284]    train-error:0.050420
## [285]    train-error:0.050420
## [286]    train-error:0.050420
## [287]    train-error:0.047619
## [288]    train-error:0.050420
## [289]    train-error:0.042017
## [290]    train-error:0.044818
## [291]    train-error:0.042017
## [292]    train-error:0.044818
## [293]    train-error:0.044818
## [294]    train-error:0.044818
## [295]    train-error:0.044818
## [296]    train-error:0.042017
## [297]    train-error:0.044818
## [0]  train-error:0.399441
## [1]  train-error:0.374302
## [2]  train-error:0.329609
## [3]  train-error:0.206704
## [4]  train-error:0.209497
## [5]  train-error:0.212290
## [6]  train-error:0.192737
## [7]  train-error:0.201117
## [8]  train-error:0.184358
## [9]  train-error:0.192737
## [10] train-error:0.181564
## [11] train-error:0.170391
## [12] train-error:0.175978
## [13] train-error:0.173184
## [14] train-error:0.181564
## [15] train-error:0.173184
## [16] train-error:0.170391
## [17] train-error:0.187151
## [18] train-error:0.178771
## [19] train-error:0.173184
## [20] train-error:0.162011
## [21] train-error:0.159218
## [22] train-error:0.162011
## [23] train-error:0.162011
## [24] train-error:0.175978
## [25] train-error:0.178771
## [26] train-error:0.170391
## [27] train-error:0.167598
## [28] train-error:0.170391
## [29] train-error:0.162011
## [30] train-error:0.153631
## [31] train-error:0.145251
## [32] train-error:0.145251
## [33] train-error:0.148045
## [34] train-error:0.139665
## [35] train-error:0.175978
## [36] train-error:0.178771
## [37] train-error:0.159218
## [38] train-error:0.167598
## [39] train-error:0.162011
## [40] train-error:0.162011
## [41] train-error:0.162011
## [42] train-error:0.167598
## [43] train-error:0.167598
## [44] train-error:0.156425
## [45] train-error:0.159218
## [46] train-error:0.150838
## [47] train-error:0.153631
## [48] train-error:0.150838
## [49] train-error:0.145251
## [50] train-error:0.145251
## [51] train-error:0.150838
## [52] train-error:0.156425
## [53] train-error:0.156425
## [54] train-error:0.159218
## [55] train-error:0.156425
## [56] train-error:0.150838
## [57] train-error:0.150838
## [58] train-error:0.148045
## [59] train-error:0.156425
## [60] train-error:0.162011
## [61] train-error:0.159218
## [62] train-error:0.153631
## [63] train-error:0.162011
## [64] train-error:0.162011
## [65] train-error:0.164804
## [66] train-error:0.142458
## [67] train-error:0.153631
## [68] train-error:0.164804
## [69] train-error:0.164804
## [70] train-error:0.162011
## [71] train-error:0.145251
## [72] train-error:0.145251
## [73] train-error:0.153631
## [74] train-error:0.145251
## [75] train-error:0.142458
## [76] train-error:0.145251
## [77] train-error:0.153631
## [78] train-error:0.159218
## [79] train-error:0.139665
## [80] train-error:0.145251
## [81] train-error:0.136872
## [82] train-error:0.134078
## [83] train-error:0.128492
## [84] train-error:0.139665
## [85] train-error:0.142458
## [86] train-error:0.139665
## [87] train-error:0.134078
## [88] train-error:0.131285
## [89] train-error:0.134078
## [90] train-error:0.134078
## [91] train-error:0.128492
## [92] train-error:0.125698
## [93] train-error:0.142458
## [94] train-error:0.142458
## [95] train-error:0.139665
## [96] train-error:0.136872
## [97] train-error:0.120112
## [98] train-error:0.131285
## [99] train-error:0.131285
## [100]    train-error:0.128492
## [101]    train-error:0.122905
## [102]    train-error:0.136872
## [103]    train-error:0.142458
## [104]    train-error:0.131285
## [105]    train-error:0.128492
## [106]    train-error:0.125698
## [107]    train-error:0.128492
## [108]    train-error:0.128492
## [109]    train-error:0.134078
## [110]    train-error:0.136872
## [111]    train-error:0.128492
## [112]    train-error:0.131285
## [113]    train-error:0.125698
## [114]    train-error:0.120112
## [115]    train-error:0.131285
## [116]    train-error:0.117318
## [117]    train-error:0.128492
## [118]    train-error:0.131285
## [119]    train-error:0.142458
## [120]    train-error:0.134078
## [121]    train-error:0.122905
## [122]    train-error:0.122905
## [123]    train-error:0.122905
## [124]    train-error:0.128492
## [125]    train-error:0.122905
## [126]    train-error:0.122905
## [127]    train-error:0.122905
## [128]    train-error:0.117318
## [129]    train-error:0.122905
## [130]    train-error:0.122905
## [131]    train-error:0.131285
## [132]    train-error:0.106145
## [133]    train-error:0.117318
## [134]    train-error:0.125698
## [135]    train-error:0.120112
## [136]    train-error:0.114525
## [137]    train-error:0.117318
## [138]    train-error:0.114525
## [139]    train-error:0.125698
## [140]    train-error:0.128492
## [141]    train-error:0.136872
## [142]    train-error:0.108939
## [143]    train-error:0.111732
## [144]    train-error:0.131285
## [145]    train-error:0.114525
## [146]    train-error:0.125698
## [147]    train-error:0.120112
## [148]    train-error:0.128492
## [149]    train-error:0.125698
## [150]    train-error:0.117318
## [151]    train-error:0.117318
## [152]    train-error:0.108939
## [153]    train-error:0.111732
## [154]    train-error:0.106145
## [155]    train-error:0.108939
## [156]    train-error:0.114525
## [157]    train-error:0.108939
## [158]    train-error:0.106145
## [159]    train-error:0.100559
## [160]    train-error:0.111732
## [161]    train-error:0.106145
## [162]    train-error:0.097765
## [163]    train-error:0.100559
## [164]    train-error:0.106145
## [165]    train-error:0.111732
## [166]    train-error:0.111732
## [167]    train-error:0.097765
## [168]    train-error:0.103352
## [169]    train-error:0.106145
## [170]    train-error:0.106145
## [171]    train-error:0.108939
## [172]    train-error:0.111732
## [173]    train-error:0.106145
## [174]    train-error:0.092179
## [175]    train-error:0.100559
## [176]    train-error:0.106145
## [177]    train-error:0.108939
## [178]    train-error:0.097765
## [179]    train-error:0.100559
## [180]    train-error:0.094972
## [181]    train-error:0.100559
## [182]    train-error:0.097765
## [183]    train-error:0.108939
## [184]    train-error:0.097765
## [185]    train-error:0.097765
## [186]    train-error:0.094972
## [187]    train-error:0.097765
## [188]    train-error:0.100559
## [189]    train-error:0.100559
## [190]    train-error:0.094972
## [191]    train-error:0.100559
## [192]    train-error:0.092179
## [193]    train-error:0.092179
## [194]    train-error:0.094972
## [195]    train-error:0.097765
## [196]    train-error:0.097765
## [197]    train-error:0.094972
## [198]    train-error:0.103352
## [199]    train-error:0.097765
## [200]    train-error:0.103352
## [201]    train-error:0.103352
## [202]    train-error:0.103352
## [203]    train-error:0.103352
## [204]    train-error:0.103352
## [205]    train-error:0.103352
## [206]    train-error:0.103352
## [207]    train-error:0.100559
## [208]    train-error:0.092179
## [209]    train-error:0.100559
## [210]    train-error:0.094972
## [211]    train-error:0.100559
## [212]    train-error:0.117318
## [213]    train-error:0.117318
## [214]    train-error:0.106145
## [215]    train-error:0.106145
## [216]    train-error:0.106145
## [217]    train-error:0.103352
## [218]    train-error:0.106145
## [219]    train-error:0.103352
## [220]    train-error:0.111732
## [0]  train-error:0.190476
## [1]  train-error:0.184874
## [2]  train-error:0.201681
## [3]  train-error:0.196078
## [4]  train-error:0.193277
## [5]  train-error:0.162465
## [6]  train-error:0.173669
## [7]  train-error:0.145658
## [8]  train-error:0.151261
## [9]  train-error:0.142857
## [10] train-error:0.126050
## [11] train-error:0.131653
## [12] train-error:0.137255
## [13] train-error:0.134454
## [14] train-error:0.137255
## [15] train-error:0.134454
## [16] train-error:0.142857
## [17] train-error:0.137255
## [18] train-error:0.142857
## [19] train-error:0.140056
## [20] train-error:0.131653
## [21] train-error:0.137255
## [22] train-error:0.128852
## [23] train-error:0.131653
## [24] train-error:0.134454
## [25] train-error:0.128852
## [26] train-error:0.114846
## [27] train-error:0.103641
## [28] train-error:0.109244
## [29] train-error:0.103641
## [30] train-error:0.112045
## [31] train-error:0.103641
## [32] train-error:0.114846
## [33] train-error:0.120448
## [34] train-error:0.123249
## [35] train-error:0.117647
## [36] train-error:0.109244
## [37] train-error:0.109244
## [38] train-error:0.114846
## [39] train-error:0.112045
## [40] train-error:0.120448
## [41] train-error:0.128852
## [42] train-error:0.120448
## [43] train-error:0.126050
## [44] train-error:0.112045
## [45] train-error:0.106443
## [46] train-error:0.112045
## [47] train-error:0.112045
## [48] train-error:0.109244
## [49] train-error:0.126050
## [50] train-error:0.112045
## [51] train-error:0.106443
## [52] train-error:0.112045
## [53] train-error:0.114846
## [54] train-error:0.120448
## [55] train-error:0.103641
## [56] train-error:0.100840
## [57] train-error:0.100840
## [58] train-error:0.100840
## [59] train-error:0.098039
## [60] train-error:0.103641
## [61] train-error:0.103641
## [62] train-error:0.098039
## [63] train-error:0.098039
## [64] train-error:0.103641
## [65] train-error:0.106443
## [66] train-error:0.114846
## [67] train-error:0.109244
## [68] train-error:0.112045
## [69] train-error:0.112045
## [70] train-error:0.112045
## [71] train-error:0.103641
## [72] train-error:0.117647
## [73] train-error:0.114846
## [74] train-error:0.120448
## [75] train-error:0.112045
## [76] train-error:0.114846
## [77] train-error:0.103641
## [78] train-error:0.109244
## [79] train-error:0.112045
## [80] train-error:0.095238
## [81] train-error:0.098039
## [82] train-error:0.103641
## [83] train-error:0.106443
## [84] train-error:0.098039
## [85] train-error:0.098039
## [86] train-error:0.095238
## [87] train-error:0.098039
## [88] train-error:0.100840
## [89] train-error:0.098039
## [90] train-error:0.089636
## [91] train-error:0.100840
## [92] train-error:0.103641
## [93] train-error:0.103641
## [94] train-error:0.120448
## [95] train-error:0.109244
## [96] train-error:0.112045
## [97] train-error:0.103641
## [98] train-error:0.100840
## [99] train-error:0.112045
## [100]    train-error:0.109244
## [101]    train-error:0.106443
## [102]    train-error:0.109244
## [103]    train-error:0.103641
## [104]    train-error:0.106443
## [105]    train-error:0.109244
## [106]    train-error:0.109244
## [107]    train-error:0.109244
## [108]    train-error:0.100840
## [109]    train-error:0.098039
## [110]    train-error:0.095238
## [111]    train-error:0.095238
## [112]    train-error:0.092437
## [113]    train-error:0.098039
## [114]    train-error:0.103641
## [115]    train-error:0.103641
## [116]    train-error:0.106443
## [117]    train-error:0.103641
## [118]    train-error:0.103641
## [119]    train-error:0.098039
## [120]    train-error:0.100840
## [121]    train-error:0.100840
## [122]    train-error:0.103641
## [123]    train-error:0.103641
## [124]    train-error:0.092437
## [125]    train-error:0.092437
## [126]    train-error:0.100840
## [127]    train-error:0.098039
## [128]    train-error:0.092437
## [129]    train-error:0.095238
## [130]    train-error:0.098039
## [131]    train-error:0.100840
## [132]    train-error:0.098039
## [133]    train-error:0.103641
## [134]    train-error:0.084034
## [135]    train-error:0.095238
## [136]    train-error:0.092437
## [137]    train-error:0.100840
## [138]    train-error:0.095238
## [139]    train-error:0.103641
## [140]    train-error:0.100840
## [141]    train-error:0.095238
## [142]    train-error:0.095238
## [143]    train-error:0.089636
## [144]    train-error:0.095238
## [145]    train-error:0.098039
## [146]    train-error:0.095238
## [147]    train-error:0.092437
## [148]    train-error:0.092437
## [149]    train-error:0.084034
## [150]    train-error:0.089636
## [151]    train-error:0.095238
## [152]    train-error:0.098039
## [153]    train-error:0.092437
## [154]    train-error:0.084034
## [155]    train-error:0.081232
## [156]    train-error:0.084034
## [157]    train-error:0.095238
## [158]    train-error:0.089636
## [159]    train-error:0.086835
## [160]    train-error:0.084034
## [161]    train-error:0.089636
## [162]    train-error:0.086835
## [163]    train-error:0.092437
## [164]    train-error:0.086835
## [165]    train-error:0.084034
## [166]    train-error:0.086835
## [167]    train-error:0.081232
## [168]    train-error:0.098039
## [169]    train-error:0.095238
## [170]    train-error:0.098039
## [171]    train-error:0.100840
## [172]    train-error:0.103641
## [173]    train-error:0.095238
## [174]    train-error:0.100840
## [175]    train-error:0.106443
## [176]    train-error:0.098039
## [177]    train-error:0.089636
## [178]    train-error:0.092437
## [179]    train-error:0.089636
## [180]    train-error:0.092437
## [181]    train-error:0.095238
## [182]    train-error:0.095238
## [183]    train-error:0.086835
## [184]    train-error:0.089636
## [185]    train-error:0.092437
## [186]    train-error:0.078431
## [187]    train-error:0.084034
## [188]    train-error:0.086835
## [189]    train-error:0.084034
## [190]    train-error:0.086835
## [191]    train-error:0.092437
## [192]    train-error:0.092437
## [193]    train-error:0.092437
## [194]    train-error:0.089636
## [195]    train-error:0.092437
## [196]    train-error:0.092437
## [197]    train-error:0.086835
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.086835
## [202]    train-error:0.081232
## [203]    train-error:0.081232
## [204]    train-error:0.086835
## [205]    train-error:0.084034
## [206]    train-error:0.089636
## [207]    train-error:0.092437
## [208]    train-error:0.098039
## [209]    train-error:0.086835
## [210]    train-error:0.092437
## [211]    train-error:0.086835
## [212]    train-error:0.089636
## [213]    train-error:0.086835
## [214]    train-error:0.092437
## [215]    train-error:0.086835
## [216]    train-error:0.086835
## [217]    train-error:0.086835
## [218]    train-error:0.084034
## [219]    train-error:0.089636
## [220]    train-error:0.089636
## [0]  train-error:0.218487
## [1]  train-error:0.257703
## [2]  train-error:0.235294
## [3]  train-error:0.207283
## [4]  train-error:0.196078
## [5]  train-error:0.184874
## [6]  train-error:0.198880
## [7]  train-error:0.193277
## [8]  train-error:0.179272
## [9]  train-error:0.176471
## [10] train-error:0.165266
## [11] train-error:0.170868
## [12] train-error:0.176471
## [13] train-error:0.182073
## [14] train-error:0.170868
## [15] train-error:0.170868
## [16] train-error:0.165266
## [17] train-error:0.168067
## [18] train-error:0.168067
## [19] train-error:0.168067
## [20] train-error:0.179272
## [21] train-error:0.168067
## [22] train-error:0.154062
## [23] train-error:0.159664
## [24] train-error:0.162465
## [25] train-error:0.162465
## [26] train-error:0.156863
## [27] train-error:0.165266
## [28] train-error:0.151261
## [29] train-error:0.154062
## [30] train-error:0.154062
## [31] train-error:0.165266
## [32] train-error:0.170868
## [33] train-error:0.140056
## [34] train-error:0.134454
## [35] train-error:0.140056
## [36] train-error:0.140056
## [37] train-error:0.151261
## [38] train-error:0.131653
## [39] train-error:0.134454
## [40] train-error:0.154062
## [41] train-error:0.151261
## [42] train-error:0.145658
## [43] train-error:0.142857
## [44] train-error:0.151261
## [45] train-error:0.154062
## [46] train-error:0.154062
## [47] train-error:0.142857
## [48] train-error:0.151261
## [49] train-error:0.145658
## [50] train-error:0.145658
## [51] train-error:0.137255
## [52] train-error:0.134454
## [53] train-error:0.128852
## [54] train-error:0.123249
## [55] train-error:0.126050
## [56] train-error:0.126050
## [57] train-error:0.131653
## [58] train-error:0.131653
## [59] train-error:0.137255
## [60] train-error:0.134454
## [61] train-error:0.120448
## [62] train-error:0.123249
## [63] train-error:0.120448
## [64] train-error:0.123249
## [65] train-error:0.126050
## [66] train-error:0.126050
## [67] train-error:0.134454
## [68] train-error:0.126050
## [69] train-error:0.131653
## [70] train-error:0.137255
## [71] train-error:0.142857
## [72] train-error:0.131653
## [73] train-error:0.120448
## [74] train-error:0.126050
## [75] train-error:0.123249
## [76] train-error:0.114846
## [77] train-error:0.123249
## [78] train-error:0.114846
## [79] train-error:0.123249
## [80] train-error:0.123249
## [81] train-error:0.126050
## [82] train-error:0.126050
## [83] train-error:0.117647
## [84] train-error:0.126050
## [85] train-error:0.123249
## [86] train-error:0.126050
## [87] train-error:0.123249
## [88] train-error:0.123249
## [89] train-error:0.131653
## [90] train-error:0.126050
## [91] train-error:0.128852
## [92] train-error:0.131653
## [93] train-error:0.123249
## [94] train-error:0.123249
## [95] train-error:0.123249
## [96] train-error:0.120448
## [97] train-error:0.123249
## [98] train-error:0.112045
## [99] train-error:0.114846
## [100]    train-error:0.117647
## [101]    train-error:0.117647
## [102]    train-error:0.112045
## [103]    train-error:0.114846
## [104]    train-error:0.106443
## [105]    train-error:0.112045
## [106]    train-error:0.103641
## [107]    train-error:0.103641
## [108]    train-error:0.109244
## [109]    train-error:0.112045
## [110]    train-error:0.117647
## [111]    train-error:0.114846
## [112]    train-error:0.103641
## [113]    train-error:0.100840
## [114]    train-error:0.098039
## [115]    train-error:0.103641
## [116]    train-error:0.103641
## [117]    train-error:0.114846
## [118]    train-error:0.126050
## [119]    train-error:0.126050
## [120]    train-error:0.126050
## [121]    train-error:0.126050
## [122]    train-error:0.117647
## [123]    train-error:0.120448
## [124]    train-error:0.117647
## [125]    train-error:0.109244
## [126]    train-error:0.112045
## [127]    train-error:0.112045
## [128]    train-error:0.106443
## [129]    train-error:0.112045
## [130]    train-error:0.112045
## [131]    train-error:0.114846
## [132]    train-error:0.098039
## [133]    train-error:0.109244
## [134]    train-error:0.112045
## [135]    train-error:0.106443
## [136]    train-error:0.109244
## [137]    train-error:0.109244
## [138]    train-error:0.103641
## [139]    train-error:0.109244
## [140]    train-error:0.103641
## [141]    train-error:0.098039
## [142]    train-error:0.100840
## [143]    train-error:0.103641
## [144]    train-error:0.103641
## [145]    train-error:0.109244
## [146]    train-error:0.100840
## [147]    train-error:0.114846
## [148]    train-error:0.106443
## [149]    train-error:0.112045
## [150]    train-error:0.114846
## [151]    train-error:0.112045
## [152]    train-error:0.095238
## [153]    train-error:0.106443
## [154]    train-error:0.098039
## [155]    train-error:0.109244
## [156]    train-error:0.103641
## [157]    train-error:0.103641
## [158]    train-error:0.100840
## [159]    train-error:0.100840
## [160]    train-error:0.106443
## [161]    train-error:0.103641
## [162]    train-error:0.109244
## [163]    train-error:0.109244
## [164]    train-error:0.098039
## [165]    train-error:0.100840
## [166]    train-error:0.098039
## [167]    train-error:0.092437
## [168]    train-error:0.089636
## [169]    train-error:0.089636
## [170]    train-error:0.092437
## [171]    train-error:0.106443
## [172]    train-error:0.106443
## [173]    train-error:0.106443
## [174]    train-error:0.100840
## [175]    train-error:0.095238
## [176]    train-error:0.095238
## [177]    train-error:0.092437
## [178]    train-error:0.098039
## [179]    train-error:0.095238
## [180]    train-error:0.103641
## [181]    train-error:0.106443
## [182]    train-error:0.103641
## [183]    train-error:0.106443
## [184]    train-error:0.100840
## [185]    train-error:0.106443
## [186]    train-error:0.100840
## [187]    train-error:0.092437
## [188]    train-error:0.095238
## [189]    train-error:0.100840
## [190]    train-error:0.092437
## [191]    train-error:0.086835
## [192]    train-error:0.089636
## [193]    train-error:0.089636
## [194]    train-error:0.089636
## [195]    train-error:0.089636
## [196]    train-error:0.089636
## [197]    train-error:0.086835
## [198]    train-error:0.092437
## [199]    train-error:0.092437
## [200]    train-error:0.092437
## [201]    train-error:0.098039
## [202]    train-error:0.098039
## [203]    train-error:0.098039
## [204]    train-error:0.103641
## [205]    train-error:0.098039
## [206]    train-error:0.106443
## [207]    train-error:0.098039
## [208]    train-error:0.100840
## [209]    train-error:0.095238
## [210]    train-error:0.100840
## [211]    train-error:0.084034
## [212]    train-error:0.089636
## [213]    train-error:0.092437
## [214]    train-error:0.089636
## [215]    train-error:0.092437
## [216]    train-error:0.086835
## [217]    train-error:0.089636
## [218]    train-error:0.092437
## [219]    train-error:0.086835
## [220]    train-error:0.078431
## [0]  train-error:0.234637
## [1]  train-error:0.240223
## [2]  train-error:0.212290
## [3]  train-error:0.170391
## [4]  train-error:0.187151
## [5]  train-error:0.184358
## [6]  train-error:0.167598
## [7]  train-error:0.162011
## [8]  train-error:0.167598
## [9]  train-error:0.159218
## [10] train-error:0.159218
## [11] train-error:0.164804
## [12] train-error:0.162011
## [13] train-error:0.173184
## [14] train-error:0.156425
## [15] train-error:0.156425
## [16] train-error:0.148045
## [17] train-error:0.153631
## [18] train-error:0.159218
## [19] train-error:0.145251
## [20] train-error:0.145251
## [21] train-error:0.148045
## [22] train-error:0.142458
## [23] train-error:0.142458
## [24] train-error:0.156425
## [25] train-error:0.145251
## [26] train-error:0.142458
## [27] train-error:0.156425
## [28] train-error:0.153631
## [29] train-error:0.159218
## [30] train-error:0.156425
## [31] train-error:0.156425
## [32] train-error:0.153631
## [33] train-error:0.153631
## [34] train-error:0.159218
## [35] train-error:0.148045
## [36] train-error:0.142458
## [37] train-error:0.134078
## [38] train-error:0.134078
## [39] train-error:0.131285
## [40] train-error:0.128492
## [41] train-error:0.134078
## [42] train-error:0.134078
## [43] train-error:0.139665
## [44] train-error:0.128492
## [45] train-error:0.136872
## [46] train-error:0.145251
## [47] train-error:0.136872
## [48] train-error:0.125698
## [49] train-error:0.134078
## [50] train-error:0.136872
## [51] train-error:0.131285
## [52] train-error:0.117318
## [53] train-error:0.122905
## [54] train-error:0.128492
## [55] train-error:0.142458
## [56] train-error:0.153631
## [57] train-error:0.122905
## [58] train-error:0.131285
## [59] train-error:0.131285
## [60] train-error:0.128492
## [61] train-error:0.111732
## [62] train-error:0.117318
## [63] train-error:0.106145
## [64] train-error:0.106145
## [65] train-error:0.125698
## [66] train-error:0.125698
## [67] train-error:0.122905
## [68] train-error:0.114525
## [69] train-error:0.114525
## [70] train-error:0.117318
## [71] train-error:0.128492
## [72] train-error:0.106145
## [73] train-error:0.106145
## [74] train-error:0.120112
## [75] train-error:0.111732
## [76] train-error:0.120112
## [77] train-error:0.120112
## [78] train-error:0.111732
## [79] train-error:0.117318
## [80] train-error:0.114525
## [81] train-error:0.114525
## [82] train-error:0.114525
## [83] train-error:0.103352
## [84] train-error:0.108939
## [85] train-error:0.114525
## [86] train-error:0.111732
## [87] train-error:0.114525
## [88] train-error:0.114525
## [89] train-error:0.106145
## [90] train-error:0.103352
## [91] train-error:0.114525
## [92] train-error:0.097765
## [93] train-error:0.111732
## [94] train-error:0.097765
## [95] train-error:0.106145
## [96] train-error:0.117318
## [97] train-error:0.125698
## [98] train-error:0.122905
## [99] train-error:0.111732
## [100]    train-error:0.103352
## [101]    train-error:0.108939
## [102]    train-error:0.100559
## [103]    train-error:0.097765
## [104]    train-error:0.092179
## [105]    train-error:0.094972
## [106]    train-error:0.100559
## [107]    train-error:0.083799
## [108]    train-error:0.089385
## [109]    train-error:0.089385
## [110]    train-error:0.086592
## [111]    train-error:0.100559
## [112]    train-error:0.092179
## [113]    train-error:0.097765
## [114]    train-error:0.092179
## [115]    train-error:0.103352
## [116]    train-error:0.092179
## [117]    train-error:0.089385
## [118]    train-error:0.086592
## [119]    train-error:0.083799
## [120]    train-error:0.083799
## [121]    train-error:0.083799
## [122]    train-error:0.089385
## [123]    train-error:0.089385
## [124]    train-error:0.083799
## [125]    train-error:0.097765
## [126]    train-error:0.089385
## [127]    train-error:0.086592
## [128]    train-error:0.083799
## [129]    train-error:0.072626
## [130]    train-error:0.083799
## [131]    train-error:0.083799
## [132]    train-error:0.092179
## [133]    train-error:0.083799
## [134]    train-error:0.092179
## [135]    train-error:0.086592
## [136]    train-error:0.089385
## [137]    train-error:0.075419
## [138]    train-error:0.089385
## [139]    train-error:0.086592
## [140]    train-error:0.081006
## [141]    train-error:0.078212
## [142]    train-error:0.086592
## [143]    train-error:0.078212
## [144]    train-error:0.081006
## [145]    train-error:0.078212
## [146]    train-error:0.075419
## [147]    train-error:0.086592
## [148]    train-error:0.075419
## [149]    train-error:0.089385
## [150]    train-error:0.069832
## [151]    train-error:0.086592
## [152]    train-error:0.081006
## [153]    train-error:0.083799
## [154]    train-error:0.086592
## [155]    train-error:0.089385
## [156]    train-error:0.086592
## [157]    train-error:0.086592
## [158]    train-error:0.097765
## [159]    train-error:0.092179
## [160]    train-error:0.083799
## [161]    train-error:0.094972
## [162]    train-error:0.086592
## [163]    train-error:0.094972
## [164]    train-error:0.092179
## [165]    train-error:0.094972
## [166]    train-error:0.092179
## [167]    train-error:0.092179
## [168]    train-error:0.094972
## [169]    train-error:0.086592
## [170]    train-error:0.081006
## [171]    train-error:0.081006
## [172]    train-error:0.078212
## [173]    train-error:0.083799
## [174]    train-error:0.078212
## [175]    train-error:0.078212
## [176]    train-error:0.083799
## [177]    train-error:0.081006
## [178]    train-error:0.081006
## [179]    train-error:0.075419
## [180]    train-error:0.089385
## [181]    train-error:0.083799
## [182]    train-error:0.069832
## [183]    train-error:0.067039
## [184]    train-error:0.072626
## [185]    train-error:0.075419
## [186]    train-error:0.064246
## [187]    train-error:0.075419
## [188]    train-error:0.067039
## [189]    train-error:0.083799
## [190]    train-error:0.083799
## [191]    train-error:0.072626
## [192]    train-error:0.069832
## [193]    train-error:0.064246
## [194]    train-error:0.064246
## [195]    train-error:0.064246
## [196]    train-error:0.075419
## [197]    train-error:0.072626
## [198]    train-error:0.069832
## [199]    train-error:0.061453
## [200]    train-error:0.058659
## [201]    train-error:0.067039
## [202]    train-error:0.078212
## [203]    train-error:0.069832
## [204]    train-error:0.069832
## [205]    train-error:0.075419
## [206]    train-error:0.078212
## [207]    train-error:0.078212
## [208]    train-error:0.078212
## [209]    train-error:0.072626
## [210]    train-error:0.069832
## [211]    train-error:0.075419
## [212]    train-error:0.069832
## [0]  train-error:0.182073
## [1]  train-error:0.193277
## [2]  train-error:0.151261
## [3]  train-error:0.162465
## [4]  train-error:0.156863
## [5]  train-error:0.128852
## [6]  train-error:0.126050
## [7]  train-error:0.128852
## [8]  train-error:0.137255
## [9]  train-error:0.126050
## [10] train-error:0.128852
## [11] train-error:0.126050
## [12] train-error:0.114846
## [13] train-error:0.131653
## [14] train-error:0.145658
## [15] train-error:0.137255
## [16] train-error:0.126050
## [17] train-error:0.117647
## [18] train-error:0.112045
## [19] train-error:0.126050
## [20] train-error:0.131653
## [21] train-error:0.123249
## [22] train-error:0.117647
## [23] train-error:0.123249
## [24] train-error:0.112045
## [25] train-error:0.114846
## [26] train-error:0.103641
## [27] train-error:0.106443
## [28] train-error:0.092437
## [29] train-error:0.086835
## [30] train-error:0.089636
## [31] train-error:0.084034
## [32] train-error:0.084034
## [33] train-error:0.095238
## [34] train-error:0.086835
## [35] train-error:0.100840
## [36] train-error:0.081232
## [37] train-error:0.098039
## [38] train-error:0.095238
## [39] train-error:0.098039
## [40] train-error:0.095238
## [41] train-error:0.089636
## [42] train-error:0.086835
## [43] train-error:0.089636
## [44] train-error:0.095238
## [45] train-error:0.100840
## [46] train-error:0.089636
## [47] train-error:0.092437
## [48] train-error:0.078431
## [49] train-error:0.086835
## [50] train-error:0.089636
## [51] train-error:0.089636
## [52] train-error:0.075630
## [53] train-error:0.078431
## [54] train-error:0.086835
## [55] train-error:0.078431
## [56] train-error:0.078431
## [57] train-error:0.084034
## [58] train-error:0.086835
## [59] train-error:0.092437
## [60] train-error:0.089636
## [61] train-error:0.078431
## [62] train-error:0.081232
## [63] train-error:0.098039
## [64] train-error:0.070028
## [65] train-error:0.075630
## [66] train-error:0.075630
## [67] train-error:0.070028
## [68] train-error:0.070028
## [69] train-error:0.070028
## [70] train-error:0.075630
## [71] train-error:0.075630
## [72] train-error:0.072829
## [73] train-error:0.078431
## [74] train-error:0.089636
## [75] train-error:0.086835
## [76] train-error:0.081232
## [77] train-error:0.081232
## [78] train-error:0.089636
## [79] train-error:0.086835
## [80] train-error:0.081232
## [81] train-error:0.089636
## [82] train-error:0.086835
## [83] train-error:0.078431
## [84] train-error:0.081232
## [85] train-error:0.070028
## [86] train-error:0.075630
## [87] train-error:0.075630
## [88] train-error:0.072829
## [89] train-error:0.078431
## [90] train-error:0.072829
## [91] train-error:0.064426
## [92] train-error:0.064426
## [93] train-error:0.072829
## [94] train-error:0.061625
## [95] train-error:0.067227
## [96] train-error:0.064426
## [97] train-error:0.053221
## [98] train-error:0.064426
## [99] train-error:0.070028
## [100]    train-error:0.061625
## [101]    train-error:0.058824
## [102]    train-error:0.058824
## [103]    train-error:0.064426
## [104]    train-error:0.064426
## [105]    train-error:0.067227
## [106]    train-error:0.061625
## [107]    train-error:0.058824
## [108]    train-error:0.056022
## [109]    train-error:0.078431
## [110]    train-error:0.070028
## [111]    train-error:0.064426
## [112]    train-error:0.058824
## [113]    train-error:0.075630
## [114]    train-error:0.070028
## [115]    train-error:0.067227
## [116]    train-error:0.047619
## [117]    train-error:0.058824
## [118]    train-error:0.047619
## [119]    train-error:0.061625
## [120]    train-error:0.056022
## [121]    train-error:0.058824
## [122]    train-error:0.056022
## [123]    train-error:0.058824
## [124]    train-error:0.050420
## [125]    train-error:0.047619
## [126]    train-error:0.058824
## [127]    train-error:0.047619
## [128]    train-error:0.056022
## [129]    train-error:0.047619
## [130]    train-error:0.050420
## [131]    train-error:0.042017
## [132]    train-error:0.044818
## [133]    train-error:0.050420
## [134]    train-error:0.053221
## [135]    train-error:0.047619
## [136]    train-error:0.050420
## [137]    train-error:0.047619
## [138]    train-error:0.044818
## [139]    train-error:0.050420
## [140]    train-error:0.047619
## [141]    train-error:0.053221
## [142]    train-error:0.053221
## [143]    train-error:0.044818
## [144]    train-error:0.050420
## [145]    train-error:0.044818
## [146]    train-error:0.039216
## [147]    train-error:0.039216
## [148]    train-error:0.047619
## [149]    train-error:0.056022
## [150]    train-error:0.061625
## [151]    train-error:0.044818
## [152]    train-error:0.044818
## [153]    train-error:0.058824
## [154]    train-error:0.047619
## [155]    train-error:0.047619
## [156]    train-error:0.053221
## [157]    train-error:0.047619
## [158]    train-error:0.044818
## [159]    train-error:0.047619
## [160]    train-error:0.047619
## [161]    train-error:0.050420
## [162]    train-error:0.053221
## [163]    train-error:0.050420
## [164]    train-error:0.044818
## [165]    train-error:0.042017
## [166]    train-error:0.039216
## [167]    train-error:0.039216
## [168]    train-error:0.039216
## [169]    train-error:0.039216
## [170]    train-error:0.044818
## [171]    train-error:0.039216
## [172]    train-error:0.044818
## [173]    train-error:0.050420
## [174]    train-error:0.047619
## [175]    train-error:0.053221
## [176]    train-error:0.044818
## [177]    train-error:0.044818
## [178]    train-error:0.047619
## [179]    train-error:0.056022
## [180]    train-error:0.039216
## [181]    train-error:0.047619
## [182]    train-error:0.039216
## [183]    train-error:0.042017
## [184]    train-error:0.039216
## [185]    train-error:0.030812
## [186]    train-error:0.036415
## [187]    train-error:0.042017
## [188]    train-error:0.036415
## [189]    train-error:0.033613
## [190]    train-error:0.036415
## [191]    train-error:0.047619
## [192]    train-error:0.044818
## [193]    train-error:0.042017
## [194]    train-error:0.039216
## [195]    train-error:0.042017
## [196]    train-error:0.039216
## [197]    train-error:0.042017
## [198]    train-error:0.039216
## [199]    train-error:0.042017
## [200]    train-error:0.050420
## [201]    train-error:0.044818
## [202]    train-error:0.053221
## [203]    train-error:0.047619
## [204]    train-error:0.056022
## [205]    train-error:0.053221
## [206]    train-error:0.047619
## [207]    train-error:0.050420
## [208]    train-error:0.053221
## [209]    train-error:0.050420
## [210]    train-error:0.047619
## [211]    train-error:0.050420
## [212]    train-error:0.047619
## [0]  train-error:0.330532
## [1]  train-error:0.232493
## [2]  train-error:0.187675
## [3]  train-error:0.179272
## [4]  train-error:0.173669
## [5]  train-error:0.182073
## [6]  train-error:0.184874
## [7]  train-error:0.182073
## [8]  train-error:0.182073
## [9]  train-error:0.154062
## [10] train-error:0.162465
## [11] train-error:0.151261
## [12] train-error:0.142857
## [13] train-error:0.151261
## [14] train-error:0.134454
## [15] train-error:0.109244
## [16] train-error:0.137255
## [17] train-error:0.128852
## [18] train-error:0.126050
## [19] train-error:0.123249
## [20] train-error:0.126050
## [21] train-error:0.123249
## [22] train-error:0.114846
## [23] train-error:0.112045
## [24] train-error:0.120448
## [25] train-error:0.109244
## [26] train-error:0.112045
## [27] train-error:0.117647
## [28] train-error:0.103641
## [29] train-error:0.114846
## [30] train-error:0.114846
## [31] train-error:0.114846
## [32] train-error:0.117647
## [33] train-error:0.120448
## [34] train-error:0.123249
## [35] train-error:0.117647
## [36] train-error:0.131653
## [37] train-error:0.114846
## [38] train-error:0.123249
## [39] train-error:0.114846
## [40] train-error:0.123249
## [41] train-error:0.123249
## [42] train-error:0.120448
## [43] train-error:0.114846
## [44] train-error:0.120448
## [45] train-error:0.131653
## [46] train-error:0.117647
## [47] train-error:0.126050
## [48] train-error:0.123249
## [49] train-error:0.112045
## [50] train-error:0.120448
## [51] train-error:0.117647
## [52] train-error:0.117647
## [53] train-error:0.120448
## [54] train-error:0.103641
## [55] train-error:0.117647
## [56] train-error:0.114846
## [57] train-error:0.109244
## [58] train-error:0.106443
## [59] train-error:0.109244
## [60] train-error:0.117647
## [61] train-error:0.120448
## [62] train-error:0.126050
## [63] train-error:0.117647
## [64] train-error:0.112045
## [65] train-error:0.109244
## [66] train-error:0.098039
## [67] train-error:0.103641
## [68] train-error:0.103641
## [69] train-error:0.098039
## [70] train-error:0.092437
## [71] train-error:0.098039
## [72] train-error:0.098039
## [73] train-error:0.098039
## [74] train-error:0.106443
## [75] train-error:0.100840
## [76] train-error:0.098039
## [77] train-error:0.095238
## [78] train-error:0.095238
## [79] train-error:0.100840
## [80] train-error:0.089636
## [81] train-error:0.092437
## [82] train-error:0.089636
## [83] train-error:0.092437
## [84] train-error:0.089636
## [85] train-error:0.084034
## [86] train-error:0.081232
## [87] train-error:0.098039
## [88] train-error:0.089636
## [89] train-error:0.095238
## [90] train-error:0.086835
## [91] train-error:0.086835
## [92] train-error:0.089636
## [93] train-error:0.092437
## [94] train-error:0.103641
## [95] train-error:0.103641
## [96] train-error:0.098039
## [97] train-error:0.098039
## [98] train-error:0.103641
## [99] train-error:0.103641
## [100]    train-error:0.095238
## [101]    train-error:0.092437
## [102]    train-error:0.103641
## [103]    train-error:0.098039
## [104]    train-error:0.098039
## [105]    train-error:0.084034
## [106]    train-error:0.086835
## [107]    train-error:0.092437
## [108]    train-error:0.084034
## [109]    train-error:0.081232
## [110]    train-error:0.084034
## [111]    train-error:0.089636
## [112]    train-error:0.081232
## [113]    train-error:0.086835
## [114]    train-error:0.089636
## [115]    train-error:0.092437
## [116]    train-error:0.098039
## [117]    train-error:0.092437
## [118]    train-error:0.098039
## [119]    train-error:0.081232
## [120]    train-error:0.081232
## [121]    train-error:0.092437
## [122]    train-error:0.095238
## [123]    train-error:0.095238
## [124]    train-error:0.095238
## [125]    train-error:0.081232
## [126]    train-error:0.075630
## [127]    train-error:0.086835
## [128]    train-error:0.084034
## [129]    train-error:0.084034
## [130]    train-error:0.081232
## [131]    train-error:0.078431
## [132]    train-error:0.070028
## [133]    train-error:0.070028
## [134]    train-error:0.075630
## [135]    train-error:0.078431
## [136]    train-error:0.089636
## [137]    train-error:0.086835
## [138]    train-error:0.084034
## [139]    train-error:0.078431
## [140]    train-error:0.081232
## [141]    train-error:0.081232
## [142]    train-error:0.078431
## [143]    train-error:0.084034
## [144]    train-error:0.078431
## [145]    train-error:0.078431
## [146]    train-error:0.081232
## [147]    train-error:0.075630
## [148]    train-error:0.092437
## [149]    train-error:0.098039
## [150]    train-error:0.098039
## [151]    train-error:0.092437
## [152]    train-error:0.098039
## [153]    train-error:0.092437
## [154]    train-error:0.103641
## [155]    train-error:0.095238
## [156]    train-error:0.089636
## [157]    train-error:0.081232
## [158]    train-error:0.081232
## [159]    train-error:0.078431
## [160]    train-error:0.067227
## [161]    train-error:0.086835
## [162]    train-error:0.075630
## [163]    train-error:0.075630
## [164]    train-error:0.078431
## [165]    train-error:0.081232
## [166]    train-error:0.075630
## [167]    train-error:0.081232
## [168]    train-error:0.081232
## [169]    train-error:0.086835
## [170]    train-error:0.081232
## [171]    train-error:0.084034
## [172]    train-error:0.089636
## [173]    train-error:0.086835
## [174]    train-error:0.089636
## [175]    train-error:0.086835
## [176]    train-error:0.086835
## [177]    train-error:0.084034
## [178]    train-error:0.078431
## [179]    train-error:0.084034
## [180]    train-error:0.092437
## [181]    train-error:0.084034
## [182]    train-error:0.084034
## [183]    train-error:0.081232
## [184]    train-error:0.072829
## [185]    train-error:0.070028
## [186]    train-error:0.070028
## [187]    train-error:0.075630
## [188]    train-error:0.070028
## [189]    train-error:0.075630
## [190]    train-error:0.081232
## [191]    train-error:0.081232
## [192]    train-error:0.086835
## [193]    train-error:0.072829
## [194]    train-error:0.070028
## [195]    train-error:0.056022
## [196]    train-error:0.072829
## [197]    train-error:0.064426
## [198]    train-error:0.072829
## [199]    train-error:0.072829
## [200]    train-error:0.072829
## [201]    train-error:0.067227
## [202]    train-error:0.067227
## [203]    train-error:0.064426
## [204]    train-error:0.064426
## [205]    train-error:0.061625
## [206]    train-error:0.072829
## [207]    train-error:0.058824
## [208]    train-error:0.070028
## [209]    train-error:0.064426
## [210]    train-error:0.067227
## [211]    train-error:0.067227
## [212]    train-error:0.058824
## [0]  train-error:0.388268
## [1]  train-error:0.388268
## [2]  train-error:0.388268
## [3]  train-error:0.388268
## [4]  train-error:0.388268
## [5]  train-error:0.388268
## [6]  train-error:0.229050
## [7]  train-error:0.324022
## [8]  train-error:0.324022
## [9]  train-error:0.324022
## [10] train-error:0.324022
## [11] train-error:0.268156
## [12] train-error:0.318436
## [13] train-error:0.262570
## [14] train-error:0.276536
## [15] train-error:0.340782
## [16] train-error:0.346369
## [17] train-error:0.346369
## [18] train-error:0.363128
## [19] train-error:0.354749
## [20] train-error:0.354749
## [21] train-error:0.351955
## [22] train-error:0.268156
## [23] train-error:0.270950
## [24] train-error:0.268156
## [25] train-error:0.265363
## [26] train-error:0.245810
## [27] train-error:0.245810
## [28] train-error:0.245810
## [29] train-error:0.262570
## [30] train-error:0.262570
## [31] train-error:0.265363
## [32] train-error:0.245810
## [33] train-error:0.265363
## [34] train-error:0.262570
## [35] train-error:0.248603
## [36] train-error:0.270950
## [37] train-error:0.273743
## [38] train-error:0.240223
## [39] train-error:0.243017
## [40] train-error:0.240223
## [41] train-error:0.243017
## [42] train-error:0.243017
## [43] train-error:0.237430
## [44] train-error:0.223464
## [45] train-error:0.220670
## [46] train-error:0.223464
## [47] train-error:0.223464
## [48] train-error:0.226257
## [49] train-error:0.223464
## [50] train-error:0.226257
## [51] train-error:0.226257
## [52] train-error:0.226257
## [53] train-error:0.223464
## [54] train-error:0.226257
## [55] train-error:0.226257
## [56] train-error:0.220670
## [57] train-error:0.217877
## [58] train-error:0.223464
## [59] train-error:0.223464
## [60] train-error:0.226257
## [61] train-error:0.226257
## [62] train-error:0.226257
## [63] train-error:0.223464
## [64] train-error:0.223464
## [65] train-error:0.223464
## [66] train-error:0.234637
## [67] train-error:0.243017
## [68] train-error:0.243017
## [69] train-error:0.243017
## [70] train-error:0.243017
## [71] train-error:0.240223
## [72] train-error:0.243017
## [73] train-error:0.243017
## [74] train-error:0.237430
## [75] train-error:0.237430
## [76] train-error:0.234637
## [77] train-error:0.223464
## [78] train-error:0.223464
## [79] train-error:0.223464
## [80] train-error:0.223464
## [81] train-error:0.223464
## [82] train-error:0.223464
## [83] train-error:0.226257
## [84] train-error:0.220670
## [85] train-error:0.220670
## [86] train-error:0.217877
## [87] train-error:0.223464
## [88] train-error:0.223464
## [89] train-error:0.223464
## [90] train-error:0.229050
## [91] train-error:0.220670
## [92] train-error:0.226257
## [93] train-error:0.226257
## [94] train-error:0.223464
## [95] train-error:0.226257
## [96] train-error:0.217877
## [97] train-error:0.220670
## [98] train-error:0.229050
## [99] train-error:0.220670
## [100]    train-error:0.223464
## [101]    train-error:0.220670
## [102]    train-error:0.220670
## [103]    train-error:0.217877
## [104]    train-error:0.217877
## [105]    train-error:0.212290
## [106]    train-error:0.226257
## [107]    train-error:0.223464
## [108]    train-error:0.220670
## [109]    train-error:0.223464
## [110]    train-error:0.215084
## [111]    train-error:0.215084
## [112]    train-error:0.215084
## [113]    train-error:0.212290
## [114]    train-error:0.212290
## [115]    train-error:0.215084
## [116]    train-error:0.215084
## [117]    train-error:0.212290
## [118]    train-error:0.212290
## [119]    train-error:0.215084
## [120]    train-error:0.212290
## [121]    train-error:0.217877
## [122]    train-error:0.217877
## [123]    train-error:0.220670
## [124]    train-error:0.220670
## [125]    train-error:0.215084
## [126]    train-error:0.217877
## [127]    train-error:0.215084
## [128]    train-error:0.217877
## [129]    train-error:0.215084
## [130]    train-error:0.220670
## [131]    train-error:0.217877
## [132]    train-error:0.215084
## [133]    train-error:0.217877
## [134]    train-error:0.220670
## [135]    train-error:0.220670
## [136]    train-error:0.220670
## [137]    train-error:0.220670
## [138]    train-error:0.217877
## [139]    train-error:0.220670
## [140]    train-error:0.223464
## [141]    train-error:0.220670
## [142]    train-error:0.223464
## [143]    train-error:0.223464
## [144]    train-error:0.223464
## [145]    train-error:0.217877
## [146]    train-error:0.217877
## [147]    train-error:0.215084
## [148]    train-error:0.223464
## [149]    train-error:0.220670
## [150]    train-error:0.223464
## [151]    train-error:0.220670
## [152]    train-error:0.220670
## [153]    train-error:0.220670
## [154]    train-error:0.220670
## [155]    train-error:0.217877
## [156]    train-error:0.223464
## [157]    train-error:0.220670
## [158]    train-error:0.220670
## [159]    train-error:0.220670
## [160]    train-error:0.220670
## [161]    train-error:0.217877
## [162]    train-error:0.217877
## [163]    train-error:0.223464
## [164]    train-error:0.220670
## [165]    train-error:0.220670
## [166]    train-error:0.220670
## [167]    train-error:0.217877
## [168]    train-error:0.217877
## [169]    train-error:0.220670
## [170]    train-error:0.223464
## [171]    train-error:0.220670
## [172]    train-error:0.220670
## [173]    train-error:0.220670
## [174]    train-error:0.220670
## [175]    train-error:0.223464
## [176]    train-error:0.217877
## [177]    train-error:0.217877
## [178]    train-error:0.217877
## [179]    train-error:0.217877
## [180]    train-error:0.217877
## [181]    train-error:0.217877
## [182]    train-error:0.217877
## [183]    train-error:0.217877
## [184]    train-error:0.217877
## [185]    train-error:0.217877
## [186]    train-error:0.220670
## [187]    train-error:0.217877
## [188]    train-error:0.220670
## [189]    train-error:0.220670
## [190]    train-error:0.217877
## [191]    train-error:0.217877
## [192]    train-error:0.215084
## [193]    train-error:0.217877
## [194]    train-error:0.217877
## [195]    train-error:0.217877
## [196]    train-error:0.215084
## [197]    train-error:0.217877
## [198]    train-error:0.217877
## [199]    train-error:0.217877
## [200]    train-error:0.215084
## [201]    train-error:0.215084
## [202]    train-error:0.215084
## [203]    train-error:0.215084
## [204]    train-error:0.215084
## [205]    train-error:0.212290
## [206]    train-error:0.209497
## [207]    train-error:0.220670
## [208]    train-error:0.212290
## [209]    train-error:0.212290
## [210]    train-error:0.212290
## [211]    train-error:0.215084
## [212]    train-error:0.215084
## [213]    train-error:0.212290
## [214]    train-error:0.212290
## [215]    train-error:0.215084
## [216]    train-error:0.215084
## [217]    train-error:0.217877
## [218]    train-error:0.217877
## [219]    train-error:0.217877
## [220]    train-error:0.217877
## [221]    train-error:0.217877
## [222]    train-error:0.217877
## [223]    train-error:0.215084
## [224]    train-error:0.215084
## [225]    train-error:0.215084
## [226]    train-error:0.215084
## [227]    train-error:0.215084
## [228]    train-error:0.212290
## [229]    train-error:0.217877
## [230]    train-error:0.217877
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.198880
## [4]  train-error:0.198880
## [5]  train-error:0.198880
## [6]  train-error:0.221289
## [7]  train-error:0.260504
## [8]  train-error:0.207283
## [9]  train-error:0.221289
## [10] train-error:0.221289
## [11] train-error:0.218487
## [12] train-error:0.218487
## [13] train-error:0.218487
## [14] train-error:0.218487
## [15] train-error:0.207283
## [16] train-error:0.215686
## [17] train-error:0.207283
## [18] train-error:0.207283
## [19] train-error:0.207283
## [20] train-error:0.207283
## [21] train-error:0.207283
## [22] train-error:0.204482
## [23] train-error:0.207283
## [24] train-error:0.207283
## [25] train-error:0.210084
## [26] train-error:0.207283
## [27] train-error:0.210084
## [28] train-error:0.207283
## [29] train-error:0.207283
## [30] train-error:0.210084
## [31] train-error:0.212885
## [32] train-error:0.212885
## [33] train-error:0.212885
## [34] train-error:0.212885
## [35] train-error:0.210084
## [36] train-error:0.204482
## [37] train-error:0.196078
## [38] train-error:0.196078
## [39] train-error:0.196078
## [40] train-error:0.184874
## [41] train-error:0.184874
## [42] train-error:0.190476
## [43] train-error:0.184874
## [44] train-error:0.196078
## [45] train-error:0.196078
## [46] train-error:0.196078
## [47] train-error:0.196078
## [48] train-error:0.196078
## [49] train-error:0.196078
## [50] train-error:0.184874
## [51] train-error:0.190476
## [52] train-error:0.184874
## [53] train-error:0.184874
## [54] train-error:0.198880
## [55] train-error:0.198880
## [56] train-error:0.198880
## [57] train-error:0.190476
## [58] train-error:0.190476
## [59] train-error:0.201681
## [60] train-error:0.201681
## [61] train-error:0.204482
## [62] train-error:0.201681
## [63] train-error:0.201681
## [64] train-error:0.201681
## [65] train-error:0.201681
## [66] train-error:0.201681
## [67] train-error:0.201681
## [68] train-error:0.201681
## [69] train-error:0.201681
## [70] train-error:0.201681
## [71] train-error:0.198880
## [72] train-error:0.201681
## [73] train-error:0.201681
## [74] train-error:0.201681
## [75] train-error:0.201681
## [76] train-error:0.201681
## [77] train-error:0.201681
## [78] train-error:0.201681
## [79] train-error:0.201681
## [80] train-error:0.201681
## [81] train-error:0.201681
## [82] train-error:0.201681
## [83] train-error:0.198880
## [84] train-error:0.190476
## [85] train-error:0.198880
## [86] train-error:0.201681
## [87] train-error:0.201681
## [88] train-error:0.201681
## [89] train-error:0.201681
## [90] train-error:0.198880
## [91] train-error:0.201681
## [92] train-error:0.198880
## [93] train-error:0.190476
## [94] train-error:0.190476
## [95] train-error:0.190476
## [96] train-error:0.190476
## [97] train-error:0.190476
## [98] train-error:0.187675
## [99] train-error:0.187675
## [100]    train-error:0.184874
## [101]    train-error:0.184874
## [102]    train-error:0.187675
## [103]    train-error:0.187675
## [104]    train-error:0.184874
## [105]    train-error:0.187675
## [106]    train-error:0.184874
## [107]    train-error:0.184874
## [108]    train-error:0.184874
## [109]    train-error:0.184874
## [110]    train-error:0.184874
## [111]    train-error:0.179272
## [112]    train-error:0.184874
## [113]    train-error:0.179272
## [114]    train-error:0.184874
## [115]    train-error:0.187675
## [116]    train-error:0.184874
## [117]    train-error:0.184874
## [118]    train-error:0.184874
## [119]    train-error:0.184874
## [120]    train-error:0.184874
## [121]    train-error:0.184874
## [122]    train-error:0.187675
## [123]    train-error:0.184874
## [124]    train-error:0.187675
## [125]    train-error:0.187675
## [126]    train-error:0.184874
## [127]    train-error:0.182073
## [128]    train-error:0.182073
## [129]    train-error:0.182073
## [130]    train-error:0.182073
## [131]    train-error:0.182073
## [132]    train-error:0.182073
## [133]    train-error:0.184874
## [134]    train-error:0.184874
## [135]    train-error:0.182073
## [136]    train-error:0.184874
## [137]    train-error:0.184874
## [138]    train-error:0.184874
## [139]    train-error:0.184874
## [140]    train-error:0.184874
## [141]    train-error:0.184874
## [142]    train-error:0.184874
## [143]    train-error:0.182073
## [144]    train-error:0.187675
## [145]    train-error:0.184874
## [146]    train-error:0.184874
## [147]    train-error:0.184874
## [148]    train-error:0.184874
## [149]    train-error:0.187675
## [150]    train-error:0.184874
## [151]    train-error:0.184874
## [152]    train-error:0.184874
## [153]    train-error:0.184874
## [154]    train-error:0.184874
## [155]    train-error:0.184874
## [156]    train-error:0.182073
## [157]    train-error:0.187675
## [158]    train-error:0.184874
## [159]    train-error:0.184874
## [160]    train-error:0.184874
## [161]    train-error:0.184874
## [162]    train-error:0.184874
## [163]    train-error:0.184874
## [164]    train-error:0.190476
## [165]    train-error:0.190476
## [166]    train-error:0.193277
## [167]    train-error:0.190476
## [168]    train-error:0.190476
## [169]    train-error:0.190476
## [170]    train-error:0.193277
## [171]    train-error:0.190476
## [172]    train-error:0.190476
## [173]    train-error:0.182073
## [174]    train-error:0.182073
## [175]    train-error:0.184874
## [176]    train-error:0.187675
## [177]    train-error:0.193277
## [178]    train-error:0.187675
## [179]    train-error:0.187675
## [180]    train-error:0.187675
## [181]    train-error:0.187675
## [182]    train-error:0.187675
## [183]    train-error:0.187675
## [184]    train-error:0.187675
## [185]    train-error:0.187675
## [186]    train-error:0.187675
## [187]    train-error:0.184874
## [188]    train-error:0.187675
## [189]    train-error:0.187675
## [190]    train-error:0.193277
## [191]    train-error:0.193277
## [192]    train-error:0.187675
## [193]    train-error:0.187675
## [194]    train-error:0.184874
## [195]    train-error:0.184874
## [196]    train-error:0.187675
## [197]    train-error:0.187675
## [198]    train-error:0.187675
## [199]    train-error:0.187675
## [200]    train-error:0.193277
## [201]    train-error:0.187675
## [202]    train-error:0.190476
## [203]    train-error:0.187675
## [204]    train-error:0.187675
## [205]    train-error:0.187675
## [206]    train-error:0.187675
## [207]    train-error:0.187675
## [208]    train-error:0.187675
## [209]    train-error:0.187675
## [210]    train-error:0.187675
## [211]    train-error:0.187675
## [212]    train-error:0.187675
## [213]    train-error:0.187675
## [214]    train-error:0.187675
## [215]    train-error:0.190476
## [216]    train-error:0.187675
## [217]    train-error:0.184874
## [218]    train-error:0.184874
## [219]    train-error:0.184874
## [220]    train-error:0.182073
## [221]    train-error:0.182073
## [222]    train-error:0.182073
## [223]    train-error:0.184874
## [224]    train-error:0.184874
## [225]    train-error:0.184874
## [226]    train-error:0.182073
## [227]    train-error:0.182073
## [228]    train-error:0.184874
## [229]    train-error:0.184874
## [230]    train-error:0.184874
## [0]  train-error:0.386555
## [1]  train-error:0.386555
## [2]  train-error:0.336134
## [3]  train-error:0.336134
## [4]  train-error:0.252101
## [5]  train-error:0.240896
## [6]  train-error:0.252101
## [7]  train-error:0.288515
## [8]  train-error:0.252101
## [9]  train-error:0.240896
## [10] train-error:0.252101
## [11] train-error:0.240896
## [12] train-error:0.240896
## [13] train-error:0.240896
## [14] train-error:0.240896
## [15] train-error:0.240896
## [16] train-error:0.240896
## [17] train-error:0.240896
## [18] train-error:0.238095
## [19] train-error:0.235294
## [20] train-error:0.240896
## [21] train-error:0.240896
## [22] train-error:0.240896
## [23] train-error:0.240896
## [24] train-error:0.238095
## [25] train-error:0.238095
## [26] train-error:0.238095
## [27] train-error:0.224090
## [28] train-error:0.224090
## [29] train-error:0.224090
## [30] train-error:0.224090
## [31] train-error:0.224090
## [32] train-error:0.224090
## [33] train-error:0.224090
## [34] train-error:0.224090
## [35] train-error:0.224090
## [36] train-error:0.224090
## [37] train-error:0.224090
## [38] train-error:0.224090
## [39] train-error:0.221289
## [40] train-error:0.224090
## [41] train-error:0.221289
## [42] train-error:0.224090
## [43] train-error:0.224090
## [44] train-error:0.224090
## [45] train-error:0.224090
## [46] train-error:0.221289
## [47] train-error:0.221289
## [48] train-error:0.221289
## [49] train-error:0.221289
## [50] train-error:0.221289
## [51] train-error:0.221289
## [52] train-error:0.221289
## [53] train-error:0.221289
## [54] train-error:0.221289
## [55] train-error:0.221289
## [56] train-error:0.221289
## [57] train-error:0.221289
## [58] train-error:0.221289
## [59] train-error:0.221289
## [60] train-error:0.221289
## [61] train-error:0.221289
## [62] train-error:0.224090
## [63] train-error:0.224090
## [64] train-error:0.221289
## [65] train-error:0.221289
## [66] train-error:0.221289
## [67] train-error:0.221289
## [68] train-error:0.224090
## [69] train-error:0.224090
## [70] train-error:0.221289
## [71] train-error:0.221289
## [72] train-error:0.221289
## [73] train-error:0.221289
## [74] train-error:0.221289
## [75] train-error:0.221289
## [76] train-error:0.221289
## [77] train-error:0.221289
## [78] train-error:0.221289
## [79] train-error:0.221289
## [80] train-error:0.221289
## [81] train-error:0.221289
## [82] train-error:0.221289
## [83] train-error:0.221289
## [84] train-error:0.221289
## [85] train-error:0.221289
## [86] train-error:0.221289
## [87] train-error:0.221289
## [88] train-error:0.221289
## [89] train-error:0.221289
## [90] train-error:0.221289
## [91] train-error:0.221289
## [92] train-error:0.221289
## [93] train-error:0.224090
## [94] train-error:0.224090
## [95] train-error:0.224090
## [96] train-error:0.224090
## [97] train-error:0.224090
## [98] train-error:0.221289
## [99] train-error:0.221289
## [100]    train-error:0.224090
## [101]    train-error:0.224090
## [102]    train-error:0.224090
## [103]    train-error:0.224090
## [104]    train-error:0.221289
## [105]    train-error:0.218487
## [106]    train-error:0.218487
## [107]    train-error:0.221289
## [108]    train-error:0.218487
## [109]    train-error:0.218487
## [110]    train-error:0.218487
## [111]    train-error:0.224090
## [112]    train-error:0.235294
## [113]    train-error:0.238095
## [114]    train-error:0.218487
## [115]    train-error:0.224090
## [116]    train-error:0.240896
## [117]    train-error:0.235294
## [118]    train-error:0.232493
## [119]    train-error:0.232493
## [120]    train-error:0.243697
## [121]    train-error:0.243697
## [122]    train-error:0.243697
## [123]    train-error:0.243697
## [124]    train-error:0.243697
## [125]    train-error:0.243697
## [126]    train-error:0.243697
## [127]    train-error:0.240896
## [128]    train-error:0.240896
## [129]    train-error:0.240896
## [130]    train-error:0.240896
## [131]    train-error:0.238095
## [132]    train-error:0.238095
## [133]    train-error:0.235294
## [134]    train-error:0.238095
## [135]    train-error:0.238095
## [136]    train-error:0.238095
## [137]    train-error:0.238095
## [138]    train-error:0.238095
## [139]    train-error:0.238095
## [140]    train-error:0.238095
## [141]    train-error:0.238095
## [142]    train-error:0.235294
## [143]    train-error:0.235294
## [144]    train-error:0.235294
## [145]    train-error:0.235294
## [146]    train-error:0.235294
## [147]    train-error:0.235294
## [148]    train-error:0.235294
## [149]    train-error:0.235294
## [150]    train-error:0.238095
## [151]    train-error:0.235294
## [152]    train-error:0.235294
## [153]    train-error:0.238095
## [154]    train-error:0.238095
## [155]    train-error:0.235294
## [156]    train-error:0.232493
## [157]    train-error:0.235294
## [158]    train-error:0.232493
## [159]    train-error:0.232493
## [160]    train-error:0.226891
## [161]    train-error:0.226891
## [162]    train-error:0.229692
## [163]    train-error:0.224090
## [164]    train-error:0.224090
## [165]    train-error:0.224090
## [166]    train-error:0.224090
## [167]    train-error:0.224090
## [168]    train-error:0.224090
## [169]    train-error:0.224090
## [170]    train-error:0.224090
## [171]    train-error:0.226891
## [172]    train-error:0.224090
## [173]    train-error:0.226891
## [174]    train-error:0.229692
## [175]    train-error:0.229692
## [176]    train-error:0.229692
## [177]    train-error:0.226891
## [178]    train-error:0.226891
## [179]    train-error:0.229692
## [180]    train-error:0.229692
## [181]    train-error:0.226891
## [182]    train-error:0.232493
## [183]    train-error:0.232493
## [184]    train-error:0.232493
## [185]    train-error:0.232493
## [186]    train-error:0.232493
## [187]    train-error:0.235294
## [188]    train-error:0.235294
## [189]    train-error:0.229692
## [190]    train-error:0.235294
## [191]    train-error:0.235294
## [192]    train-error:0.229692
## [193]    train-error:0.229692
## [194]    train-error:0.229692
## [195]    train-error:0.229692
## [196]    train-error:0.235294
## [197]    train-error:0.232493
## [198]    train-error:0.232493
## [199]    train-error:0.235294
## [200]    train-error:0.235294
## [201]    train-error:0.235294
## [202]    train-error:0.235294
## [203]    train-error:0.235294
## [204]    train-error:0.235294
## [205]    train-error:0.235294
## [206]    train-error:0.232493
## [207]    train-error:0.232493
## [208]    train-error:0.232493
## [209]    train-error:0.232493
## [210]    train-error:0.232493
## [211]    train-error:0.232493
## [212]    train-error:0.232493
## [213]    train-error:0.232493
## [214]    train-error:0.232493
## [215]    train-error:0.229692
## [216]    train-error:0.229692
## [217]    train-error:0.226891
## [218]    train-error:0.218487
## [219]    train-error:0.221289
## [220]    train-error:0.224090
## [221]    train-error:0.224090
## [222]    train-error:0.224090
## [223]    train-error:0.224090
## [224]    train-error:0.224090
## [225]    train-error:0.224090
## [226]    train-error:0.224090
## [227]    train-error:0.224090
## [228]    train-error:0.224090
## [229]    train-error:0.224090
## [230]    train-error:0.224090
## [0]  train-error:0.388268
## [1]  train-error:0.212290
## [2]  train-error:0.276536
## [3]  train-error:0.388268
## [4]  train-error:0.388268
## [5]  train-error:0.332402
## [6]  train-error:0.284916
## [7]  train-error:0.310056
## [8]  train-error:0.307263
## [9]  train-error:0.265363
## [10] train-error:0.265363
## [11] train-error:0.259777
## [12] train-error:0.268156
## [13] train-error:0.284916
## [14] train-error:0.284916
## [15] train-error:0.284916
## [16] train-error:0.245810
## [17] train-error:0.270950
## [18] train-error:0.265363
## [19] train-error:0.254190
## [20] train-error:0.268156
## [21] train-error:0.273743
## [22] train-error:0.254190
## [23] train-error:0.254190
## [24] train-error:0.259777
## [25] train-error:0.251397
## [26] train-error:0.251397
## [27] train-error:0.251397
## [28] train-error:0.262570
## [29] train-error:0.262570
## [30] train-error:0.262570
## [31] train-error:0.248603
## [32] train-error:0.251397
## [33] train-error:0.251397
## [34] train-error:0.256983
## [35] train-error:0.245810
## [36] train-error:0.251397
## [37] train-error:0.251397
## [38] train-error:0.237430
## [39] train-error:0.243017
## [40] train-error:0.243017
## [41] train-error:0.243017
## [42] train-error:0.243017
## [43] train-error:0.245810
## [44] train-error:0.248603
## [45] train-error:0.237430
## [46] train-error:0.234637
## [47] train-error:0.234637
## [48] train-error:0.234637
## [49] train-error:0.234637
## [50] train-error:0.243017
## [51] train-error:0.220670
## [52] train-error:0.215084
## [53] train-error:0.220670
## [54] train-error:0.217877
## [55] train-error:0.217877
## [56] train-error:0.217877
## [57] train-error:0.215084
## [58] train-error:0.215084
## [59] train-error:0.217877
## [60] train-error:0.220670
## [61] train-error:0.217877
## [62] train-error:0.217877
## [63] train-error:0.217877
## [64] train-error:0.217877
## [65] train-error:0.217877
## [66] train-error:0.220670
## [67] train-error:0.217877
## [68] train-error:0.217877
## [69] train-error:0.220670
## [70] train-error:0.217877
## [71] train-error:0.217877
## [72] train-error:0.220670
## [73] train-error:0.217877
## [74] train-error:0.217877
## [75] train-error:0.217877
## [76] train-error:0.215084
## [77] train-error:0.217877
## [78] train-error:0.217877
## [79] train-error:0.217877
## [80] train-error:0.217877
## [81] train-error:0.220670
## [82] train-error:0.217877
## [83] train-error:0.220670
## [84] train-error:0.220670
## [85] train-error:0.220670
## [86] train-error:0.220670
## [87] train-error:0.215084
## [88] train-error:0.217877
## [89] train-error:0.220670
## [90] train-error:0.220670
## [91] train-error:0.220670
## [92] train-error:0.215084
## [93] train-error:0.217877
## [94] train-error:0.212290
## [95] train-error:0.215084
## [96] train-error:0.212290
## [97] train-error:0.212290
## [98] train-error:0.212290
## [99] train-error:0.212290
## [100]    train-error:0.215084
## [101]    train-error:0.215084
## [102]    train-error:0.215084
## [103]    train-error:0.217877
## [104]    train-error:0.220670
## [105]    train-error:0.220670
## [106]    train-error:0.220670
## [107]    train-error:0.220670
## [108]    train-error:0.220670
## [109]    train-error:0.220670
## [110]    train-error:0.217877
## [111]    train-error:0.220670
## [112]    train-error:0.220670
## [113]    train-error:0.220670
## [114]    train-error:0.220670
## [115]    train-error:0.220670
## [116]    train-error:0.220670
## [117]    train-error:0.220670
## [118]    train-error:0.220670
## [119]    train-error:0.220670
## [120]    train-error:0.220670
## [121]    train-error:0.220670
## [122]    train-error:0.220670
## [123]    train-error:0.220670
## [124]    train-error:0.220670
## [125]    train-error:0.220670
## [126]    train-error:0.220670
## [127]    train-error:0.217877
## [128]    train-error:0.217877
## [129]    train-error:0.226257
## [130]    train-error:0.223464
## [131]    train-error:0.220670
## [132]    train-error:0.220670
## [133]    train-error:0.220670
## [134]    train-error:0.220670
## [135]    train-error:0.220670
## [136]    train-error:0.217877
## [137]    train-error:0.217877
## [138]    train-error:0.220670
## [139]    train-error:0.217877
## [140]    train-error:0.217877
## [141]    train-error:0.226257
## [142]    train-error:0.223464
## [143]    train-error:0.223464
## [144]    train-error:0.223464
## [145]    train-error:0.223464
## [146]    train-error:0.223464
## [147]    train-error:0.223464
## [148]    train-error:0.217877
## [149]    train-error:0.223464
## [150]    train-error:0.217877
## [151]    train-error:0.217877
## [152]    train-error:0.220670
## [153]    train-error:0.217877
## [154]    train-error:0.220670
## [155]    train-error:0.217877
## [156]    train-error:0.217877
## [157]    train-error:0.223464
## [158]    train-error:0.226257
## [159]    train-error:0.226257
## [160]    train-error:0.226257
## [161]    train-error:0.226257
## [162]    train-error:0.226257
## [163]    train-error:0.226257
## [164]    train-error:0.223464
## [165]    train-error:0.223464
## [166]    train-error:0.223464
## [167]    train-error:0.223464
## [168]    train-error:0.223464
## [169]    train-error:0.223464
## [170]    train-error:0.220670
## [171]    train-error:0.220670
## [172]    train-error:0.220670
## [173]    train-error:0.220670
## [174]    train-error:0.220670
## [175]    train-error:0.220670
## [176]    train-error:0.220670
## [177]    train-error:0.220670
## [178]    train-error:0.220670
## [179]    train-error:0.220670
## [180]    train-error:0.220670
## [181]    train-error:0.220670
## [182]    train-error:0.220670
## [183]    train-error:0.217877
## [184]    train-error:0.217877
## [185]    train-error:0.217877
## [186]    train-error:0.223464
## [187]    train-error:0.223464
## [188]    train-error:0.223464
## [189]    train-error:0.220670
## [190]    train-error:0.220670
## [191]    train-error:0.223464
## [192]    train-error:0.223464
## [193]    train-error:0.223464
## [194]    train-error:0.220670
## [195]    train-error:0.223464
## [196]    train-error:0.223464
## [197]    train-error:0.223464
## [198]    train-error:0.223464
## [199]    train-error:0.220670
## [200]    train-error:0.223464
## [201]    train-error:0.223464
## [202]    train-error:0.223464
## [203]    train-error:0.223464
## [204]    train-error:0.223464
## [205]    train-error:0.220670
## [206]    train-error:0.223464
## [207]    train-error:0.217877
## [208]    train-error:0.220670
## [209]    train-error:0.220670
## [210]    train-error:0.220670
## [211]    train-error:0.220670
## [212]    train-error:0.220670
## [213]    train-error:0.217877
## [214]    train-error:0.217877
## [215]    train-error:0.220670
## [216]    train-error:0.217877
## [217]    train-error:0.217877
## [218]    train-error:0.220670
## [219]    train-error:0.217877
## [220]    train-error:0.217877
## [221]    train-error:0.217877
## [222]    train-error:0.217877
## [223]    train-error:0.217877
## [224]    train-error:0.217877
## [225]    train-error:0.223464
## [226]    train-error:0.220670
## [227]    train-error:0.226257
## [228]    train-error:0.226257
## [229]    train-error:0.226257
## [230]    train-error:0.226257
## [231]    train-error:0.223464
## [232]    train-error:0.220670
## [233]    train-error:0.223464
## [234]    train-error:0.206704
## [235]    train-error:0.212290
## [236]    train-error:0.206704
## [237]    train-error:0.206704
## [238]    train-error:0.206704
## [239]    train-error:0.206704
## [240]    train-error:0.206704
## [241]    train-error:0.223464
## [242]    train-error:0.223464
## [243]    train-error:0.206704
## [244]    train-error:0.206704
## [245]    train-error:0.206704
## [246]    train-error:0.206704
## [247]    train-error:0.206704
## [248]    train-error:0.206704
## [249]    train-error:0.206704
## [250]    train-error:0.223464
## [251]    train-error:0.223464
## [252]    train-error:0.223464
## [253]    train-error:0.223464
## [254]    train-error:0.223464
## [255]    train-error:0.206704
## [256]    train-error:0.223464
## [257]    train-error:0.223464
## [258]    train-error:0.206704
## [259]    train-error:0.223464
## [260]    train-error:0.220670
## [261]    train-error:0.223464
## [262]    train-error:0.223464
## [263]    train-error:0.220670
## [264]    train-error:0.220670
## [265]    train-error:0.220670
## [266]    train-error:0.223464
## [267]    train-error:0.223464
## [268]    train-error:0.220670
## [269]    train-error:0.220670
## [270]    train-error:0.220670
## [271]    train-error:0.220670
## [272]    train-error:0.220670
## [273]    train-error:0.220670
## [274]    train-error:0.220670
## [275]    train-error:0.220670
## [276]    train-error:0.223464
## [277]    train-error:0.223464
## [278]    train-error:0.223464
## [279]    train-error:0.223464
## [280]    train-error:0.223464
## [281]    train-error:0.215084
## [282]    train-error:0.223464
## [283]    train-error:0.223464
## [284]    train-error:0.223464
## [285]    train-error:0.223464
## [286]    train-error:0.223464
## [287]    train-error:0.223464
## [288]    train-error:0.223464
## [289]    train-error:0.223464
## [290]    train-error:0.217877
## [291]    train-error:0.217877
## [292]    train-error:0.223464
## [293]    train-error:0.223464
## [294]    train-error:0.223464
## [295]    train-error:0.223464
## [296]    train-error:0.223464
## [297]    train-error:0.217877
## [298]    train-error:0.223464
## [299]    train-error:0.223464
## [300]    train-error:0.217877
## [301]    train-error:0.223464
## [302]    train-error:0.223464
## [303]    train-error:0.220670
## [304]    train-error:0.223464
## [305]    train-error:0.223464
## [306]    train-error:0.223464
## [307]    train-error:0.223464
## [308]    train-error:0.223464
## [309]    train-error:0.223464
## [310]    train-error:0.223464
## [311]    train-error:0.220670
## [312]    train-error:0.223464
## [313]    train-error:0.223464
## [314]    train-error:0.223464
## [315]    train-error:0.223464
## [316]    train-error:0.223464
## [317]    train-error:0.223464
## [318]    train-error:0.223464
## [319]    train-error:0.215084
## [320]    train-error:0.215084
## [321]    train-error:0.215084
## [322]    train-error:0.215084
## [323]    train-error:0.215084
## [324]    train-error:0.217877
## [325]    train-error:0.217877
## [326]    train-error:0.215084
## [327]    train-error:0.215084
## [328]    train-error:0.220670
## [329]    train-error:0.215084
## [330]    train-error:0.223464
## [331]    train-error:0.223464
## [332]    train-error:0.220670
## [333]    train-error:0.223464
## [334]    train-error:0.223464
## [335]    train-error:0.223464
## [336]    train-error:0.223464
## [337]    train-error:0.223464
## [338]    train-error:0.223464
## [339]    train-error:0.223464
## [340]    train-error:0.223464
## [341]    train-error:0.220670
## [342]    train-error:0.223464
## [343]    train-error:0.223464
## [344]    train-error:0.223464
## [345]    train-error:0.223464
## [346]    train-error:0.223464
## [347]    train-error:0.223464
## [348]    train-error:0.220670
## [349]    train-error:0.223464
## [350]    train-error:0.209497
## [351]    train-error:0.215084
## [352]    train-error:0.215084
## [353]    train-error:0.209497
## [354]    train-error:0.209497
## [355]    train-error:0.220670
## [356]    train-error:0.220670
## [357]    train-error:0.220670
## [358]    train-error:0.209497
## [359]    train-error:0.215084
## [360]    train-error:0.215084
## [361]    train-error:0.212290
## [362]    train-error:0.215084
## [363]    train-error:0.215084
## [364]    train-error:0.215084
## [365]    train-error:0.217877
## [366]    train-error:0.215084
## [367]    train-error:0.217877
## [368]    train-error:0.215084
## [369]    train-error:0.215084
## [370]    train-error:0.215084
## [371]    train-error:0.215084
## [372]    train-error:0.223464
## [373]    train-error:0.223464
## [374]    train-error:0.223464
## [375]    train-error:0.223464
## [376]    train-error:0.217877
## [377]    train-error:0.223464
## [378]    train-error:0.223464
## [379]    train-error:0.217877
## [380]    train-error:0.217877
## [381]    train-error:0.217877
## [382]    train-error:0.223464
## [383]    train-error:0.223464
## [384]    train-error:0.223464
## [385]    train-error:0.223464
## [386]    train-error:0.223464
## [387]    train-error:0.223464
## [388]    train-error:0.223464
## [389]    train-error:0.223464
## [390]    train-error:0.223464
## [391]    train-error:0.217877
## [392]    train-error:0.217877
## [393]    train-error:0.223464
## [394]    train-error:0.223464
## [395]    train-error:0.223464
## [396]    train-error:0.223464
## [397]    train-error:0.223464
## [398]    train-error:0.223464
## [399]    train-error:0.223464
## [400]    train-error:0.223464
## [401]    train-error:0.220670
## [402]    train-error:0.217877
## [403]    train-error:0.223464
## [404]    train-error:0.223464
## [405]    train-error:0.223464
## [406]    train-error:0.223464
## [407]    train-error:0.223464
## [408]    train-error:0.223464
## [409]    train-error:0.223464
## [410]    train-error:0.223464
## [411]    train-error:0.223464
## [412]    train-error:0.223464
## [413]    train-error:0.223464
## [414]    train-error:0.226257
## [415]    train-error:0.223464
## [416]    train-error:0.223464
## [417]    train-error:0.223464
## [418]    train-error:0.215084
## [419]    train-error:0.223464
## [420]    train-error:0.226257
## [0]  train-error:0.378151
## [1]  train-error:0.190476
## [2]  train-error:0.193277
## [3]  train-error:0.190476
## [4]  train-error:0.193277
## [5]  train-error:0.193277
## [6]  train-error:0.193277
## [7]  train-error:0.193277
## [8]  train-error:0.179272
## [9]  train-error:0.182073
## [10] train-error:0.182073
## [11] train-error:0.182073
## [12] train-error:0.179272
## [13] train-error:0.182073
## [14] train-error:0.182073
## [15] train-error:0.187675
## [16] train-error:0.187675
## [17] train-error:0.182073
## [18] train-error:0.184874
## [19] train-error:0.187675
## [20] train-error:0.182073
## [21] train-error:0.193277
## [22] train-error:0.184874
## [23] train-error:0.184874
## [24] train-error:0.198880
## [25] train-error:0.212885
## [26] train-error:0.212885
## [27] train-error:0.210084
## [28] train-error:0.204482
## [29] train-error:0.193277
## [30] train-error:0.210084
## [31] train-error:0.210084
## [32] train-error:0.210084
## [33] train-error:0.182073
## [34] train-error:0.184874
## [35] train-error:0.184874
## [36] train-error:0.184874
## [37] train-error:0.179272
## [38] train-error:0.193277
## [39] train-error:0.187675
## [40] train-error:0.182073
## [41] train-error:0.182073
## [42] train-error:0.182073
## [43] train-error:0.182073
## [44] train-error:0.182073
## [45] train-error:0.179272
## [46] train-error:0.179272
## [47] train-error:0.179272
## [48] train-error:0.179272
## [49] train-error:0.187675
## [50] train-error:0.187675
## [51] train-error:0.187675
## [52] train-error:0.179272
## [53] train-error:0.187675
## [54] train-error:0.190476
## [55] train-error:0.184874
## [56] train-error:0.196078
## [57] train-error:0.187675
## [58] train-error:0.193277
## [59] train-error:0.193277
## [60] train-error:0.193277
## [61] train-error:0.193277
## [62] train-error:0.190476
## [63] train-error:0.196078
## [64] train-error:0.196078
## [65] train-error:0.196078
## [66] train-error:0.198880
## [67] train-error:0.196078
## [68] train-error:0.198880
## [69] train-error:0.196078
## [70] train-error:0.198880
## [71] train-error:0.196078
## [72] train-error:0.190476
## [73] train-error:0.196078
## [74] train-error:0.196078
## [75] train-error:0.190476
## [76] train-error:0.196078
## [77] train-error:0.196078
## [78] train-error:0.198880
## [79] train-error:0.198880
## [80] train-error:0.198880
## [81] train-error:0.198880
## [82] train-error:0.198880
## [83] train-error:0.198880
## [84] train-error:0.198880
## [85] train-error:0.193277
## [86] train-error:0.196078
## [87] train-error:0.193277
## [88] train-error:0.201681
## [89] train-error:0.198880
## [90] train-error:0.201681
## [91] train-error:0.201681
## [92] train-error:0.198880
## [93] train-error:0.201681
## [94] train-error:0.201681
## [95] train-error:0.201681
## [96] train-error:0.201681
## [97] train-error:0.201681
## [98] train-error:0.196078
## [99] train-error:0.201681
## [100]    train-error:0.212885
## [101]    train-error:0.196078
## [102]    train-error:0.212885
## [103]    train-error:0.193277
## [104]    train-error:0.196078
## [105]    train-error:0.193277
## [106]    train-error:0.193277
## [107]    train-error:0.193277
## [108]    train-error:0.196078
## [109]    train-error:0.196078
## [110]    train-error:0.196078
## [111]    train-error:0.196078
## [112]    train-error:0.196078
## [113]    train-error:0.196078
## [114]    train-error:0.198880
## [115]    train-error:0.198880
## [116]    train-error:0.193277
## [117]    train-error:0.193277
## [118]    train-error:0.193277
## [119]    train-error:0.196078
## [120]    train-error:0.196078
## [121]    train-error:0.196078
## [122]    train-error:0.196078
## [123]    train-error:0.196078
## [124]    train-error:0.196078
## [125]    train-error:0.196078
## [126]    train-error:0.196078
## [127]    train-error:0.198880
## [128]    train-error:0.193277
## [129]    train-error:0.201681
## [130]    train-error:0.201681
## [131]    train-error:0.201681
## [132]    train-error:0.193277
## [133]    train-error:0.198880
## [134]    train-error:0.193277
## [135]    train-error:0.193277
## [136]    train-error:0.193277
## [137]    train-error:0.201681
## [138]    train-error:0.193277
## [139]    train-error:0.193277
## [140]    train-error:0.193277
## [141]    train-error:0.196078
## [142]    train-error:0.201681
## [143]    train-error:0.201681
## [144]    train-error:0.201681
## [145]    train-error:0.210084
## [146]    train-error:0.221289
## [147]    train-error:0.221289
## [148]    train-error:0.226891
## [149]    train-error:0.221289
## [150]    train-error:0.221289
## [151]    train-error:0.221289
## [152]    train-error:0.221289
## [153]    train-error:0.212885
## [154]    train-error:0.212885
## [155]    train-error:0.207283
## [156]    train-error:0.212885
## [157]    train-error:0.193277
## [158]    train-error:0.193277
## [159]    train-error:0.204482
## [160]    train-error:0.204482
## [161]    train-error:0.190476
## [162]    train-error:0.193277
## [163]    train-error:0.193277
## [164]    train-error:0.196078
## [165]    train-error:0.193277
## [166]    train-error:0.198880
## [167]    train-error:0.198880
## [168]    train-error:0.198880
## [169]    train-error:0.198880
## [170]    train-error:0.198880
## [171]    train-error:0.196078
## [172]    train-error:0.198880
## [173]    train-error:0.198880
## [174]    train-error:0.198880
## [175]    train-error:0.196078
## [176]    train-error:0.198880
## [177]    train-error:0.196078
## [178]    train-error:0.190476
## [179]    train-error:0.198880
## [180]    train-error:0.198880
## [181]    train-error:0.193277
## [182]    train-error:0.198880
## [183]    train-error:0.198880
## [184]    train-error:0.198880
## [185]    train-error:0.198880
## [186]    train-error:0.193277
## [187]    train-error:0.193277
## [188]    train-error:0.190476
## [189]    train-error:0.193277
## [190]    train-error:0.190476
## [191]    train-error:0.190476
## [192]    train-error:0.190476
## [193]    train-error:0.193277
## [194]    train-error:0.193277
## [195]    train-error:0.190476
## [196]    train-error:0.190476
## [197]    train-error:0.193277
## [198]    train-error:0.193277
## [199]    train-error:0.190476
## [200]    train-error:0.190476
## [201]    train-error:0.190476
## [202]    train-error:0.190476
## [203]    train-error:0.190476
## [204]    train-error:0.190476
## [205]    train-error:0.190476
## [206]    train-error:0.190476
## [207]    train-error:0.190476
## [208]    train-error:0.193277
## [209]    train-error:0.190476
## [210]    train-error:0.193277
## [211]    train-error:0.190476
## [212]    train-error:0.190476
## [213]    train-error:0.193277
## [214]    train-error:0.193277
## [215]    train-error:0.193277
## [216]    train-error:0.193277
## [217]    train-error:0.193277
## [218]    train-error:0.193277
## [219]    train-error:0.193277
## [220]    train-error:0.190476
## [221]    train-error:0.190476
## [222]    train-error:0.190476
## [223]    train-error:0.190476
## [224]    train-error:0.193277
## [225]    train-error:0.193277
## [226]    train-error:0.193277
## [227]    train-error:0.198880
## [228]    train-error:0.198880
## [229]    train-error:0.193277
## [230]    train-error:0.198880
## [231]    train-error:0.196078
## [232]    train-error:0.196078
## [233]    train-error:0.193277
## [234]    train-error:0.193277
## [235]    train-error:0.193277
## [236]    train-error:0.193277
## [237]    train-error:0.193277
## [238]    train-error:0.193277
## [239]    train-error:0.193277
## [240]    train-error:0.187675
## [241]    train-error:0.187675
## [242]    train-error:0.187675
## [243]    train-error:0.184874
## [244]    train-error:0.184874
## [245]    train-error:0.187675
## [246]    train-error:0.187675
## [247]    train-error:0.187675
## [248]    train-error:0.193277
## [249]    train-error:0.193277
## [250]    train-error:0.193277
## [251]    train-error:0.193277
## [252]    train-error:0.193277
## [253]    train-error:0.193277
## [254]    train-error:0.190476
## [255]    train-error:0.193277
## [256]    train-error:0.190476
## [257]    train-error:0.193277
## [258]    train-error:0.198880
## [259]    train-error:0.196078
## [260]    train-error:0.193277
## [261]    train-error:0.198880
## [262]    train-error:0.198880
## [263]    train-error:0.196078
## [264]    train-error:0.196078
## [265]    train-error:0.196078
## [266]    train-error:0.198880
## [267]    train-error:0.198880
## [268]    train-error:0.198880
## [269]    train-error:0.190476
## [270]    train-error:0.190476
## [271]    train-error:0.193277
## [272]    train-error:0.193277
## [273]    train-error:0.190476
## [274]    train-error:0.190476
## [275]    train-error:0.190476
## [276]    train-error:0.193277
## [277]    train-error:0.190476
## [278]    train-error:0.190476
## [279]    train-error:0.190476
## [280]    train-error:0.190476
## [281]    train-error:0.187675
## [282]    train-error:0.193277
## [283]    train-error:0.193277
## [284]    train-error:0.193277
## [285]    train-error:0.193277
## [286]    train-error:0.193277
## [287]    train-error:0.193277
## [288]    train-error:0.190476
## [289]    train-error:0.190476
## [290]    train-error:0.193277
## [291]    train-error:0.193277
## [292]    train-error:0.190476
## [293]    train-error:0.190476
## [294]    train-error:0.190476
## [295]    train-error:0.190476
## [296]    train-error:0.190476
## [297]    train-error:0.190476
## [298]    train-error:0.190476
## [299]    train-error:0.193277
## [300]    train-error:0.193277
## [301]    train-error:0.190476
## [302]    train-error:0.190476
## [303]    train-error:0.190476
## [304]    train-error:0.190476
## [305]    train-error:0.190476
## [306]    train-error:0.190476
## [307]    train-error:0.190476
## [308]    train-error:0.193277
## [309]    train-error:0.190476
## [310]    train-error:0.193277
## [311]    train-error:0.190476
## [312]    train-error:0.190476
## [313]    train-error:0.190476
## [314]    train-error:0.190476
## [315]    train-error:0.193277
## [316]    train-error:0.193277
## [317]    train-error:0.193277
## [318]    train-error:0.193277
## [319]    train-error:0.184874
## [320]    train-error:0.190476
## [321]    train-error:0.187675
## [322]    train-error:0.182073
## [323]    train-error:0.182073
## [324]    train-error:0.182073
## [325]    train-error:0.187675
## [326]    train-error:0.190476
## [327]    train-error:0.190476
## [328]    train-error:0.190476
## [329]    train-error:0.190476
## [330]    train-error:0.193277
## [331]    train-error:0.193277
## [332]    train-error:0.193277
## [333]    train-error:0.190476
## [334]    train-error:0.190476
## [335]    train-error:0.190476
## [336]    train-error:0.193277
## [337]    train-error:0.193277
## [338]    train-error:0.193277
## [339]    train-error:0.193277
## [340]    train-error:0.187675
## [341]    train-error:0.184874
## [342]    train-error:0.190476
## [343]    train-error:0.193277
## [344]    train-error:0.193277
## [345]    train-error:0.193277
## [346]    train-error:0.190476
## [347]    train-error:0.190476
## [348]    train-error:0.190476
## [349]    train-error:0.190476
## [350]    train-error:0.190476
## [351]    train-error:0.190476
## [352]    train-error:0.193277
## [353]    train-error:0.193277
## [354]    train-error:0.193277
## [355]    train-error:0.190476
## [356]    train-error:0.190476
## [357]    train-error:0.190476
## [358]    train-error:0.193277
## [359]    train-error:0.193277
## [360]    train-error:0.193277
## [361]    train-error:0.190476
## [362]    train-error:0.193277
## [363]    train-error:0.190476
## [364]    train-error:0.187675
## [365]    train-error:0.187675
## [366]    train-error:0.187675
## [367]    train-error:0.187675
## [368]    train-error:0.187675
## [369]    train-error:0.187675
## [370]    train-error:0.187675
## [371]    train-error:0.187675
## [372]    train-error:0.187675
## [373]    train-error:0.184874
## [374]    train-error:0.187675
## [375]    train-error:0.187675
## [376]    train-error:0.190476
## [377]    train-error:0.190476
## [378]    train-error:0.193277
## [379]    train-error:0.184874
## [380]    train-error:0.187675
## [381]    train-error:0.187675
## [382]    train-error:0.187675
## [383]    train-error:0.193277
## [384]    train-error:0.187675
## [385]    train-error:0.187675
## [386]    train-error:0.190476
## [387]    train-error:0.182073
## [388]    train-error:0.187675
## [389]    train-error:0.193277
## [390]    train-error:0.193277
## [391]    train-error:0.193277
## [392]    train-error:0.193277
## [393]    train-error:0.187675
## [394]    train-error:0.187675
## [395]    train-error:0.182073
## [396]    train-error:0.182073
## [397]    train-error:0.182073
## [398]    train-error:0.182073
## [399]    train-error:0.182073
## [400]    train-error:0.182073
## [401]    train-error:0.182073
## [402]    train-error:0.182073
## [403]    train-error:0.190476
## [404]    train-error:0.190476
## [405]    train-error:0.193277
## [406]    train-error:0.190476
## [407]    train-error:0.190476
## [408]    train-error:0.190476
## [409]    train-error:0.190476
## [410]    train-error:0.190476
## [411]    train-error:0.190476
## [412]    train-error:0.193277
## [413]    train-error:0.190476
## [414]    train-error:0.190476
## [415]    train-error:0.190476
## [416]    train-error:0.184874
## [417]    train-error:0.184874
## [418]    train-error:0.173669
## [419]    train-error:0.190476
## [420]    train-error:0.190476
## [0]  train-error:0.338936
## [1]  train-error:0.291317
## [2]  train-error:0.291317
## [3]  train-error:0.291317
## [4]  train-error:0.226891
## [5]  train-error:0.249300
## [6]  train-error:0.249300
## [7]  train-error:0.249300
## [8]  train-error:0.249300
## [9]  train-error:0.249300
## [10] train-error:0.249300
## [11] train-error:0.249300
## [12] train-error:0.254902
## [13] train-error:0.266106
## [14] train-error:0.254902
## [15] train-error:0.254902
## [16] train-error:0.271709
## [17] train-error:0.254902
## [18] train-error:0.271709
## [19] train-error:0.271709
## [20] train-error:0.271709
## [21] train-error:0.271709
## [22] train-error:0.268908
## [23] train-error:0.271709
## [24] train-error:0.271709
## [25] train-error:0.271709
## [26] train-error:0.271709
## [27] train-error:0.268908
## [28] train-error:0.268908
## [29] train-error:0.266106
## [30] train-error:0.266106
## [31] train-error:0.249300
## [32] train-error:0.249300
## [33] train-error:0.263305
## [34] train-error:0.263305
## [35] train-error:0.266106
## [36] train-error:0.266106
## [37] train-error:0.263305
## [38] train-error:0.263305
## [39] train-error:0.263305
## [40] train-error:0.263305
## [41] train-error:0.263305
## [42] train-error:0.268908
## [43] train-error:0.266106
## [44] train-error:0.268908
## [45] train-error:0.268908
## [46] train-error:0.268908
## [47] train-error:0.266106
## [48] train-error:0.274510
## [49] train-error:0.274510
## [50] train-error:0.271709
## [51] train-error:0.263305
## [52] train-error:0.263305
## [53] train-error:0.266106
## [54] train-error:0.266106
## [55] train-error:0.266106
## [56] train-error:0.268908
## [57] train-error:0.268908
## [58] train-error:0.268908
## [59] train-error:0.271709
## [60] train-error:0.274510
## [61] train-error:0.274510
## [62] train-error:0.271709
## [63] train-error:0.271709
## [64] train-error:0.271709
## [65] train-error:0.271709
## [66] train-error:0.271709
## [67] train-error:0.271709
## [68] train-error:0.271709
## [69] train-error:0.274510
## [70] train-error:0.274510
## [71] train-error:0.274510
## [72] train-error:0.274510
## [73] train-error:0.274510
## [74] train-error:0.271709
## [75] train-error:0.271709
## [76] train-error:0.252101
## [77] train-error:0.260504
## [78] train-error:0.260504
## [79] train-error:0.260504
## [80] train-error:0.260504
## [81] train-error:0.254902
## [82] train-error:0.249300
## [83] train-error:0.263305
## [84] train-error:0.274510
## [85] train-error:0.271709
## [86] train-error:0.274510
## [87] train-error:0.268908
## [88] train-error:0.271709
## [89] train-error:0.271709
## [90] train-error:0.274510
## [91] train-error:0.263305
## [92] train-error:0.260504
## [93] train-error:0.257703
## [94] train-error:0.260504
## [95] train-error:0.260504
## [96] train-error:0.260504
## [97] train-error:0.257703
## [98] train-error:0.257703
## [99] train-error:0.254902
## [100]    train-error:0.252101
## [101]    train-error:0.252101
## [102]    train-error:0.252101
## [103]    train-error:0.252101
## [104]    train-error:0.252101
## [105]    train-error:0.252101
## [106]    train-error:0.257703
## [107]    train-error:0.254902
## [108]    train-error:0.257703
## [109]    train-error:0.257703
## [110]    train-error:0.257703
## [111]    train-error:0.254902
## [112]    train-error:0.254902
## [113]    train-error:0.254902
## [114]    train-error:0.254902
## [115]    train-error:0.254902
## [116]    train-error:0.254902
## [117]    train-error:0.254902
## [118]    train-error:0.254902
## [119]    train-error:0.254902
## [120]    train-error:0.249300
## [121]    train-error:0.254902
## [122]    train-error:0.249300
## [123]    train-error:0.249300
## [124]    train-error:0.249300
## [125]    train-error:0.249300
## [126]    train-error:0.254902
## [127]    train-error:0.257703
## [128]    train-error:0.257703
## [129]    train-error:0.254902
## [130]    train-error:0.254902
## [131]    train-error:0.257703
## [132]    train-error:0.257703
## [133]    train-error:0.249300
## [134]    train-error:0.252101
## [135]    train-error:0.252101
## [136]    train-error:0.252101
## [137]    train-error:0.252101
## [138]    train-error:0.249300
## [139]    train-error:0.249300
## [140]    train-error:0.246499
## [141]    train-error:0.249300
## [142]    train-error:0.249300
## [143]    train-error:0.249300
## [144]    train-error:0.249300
## [145]    train-error:0.249300
## [146]    train-error:0.249300
## [147]    train-error:0.249300
## [148]    train-error:0.249300
## [149]    train-error:0.249300
## [150]    train-error:0.249300
## [151]    train-error:0.249300
## [152]    train-error:0.249300
## [153]    train-error:0.240896
## [154]    train-error:0.246499
## [155]    train-error:0.246499
## [156]    train-error:0.243697
## [157]    train-error:0.240896
## [158]    train-error:0.238095
## [159]    train-error:0.238095
## [160]    train-error:0.246499
## [161]    train-error:0.235294
## [162]    train-error:0.243697
## [163]    train-error:0.238095
## [164]    train-error:0.235294
## [165]    train-error:0.235294
## [166]    train-error:0.240896
## [167]    train-error:0.235294
## [168]    train-error:0.238095
## [169]    train-error:0.240896
## [170]    train-error:0.240896
## [171]    train-error:0.240896
## [172]    train-error:0.240896
## [173]    train-error:0.238095
## [174]    train-error:0.235294
## [175]    train-error:0.235294
## [176]    train-error:0.238095
## [177]    train-error:0.240896
## [178]    train-error:0.240896
## [179]    train-error:0.238095
## [180]    train-error:0.240896
## [181]    train-error:0.240896
## [182]    train-error:0.243697
## [183]    train-error:0.243697
## [184]    train-error:0.240896
## [185]    train-error:0.240896
## [186]    train-error:0.240896
## [187]    train-error:0.240896
## [188]    train-error:0.238095
## [189]    train-error:0.229692
## [190]    train-error:0.232493
## [191]    train-error:0.229692
## [192]    train-error:0.229692
## [193]    train-error:0.229692
## [194]    train-error:0.232493
## [195]    train-error:0.229692
## [196]    train-error:0.229692
## [197]    train-error:0.229692
## [198]    train-error:0.232493
## [199]    train-error:0.229692
## [200]    train-error:0.229692
## [201]    train-error:0.229692
## [202]    train-error:0.229692
## [203]    train-error:0.229692
## [204]    train-error:0.229692
## [205]    train-error:0.224090
## [206]    train-error:0.226891
## [207]    train-error:0.232493
## [208]    train-error:0.224090
## [209]    train-error:0.229692
## [210]    train-error:0.238095
## [211]    train-error:0.229692
## [212]    train-error:0.229692
## [213]    train-error:0.229692
## [214]    train-error:0.232493
## [215]    train-error:0.232493
## [216]    train-error:0.232493
## [217]    train-error:0.232493
## [218]    train-error:0.232493
## [219]    train-error:0.232493
## [220]    train-error:0.232493
## [221]    train-error:0.232493
## [222]    train-error:0.229692
## [223]    train-error:0.232493
## [224]    train-error:0.232493
## [225]    train-error:0.232493
## [226]    train-error:0.232493
## [227]    train-error:0.238095
## [228]    train-error:0.238095
## [229]    train-error:0.229692
## [230]    train-error:0.226891
## [231]    train-error:0.226891
## [232]    train-error:0.235294
## [233]    train-error:0.238095
## [234]    train-error:0.235294
## [235]    train-error:0.238095
## [236]    train-error:0.240896
## [237]    train-error:0.232493
## [238]    train-error:0.232493
## [239]    train-error:0.232493
## [240]    train-error:0.232493
## [241]    train-error:0.224090
## [242]    train-error:0.232493
## [243]    train-error:0.232493
## [244]    train-error:0.224090
## [245]    train-error:0.224090
## [246]    train-error:0.226891
## [247]    train-error:0.226891
## [248]    train-error:0.224090
## [249]    train-error:0.224090
## [250]    train-error:0.226891
## [251]    train-error:0.226891
## [252]    train-error:0.226891
## [253]    train-error:0.226891
## [254]    train-error:0.229692
## [255]    train-error:0.226891
## [256]    train-error:0.226891
## [257]    train-error:0.226891
## [258]    train-error:0.226891
## [259]    train-error:0.226891
## [260]    train-error:0.226891
## [261]    train-error:0.226891
## [262]    train-error:0.226891
## [263]    train-error:0.226891
## [264]    train-error:0.226891
## [265]    train-error:0.226891
## [266]    train-error:0.226891
## [267]    train-error:0.226891
## [268]    train-error:0.226891
## [269]    train-error:0.229692
## [270]    train-error:0.226891
## [271]    train-error:0.226891
## [272]    train-error:0.226891
## [273]    train-error:0.226891
## [274]    train-error:0.226891
## [275]    train-error:0.226891
## [276]    train-error:0.221289
## [277]    train-error:0.221289
## [278]    train-error:0.221289
## [279]    train-error:0.224090
## [280]    train-error:0.221289
## [281]    train-error:0.221289
## [282]    train-error:0.224090
## [283]    train-error:0.221289
## [284]    train-error:0.221289
## [285]    train-error:0.232493
## [286]    train-error:0.221289
## [287]    train-error:0.218487
## [288]    train-error:0.218487
## [289]    train-error:0.221289
## [290]    train-error:0.224090
## [291]    train-error:0.221289
## [292]    train-error:0.224090
## [293]    train-error:0.221289
## [294]    train-error:0.243697
## [295]    train-error:0.246499
## [296]    train-error:0.246499
## [297]    train-error:0.243697
## [298]    train-error:0.238095
## [299]    train-error:0.224090
## [300]    train-error:0.235294
## [301]    train-error:0.235294
## [302]    train-error:0.232493
## [303]    train-error:0.235294
## [304]    train-error:0.232493
## [305]    train-error:0.232493
## [306]    train-error:0.232493
## [307]    train-error:0.235294
## [308]    train-error:0.243697
## [309]    train-error:0.221289
## [310]    train-error:0.235294
## [311]    train-error:0.235294
## [312]    train-error:0.232493
## [313]    train-error:0.235294
## [314]    train-error:0.243697
## [315]    train-error:0.243697
## [316]    train-error:0.246499
## [317]    train-error:0.243697
## [318]    train-error:0.243697
## [319]    train-error:0.235294
## [320]    train-error:0.235294
## [321]    train-error:0.212885
## [322]    train-error:0.215686
## [323]    train-error:0.232493
## [324]    train-error:0.243697
## [325]    train-error:0.243697
## [326]    train-error:0.232493
## [327]    train-error:0.226891
## [328]    train-error:0.226891
## [329]    train-error:0.226891
## [330]    train-error:0.226891
## [331]    train-error:0.215686
## [332]    train-error:0.226891
## [333]    train-error:0.226891
## [334]    train-error:0.215686
## [335]    train-error:0.226891
## [336]    train-error:0.229692
## [337]    train-error:0.229692
## [338]    train-error:0.232493
## [339]    train-error:0.229692
## [340]    train-error:0.229692
## [341]    train-error:0.226891
## [342]    train-error:0.229692
## [343]    train-error:0.226891
## [344]    train-error:0.224090
## [345]    train-error:0.224090
## [346]    train-error:0.226891
## [347]    train-error:0.224090
## [348]    train-error:0.224090
## [349]    train-error:0.226891
## [350]    train-error:0.229692
## [351]    train-error:0.229692
## [352]    train-error:0.240896
## [353]    train-error:0.238095
## [354]    train-error:0.240896
## [355]    train-error:0.240896
## [356]    train-error:0.240896
## [357]    train-error:0.243697
## [358]    train-error:0.240896
## [359]    train-error:0.240896
## [360]    train-error:0.240896
## [361]    train-error:0.243697
## [362]    train-error:0.243697
## [363]    train-error:0.240896
## [364]    train-error:0.246499
## [365]    train-error:0.243697
## [366]    train-error:0.243697
## [367]    train-error:0.243697
## [368]    train-error:0.246499
## [369]    train-error:0.232493
## [370]    train-error:0.232493
## [371]    train-error:0.246499
## [372]    train-error:0.246499
## [373]    train-error:0.243697
## [374]    train-error:0.246499
## [375]    train-error:0.246499
## [376]    train-error:0.243697
## [377]    train-error:0.246499
## [378]    train-error:0.246499
## [379]    train-error:0.229692
## [380]    train-error:0.246499
## [381]    train-error:0.240896
## [382]    train-error:0.238095
## [383]    train-error:0.238095
## [384]    train-error:0.243697
## [385]    train-error:0.243697
## [386]    train-error:0.240896
## [387]    train-error:0.232493
## [388]    train-error:0.224090
## [389]    train-error:0.232493
## [390]    train-error:0.224090
## [391]    train-error:0.232493
## [392]    train-error:0.232493
## [393]    train-error:0.232493
## [394]    train-error:0.243697
## [395]    train-error:0.243697
## [396]    train-error:0.243697
## [397]    train-error:0.232493
## [398]    train-error:0.232493
## [399]    train-error:0.232493
## [400]    train-error:0.232493
## [401]    train-error:0.221289
## [402]    train-error:0.221289
## [403]    train-error:0.232493
## [404]    train-error:0.232493
## [405]    train-error:0.243697
## [406]    train-error:0.243697
## [407]    train-error:0.243697
## [408]    train-error:0.243697
## [409]    train-error:0.243697
## [410]    train-error:0.240896
## [411]    train-error:0.240896
## [412]    train-error:0.240896
## [413]    train-error:0.238095
## [414]    train-error:0.240896
## [415]    train-error:0.232493
## [416]    train-error:0.226891
## [417]    train-error:0.226891
## [418]    train-error:0.224090
## [419]    train-error:0.235294
## [420]    train-error:0.235294
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.192737
## [5]  train-error:0.212290
## [6]  train-error:0.198324
## [7]  train-error:0.215084
## [8]  train-error:0.189944
## [9]  train-error:0.187151
## [10] train-error:0.187151
## [11] train-error:0.184358
## [12] train-error:0.187151
## [13] train-error:0.181564
## [14] train-error:0.189944
## [15] train-error:0.178771
## [16] train-error:0.184358
## [17] train-error:0.187151
## [18] train-error:0.178771
## [19] train-error:0.181564
## [20] train-error:0.184358
## [21] train-error:0.184358
## [22] train-error:0.187151
## [23] train-error:0.178771
## [24] train-error:0.173184
## [25] train-error:0.164804
## [26] train-error:0.162011
## [27] train-error:0.164804
## [28] train-error:0.153631
## [29] train-error:0.153631
## [30] train-error:0.159218
## [31] train-error:0.162011
## [32] train-error:0.162011
## [33] train-error:0.159218
## [34] train-error:0.159218
## [35] train-error:0.156425
## [36] train-error:0.159218
## [37] train-error:0.153631
## [38] train-error:0.156425
## [39] train-error:0.156425
## [40] train-error:0.153631
## [41] train-error:0.153631
## [42] train-error:0.156425
## [43] train-error:0.153631
## [44] train-error:0.150838
## [45] train-error:0.145251
## [46] train-error:0.148045
## [47] train-error:0.150838
## [48] train-error:0.145251
## [49] train-error:0.148045
## [50] train-error:0.150838
## [51] train-error:0.150838
## [52] train-error:0.148045
## [53] train-error:0.148045
## [54] train-error:0.153631
## [55] train-error:0.142458
## [56] train-error:0.145251
## [57] train-error:0.150838
## [58] train-error:0.145251
## [59] train-error:0.145251
## [60] train-error:0.153631
## [61] train-error:0.148045
## [62] train-error:0.145251
## [63] train-error:0.142458
## [64] train-error:0.145251
## [65] train-error:0.139665
## [66] train-error:0.145251
## [67] train-error:0.148045
## [68] train-error:0.142458
## [69] train-error:0.136872
## [70] train-error:0.139665
## [71] train-error:0.139665
## [72] train-error:0.148045
## [73] train-error:0.148045
## [74] train-error:0.142458
## [75] train-error:0.136872
## [76] train-error:0.134078
## [77] train-error:0.145251
## [78] train-error:0.145251
## [79] train-error:0.142458
## [80] train-error:0.134078
## [81] train-error:0.139665
## [82] train-error:0.136872
## [83] train-error:0.136872
## [84] train-error:0.136872
## [85] train-error:0.139665
## [86] train-error:0.142458
## [87] train-error:0.142458
## [88] train-error:0.142458
## [89] train-error:0.139665
## [90] train-error:0.134078
## [91] train-error:0.134078
## [92] train-error:0.136872
## [93] train-error:0.134078
## [94] train-error:0.136872
## [95] train-error:0.136872
## [96] train-error:0.128492
## [97] train-error:0.131285
## [98] train-error:0.131285
## [99] train-error:0.125698
## [100]    train-error:0.128492
## [101]    train-error:0.128492
## [102]    train-error:0.128492
## [103]    train-error:0.131285
## [104]    train-error:0.128492
## [105]    train-error:0.125698
## [106]    train-error:0.125698
## [107]    train-error:0.131285
## [108]    train-error:0.134078
## [109]    train-error:0.134078
## [110]    train-error:0.134078
## [111]    train-error:0.134078
## [112]    train-error:0.131285
## [113]    train-error:0.131285
## [114]    train-error:0.131285
## [115]    train-error:0.128492
## [116]    train-error:0.125698
## [117]    train-error:0.131285
## [118]    train-error:0.131285
## [119]    train-error:0.131285
## [120]    train-error:0.131285
## [121]    train-error:0.128492
## [122]    train-error:0.131285
## [123]    train-error:0.131285
## [124]    train-error:0.131285
## [125]    train-error:0.122905
## [126]    train-error:0.122905
## [127]    train-error:0.122905
## [128]    train-error:0.122905
## [129]    train-error:0.122905
## [130]    train-error:0.122905
## [131]    train-error:0.122905
## [132]    train-error:0.122905
## [133]    train-error:0.125698
## [134]    train-error:0.125698
## [135]    train-error:0.125698
## [136]    train-error:0.128492
## [137]    train-error:0.125698
## [138]    train-error:0.125698
## [139]    train-error:0.128492
## [140]    train-error:0.128492
## [141]    train-error:0.125698
## [142]    train-error:0.125698
## [143]    train-error:0.122905
## [144]    train-error:0.122905
## [145]    train-error:0.122905
## [146]    train-error:0.134078
## [147]    train-error:0.131285
## [148]    train-error:0.128492
## [149]    train-error:0.128492
## [150]    train-error:0.128492
## [151]    train-error:0.128492
## [152]    train-error:0.128492
## [153]    train-error:0.128492
## [154]    train-error:0.125698
## [155]    train-error:0.128492
## [156]    train-error:0.128492
## [157]    train-error:0.128492
## [158]    train-error:0.125698
## [159]    train-error:0.120112
## [160]    train-error:0.120112
## [161]    train-error:0.120112
## [162]    train-error:0.131285
## [163]    train-error:0.134078
## [164]    train-error:0.131285
## [165]    train-error:0.125698
## [166]    train-error:0.120112
## [167]    train-error:0.120112
## [168]    train-error:0.122905
## [169]    train-error:0.125698
## [170]    train-error:0.125698
## [171]    train-error:0.125698
## [172]    train-error:0.128492
## [173]    train-error:0.125698
## [174]    train-error:0.125698
## [175]    train-error:0.125698
## [176]    train-error:0.125698
## [177]    train-error:0.125698
## [178]    train-error:0.122905
## [179]    train-error:0.125698
## [180]    train-error:0.122905
## [181]    train-error:0.122905
## [182]    train-error:0.128492
## [183]    train-error:0.125698
## [184]    train-error:0.128492
## [185]    train-error:0.128492
## [186]    train-error:0.122905
## [187]    train-error:0.128492
## [188]    train-error:0.128492
## [189]    train-error:0.128492
## [190]    train-error:0.128492
## [191]    train-error:0.122905
## [192]    train-error:0.122905
## [193]    train-error:0.122905
## [194]    train-error:0.122905
## [195]    train-error:0.120112
## [196]    train-error:0.117318
## [197]    train-error:0.117318
## [198]    train-error:0.117318
## [199]    train-error:0.117318
## [200]    train-error:0.117318
## [201]    train-error:0.117318
## [202]    train-error:0.120112
## [203]    train-error:0.120112
## [204]    train-error:0.120112
## [205]    train-error:0.120112
## [206]    train-error:0.122905
## [207]    train-error:0.120112
## [208]    train-error:0.120112
## [209]    train-error:0.120112
## [210]    train-error:0.120112
## [211]    train-error:0.120112
## [212]    train-error:0.122905
## [213]    train-error:0.122905
## [214]    train-error:0.125698
## [215]    train-error:0.125698
## [216]    train-error:0.125698
## [217]    train-error:0.125698
## [218]    train-error:0.128492
## [219]    train-error:0.125698
## [220]    train-error:0.125698
## [221]    train-error:0.128492
## [222]    train-error:0.128492
## [223]    train-error:0.125698
## [224]    train-error:0.131285
## [225]    train-error:0.128492
## [226]    train-error:0.122905
## [227]    train-error:0.125698
## [228]    train-error:0.125698
## [229]    train-error:0.128492
## [230]    train-error:0.131285
## [231]    train-error:0.131285
## [232]    train-error:0.128492
## [233]    train-error:0.125698
## [234]    train-error:0.125698
## [235]    train-error:0.125698
## [236]    train-error:0.125698
## [237]    train-error:0.125698
## [238]    train-error:0.128492
## [239]    train-error:0.122905
## [240]    train-error:0.122905
## [241]    train-error:0.122905
## [242]    train-error:0.128492
## [243]    train-error:0.128492
## [244]    train-error:0.128492
## [245]    train-error:0.117318
## [246]    train-error:0.128492
## [247]    train-error:0.128492
## [248]    train-error:0.117318
## [249]    train-error:0.117318
## [250]    train-error:0.117318
## [251]    train-error:0.117318
## [252]    train-error:0.120112
## [253]    train-error:0.117318
## [254]    train-error:0.114525
## [255]    train-error:0.117318
## [256]    train-error:0.122905
## [257]    train-error:0.122905
## [258]    train-error:0.125698
## [259]    train-error:0.122905
## [260]    train-error:0.122905
## [0]  train-error:0.190476
## [1]  train-error:0.173669
## [2]  train-error:0.190476
## [3]  train-error:0.184874
## [4]  train-error:0.176471
## [5]  train-error:0.182073
## [6]  train-error:0.173669
## [7]  train-error:0.176471
## [8]  train-error:0.184874
## [9]  train-error:0.182073
## [10] train-error:0.184874
## [11] train-error:0.173669
## [12] train-error:0.170868
## [13] train-error:0.162465
## [14] train-error:0.156863
## [15] train-error:0.154062
## [16] train-error:0.170868
## [17] train-error:0.179272
## [18] train-error:0.168067
## [19] train-error:0.165266
## [20] train-error:0.156863
## [21] train-error:0.151261
## [22] train-error:0.145658
## [23] train-error:0.148459
## [24] train-error:0.151261
## [25] train-error:0.151261
## [26] train-error:0.148459
## [27] train-error:0.137255
## [28] train-error:0.140056
## [29] train-error:0.134454
## [30] train-error:0.140056
## [31] train-error:0.140056
## [32] train-error:0.131653
## [33] train-error:0.134454
## [34] train-error:0.134454
## [35] train-error:0.117647
## [36] train-error:0.128852
## [37] train-error:0.126050
## [38] train-error:0.134454
## [39] train-error:0.126050
## [40] train-error:0.128852
## [41] train-error:0.126050
## [42] train-error:0.123249
## [43] train-error:0.128852
## [44] train-error:0.126050
## [45] train-error:0.126050
## [46] train-error:0.123249
## [47] train-error:0.120448
## [48] train-error:0.126050
## [49] train-error:0.126050
## [50] train-error:0.120448
## [51] train-error:0.123249
## [52] train-error:0.123249
## [53] train-error:0.126050
## [54] train-error:0.128852
## [55] train-error:0.123249
## [56] train-error:0.117647
## [57] train-error:0.114846
## [58] train-error:0.112045
## [59] train-error:0.114846
## [60] train-error:0.120448
## [61] train-error:0.109244
## [62] train-error:0.109244
## [63] train-error:0.106443
## [64] train-error:0.109244
## [65] train-error:0.106443
## [66] train-error:0.109244
## [67] train-error:0.106443
## [68] train-error:0.109244
## [69] train-error:0.106443
## [70] train-error:0.109244
## [71] train-error:0.106443
## [72] train-error:0.106443
## [73] train-error:0.109244
## [74] train-error:0.106443
## [75] train-error:0.112045
## [76] train-error:0.112045
## [77] train-error:0.114846
## [78] train-error:0.117647
## [79] train-error:0.117647
## [80] train-error:0.120448
## [81] train-error:0.117647
## [82] train-error:0.114846
## [83] train-error:0.106443
## [84] train-error:0.109244
## [85] train-error:0.112045
## [86] train-error:0.112045
## [87] train-error:0.114846
## [88] train-error:0.112045
## [89] train-error:0.112045
## [90] train-error:0.112045
## [91] train-error:0.112045
## [92] train-error:0.109244
## [93] train-error:0.114846
## [94] train-error:0.112045
## [95] train-error:0.112045
## [96] train-error:0.112045
## [97] train-error:0.114846
## [98] train-error:0.117647
## [99] train-error:0.117647
## [100]    train-error:0.109244
## [101]    train-error:0.106443
## [102]    train-error:0.114846
## [103]    train-error:0.106443
## [104]    train-error:0.109244
## [105]    train-error:0.109244
## [106]    train-error:0.109244
## [107]    train-error:0.114846
## [108]    train-error:0.112045
## [109]    train-error:0.109244
## [110]    train-error:0.112045
## [111]    train-error:0.114846
## [112]    train-error:0.109244
## [113]    train-error:0.109244
## [114]    train-error:0.109244
## [115]    train-error:0.114846
## [116]    train-error:0.117647
## [117]    train-error:0.106443
## [118]    train-error:0.106443
## [119]    train-error:0.100840
## [120]    train-error:0.103641
## [121]    train-error:0.100840
## [122]    train-error:0.100840
## [123]    train-error:0.103641
## [124]    train-error:0.106443
## [125]    train-error:0.103641
## [126]    train-error:0.106443
## [127]    train-error:0.100840
## [128]    train-error:0.100840
## [129]    train-error:0.103641
## [130]    train-error:0.100840
## [131]    train-error:0.100840
## [132]    train-error:0.106443
## [133]    train-error:0.103641
## [134]    train-error:0.103641
## [135]    train-error:0.106443
## [136]    train-error:0.103641
## [137]    train-error:0.103641
## [138]    train-error:0.103641
## [139]    train-error:0.103641
## [140]    train-error:0.103641
## [141]    train-error:0.103641
## [142]    train-error:0.100840
## [143]    train-error:0.103641
## [144]    train-error:0.100840
## [145]    train-error:0.100840
## [146]    train-error:0.100840
## [147]    train-error:0.100840
## [148]    train-error:0.103641
## [149]    train-error:0.100840
## [150]    train-error:0.103641
## [151]    train-error:0.103641
## [152]    train-error:0.098039
## [153]    train-error:0.098039
## [154]    train-error:0.098039
## [155]    train-error:0.103641
## [156]    train-error:0.103641
## [157]    train-error:0.100840
## [158]    train-error:0.100840
## [159]    train-error:0.100840
## [160]    train-error:0.100840
## [161]    train-error:0.100840
## [162]    train-error:0.100840
## [163]    train-error:0.103641
## [164]    train-error:0.103641
## [165]    train-error:0.100840
## [166]    train-error:0.100840
## [167]    train-error:0.098039
## [168]    train-error:0.098039
## [169]    train-error:0.095238
## [170]    train-error:0.098039
## [171]    train-error:0.095238
## [172]    train-error:0.092437
## [173]    train-error:0.092437
## [174]    train-error:0.095238
## [175]    train-error:0.095238
## [176]    train-error:0.098039
## [177]    train-error:0.098039
## [178]    train-error:0.098039
## [179]    train-error:0.098039
## [180]    train-error:0.095238
## [181]    train-error:0.098039
## [182]    train-error:0.095238
## [183]    train-error:0.095238
## [184]    train-error:0.095238
## [185]    train-error:0.092437
## [186]    train-error:0.089636
## [187]    train-error:0.095238
## [188]    train-error:0.095238
## [189]    train-error:0.095238
## [190]    train-error:0.095238
## [191]    train-error:0.095238
## [192]    train-error:0.095238
## [193]    train-error:0.095238
## [194]    train-error:0.089636
## [195]    train-error:0.084034
## [196]    train-error:0.089636
## [197]    train-error:0.086835
## [198]    train-error:0.081232
## [199]    train-error:0.086835
## [200]    train-error:0.089636
## [201]    train-error:0.086835
## [202]    train-error:0.089636
## [203]    train-error:0.086835
## [204]    train-error:0.089636
## [205]    train-error:0.089636
## [206]    train-error:0.092437
## [207]    train-error:0.092437
## [208]    train-error:0.098039
## [209]    train-error:0.098039
## [210]    train-error:0.098039
## [211]    train-error:0.098039
## [212]    train-error:0.095238
## [213]    train-error:0.098039
## [214]    train-error:0.098039
## [215]    train-error:0.092437
## [216]    train-error:0.100840
## [217]    train-error:0.098039
## [218]    train-error:0.095238
## [219]    train-error:0.092437
## [220]    train-error:0.098039
## [221]    train-error:0.098039
## [222]    train-error:0.095238
## [223]    train-error:0.092437
## [224]    train-error:0.095238
## [225]    train-error:0.092437
## [226]    train-error:0.092437
## [227]    train-error:0.092437
## [228]    train-error:0.089636
## [229]    train-error:0.086835
## [230]    train-error:0.086835
## [231]    train-error:0.089636
## [232]    train-error:0.092437
## [233]    train-error:0.092437
## [234]    train-error:0.092437
## [235]    train-error:0.092437
## [236]    train-error:0.092437
## [237]    train-error:0.092437
## [238]    train-error:0.089636
## [239]    train-error:0.086835
## [240]    train-error:0.089636
## [241]    train-error:0.092437
## [242]    train-error:0.092437
## [243]    train-error:0.095238
## [244]    train-error:0.098039
## [245]    train-error:0.095238
## [246]    train-error:0.095238
## [247]    train-error:0.095238
## [248]    train-error:0.095238
## [249]    train-error:0.098039
## [250]    train-error:0.095238
## [251]    train-error:0.092437
## [252]    train-error:0.092437
## [253]    train-error:0.092437
## [254]    train-error:0.092437
## [255]    train-error:0.092437
## [256]    train-error:0.092437
## [257]    train-error:0.095238
## [258]    train-error:0.089636
## [259]    train-error:0.092437
## [260]    train-error:0.089636
## [0]  train-error:0.218487
## [1]  train-error:0.215686
## [2]  train-error:0.187675
## [3]  train-error:0.201681
## [4]  train-error:0.187675
## [5]  train-error:0.207283
## [6]  train-error:0.207283
## [7]  train-error:0.190476
## [8]  train-error:0.184874
## [9]  train-error:0.176471
## [10] train-error:0.154062
## [11] train-error:0.156863
## [12] train-error:0.151261
## [13] train-error:0.142857
## [14] train-error:0.134454
## [15] train-error:0.137255
## [16] train-error:0.145658
## [17] train-error:0.137255
## [18] train-error:0.137255
## [19] train-error:0.134454
## [20] train-error:0.137255
## [21] train-error:0.134454
## [22] train-error:0.128852
## [23] train-error:0.131653
## [24] train-error:0.142857
## [25] train-error:0.137255
## [26] train-error:0.128852
## [27] train-error:0.131653
## [28] train-error:0.131653
## [29] train-error:0.126050
## [30] train-error:0.131653
## [31] train-error:0.140056
## [32] train-error:0.137255
## [33] train-error:0.134454
## [34] train-error:0.131653
## [35] train-error:0.123249
## [36] train-error:0.128852
## [37] train-error:0.126050
## [38] train-error:0.126050
## [39] train-error:0.126050
## [40] train-error:0.128852
## [41] train-error:0.134454
## [42] train-error:0.134454
## [43] train-error:0.134454
## [44] train-error:0.128852
## [45] train-error:0.126050
## [46] train-error:0.126050
## [47] train-error:0.128852
## [48] train-error:0.123249
## [49] train-error:0.126050
## [50] train-error:0.128852
## [51] train-error:0.126050
## [52] train-error:0.131653
## [53] train-error:0.128852
## [54] train-error:0.128852
## [55] train-error:0.123249
## [56] train-error:0.126050
## [57] train-error:0.120448
## [58] train-error:0.126050
## [59] train-error:0.126050
## [60] train-error:0.131653
## [61] train-error:0.131653
## [62] train-error:0.131653
## [63] train-error:0.128852
## [64] train-error:0.123249
## [65] train-error:0.120448
## [66] train-error:0.123249
## [67] train-error:0.120448
## [68] train-error:0.123249
## [69] train-error:0.120448
## [70] train-error:0.120448
## [71] train-error:0.114846
## [72] train-error:0.112045
## [73] train-error:0.114846
## [74] train-error:0.114846
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.112045
## [78] train-error:0.112045
## [79] train-error:0.117647
## [80] train-error:0.112045
## [81] train-error:0.117647
## [82] train-error:0.112045
## [83] train-error:0.114846
## [84] train-error:0.106443
## [85] train-error:0.112045
## [86] train-error:0.114846
## [87] train-error:0.112045
## [88] train-error:0.114846
## [89] train-error:0.114846
## [90] train-error:0.114846
## [91] train-error:0.126050
## [92] train-error:0.120448
## [93] train-error:0.117647
## [94] train-error:0.114846
## [95] train-error:0.114846
## [96] train-error:0.114846
## [97] train-error:0.114846
## [98] train-error:0.106443
## [99] train-error:0.106443
## [100]    train-error:0.106443
## [101]    train-error:0.103641
## [102]    train-error:0.100840
## [103]    train-error:0.098039
## [104]    train-error:0.098039
## [105]    train-error:0.098039
## [106]    train-error:0.098039
## [107]    train-error:0.103641
## [108]    train-error:0.103641
## [109]    train-error:0.103641
## [110]    train-error:0.103641
## [111]    train-error:0.103641
## [112]    train-error:0.098039
## [113]    train-error:0.103641
## [114]    train-error:0.100840
## [115]    train-error:0.098039
## [116]    train-error:0.103641
## [117]    train-error:0.106443
## [118]    train-error:0.100840
## [119]    train-error:0.103641
## [120]    train-error:0.100840
## [121]    train-error:0.098039
## [122]    train-error:0.100840
## [123]    train-error:0.100840
## [124]    train-error:0.095238
## [125]    train-error:0.098039
## [126]    train-error:0.098039
## [127]    train-error:0.103641
## [128]    train-error:0.100840
## [129]    train-error:0.098039
## [130]    train-error:0.100840
## [131]    train-error:0.100840
## [132]    train-error:0.103641
## [133]    train-error:0.092437
## [134]    train-error:0.095238
## [135]    train-error:0.095238
## [136]    train-error:0.098039
## [137]    train-error:0.095238
## [138]    train-error:0.095238
## [139]    train-error:0.100840
## [140]    train-error:0.100840
## [141]    train-error:0.098039
## [142]    train-error:0.100840
## [143]    train-error:0.103641
## [144]    train-error:0.100840
## [145]    train-error:0.098039
## [146]    train-error:0.100840
## [147]    train-error:0.106443
## [148]    train-error:0.098039
## [149]    train-error:0.100840
## [150]    train-error:0.100840
## [151]    train-error:0.100840
## [152]    train-error:0.103641
## [153]    train-error:0.106443
## [154]    train-error:0.106443
## [155]    train-error:0.103641
## [156]    train-error:0.103641
## [157]    train-error:0.103641
## [158]    train-error:0.103641
## [159]    train-error:0.098039
## [160]    train-error:0.098039
## [161]    train-error:0.098039
## [162]    train-error:0.095238
## [163]    train-error:0.095238
## [164]    train-error:0.095238
## [165]    train-error:0.092437
## [166]    train-error:0.100840
## [167]    train-error:0.098039
## [168]    train-error:0.100840
## [169]    train-error:0.098039
## [170]    train-error:0.098039
## [171]    train-error:0.098039
## [172]    train-error:0.100840
## [173]    train-error:0.098039
## [174]    train-error:0.098039
## [175]    train-error:0.100840
## [176]    train-error:0.100840
## [177]    train-error:0.100840
## [178]    train-error:0.100840
## [179]    train-error:0.100840
## [180]    train-error:0.100840
## [181]    train-error:0.098039
## [182]    train-error:0.100840
## [183]    train-error:0.098039
## [184]    train-error:0.098039
## [185]    train-error:0.095238
## [186]    train-error:0.095238
## [187]    train-error:0.092437
## [188]    train-error:0.092437
## [189]    train-error:0.092437
## [190]    train-error:0.089636
## [191]    train-error:0.086835
## [192]    train-error:0.086835
## [193]    train-error:0.089636
## [194]    train-error:0.089636
## [195]    train-error:0.092437
## [196]    train-error:0.092437
## [197]    train-error:0.086835
## [198]    train-error:0.089636
## [199]    train-error:0.092437
## [200]    train-error:0.092437
## [201]    train-error:0.092437
## [202]    train-error:0.092437
## [203]    train-error:0.089636
## [204]    train-error:0.086835
## [205]    train-error:0.081232
## [206]    train-error:0.084034
## [207]    train-error:0.081232
## [208]    train-error:0.092437
## [209]    train-error:0.098039
## [210]    train-error:0.098039
## [211]    train-error:0.098039
## [212]    train-error:0.095238
## [213]    train-error:0.092437
## [214]    train-error:0.089636
## [215]    train-error:0.089636
## [216]    train-error:0.092437
## [217]    train-error:0.081232
## [218]    train-error:0.086835
## [219]    train-error:0.086835
## [220]    train-error:0.084034
## [221]    train-error:0.086835
## [222]    train-error:0.086835
## [223]    train-error:0.089636
## [224]    train-error:0.086835
## [225]    train-error:0.086835
## [226]    train-error:0.086835
## [227]    train-error:0.086835
## [228]    train-error:0.086835
## [229]    train-error:0.086835
## [230]    train-error:0.084034
## [231]    train-error:0.086835
## [232]    train-error:0.086835
## [233]    train-error:0.089636
## [234]    train-error:0.092437
## [235]    train-error:0.089636
## [236]    train-error:0.092437
## [237]    train-error:0.089636
## [238]    train-error:0.089636
## [239]    train-error:0.098039
## [240]    train-error:0.092437
## [241]    train-error:0.089636
## [242]    train-error:0.092437
## [243]    train-error:0.089636
## [244]    train-error:0.092437
## [245]    train-error:0.086835
## [246]    train-error:0.089636
## [247]    train-error:0.089636
## [248]    train-error:0.089636
## [249]    train-error:0.092437
## [250]    train-error:0.089636
## [251]    train-error:0.086835
## [252]    train-error:0.089636
## [253]    train-error:0.089636
## [254]    train-error:0.086835
## [255]    train-error:0.086835
## [256]    train-error:0.086835
## [257]    train-error:0.086835
## [258]    train-error:0.086835
## [259]    train-error:0.086835
## [260]    train-error:0.086835
## [0]  train-error:0.326816
## [1]  train-error:0.326816
## [2]  train-error:0.326816
## [3]  train-error:0.315642
## [4]  train-error:0.279330
## [5]  train-error:0.284916
## [6]  train-error:0.237430
## [7]  train-error:0.212290
## [8]  train-error:0.220670
## [9]  train-error:0.206704
## [10] train-error:0.209497
## [11] train-error:0.187151
## [12] train-error:0.184358
## [13] train-error:0.187151
## [14] train-error:0.178771
## [15] train-error:0.184358
## [16] train-error:0.178771
## [17] train-error:0.178771
## [18] train-error:0.178771
## [19] train-error:0.175978
## [20] train-error:0.181564
## [21] train-error:0.195531
## [22] train-error:0.192737
## [23] train-error:0.187151
## [24] train-error:0.178771
## [25] train-error:0.184358
## [26] train-error:0.187151
## [27] train-error:0.189944
## [28] train-error:0.181564
## [29] train-error:0.181564
## [30] train-error:0.192737
## [31] train-error:0.181564
## [32] train-error:0.181564
## [33] train-error:0.184358
## [34] train-error:0.184358
## [35] train-error:0.184358
## [36] train-error:0.170391
## [37] train-error:0.173184
## [38] train-error:0.175978
## [39] train-error:0.181564
## [40] train-error:0.189944
## [41] train-error:0.198324
## [42] train-error:0.189944
## [43] train-error:0.184358
## [44] train-error:0.184358
## [45] train-error:0.181564
## [46] train-error:0.178771
## [47] train-error:0.181564
## [48] train-error:0.178771
## [49] train-error:0.181564
## [50] train-error:0.181564
## [51] train-error:0.187151
## [52] train-error:0.187151
## [53] train-error:0.178771
## [54] train-error:0.181564
## [55] train-error:0.181564
## [56] train-error:0.175978
## [57] train-error:0.181564
## [58] train-error:0.189944
## [59] train-error:0.192737
## [60] train-error:0.181564
## [61] train-error:0.181564
## [62] train-error:0.178771
## [63] train-error:0.181564
## [64] train-error:0.181564
## [65] train-error:0.175978
## [66] train-error:0.170391
## [67] train-error:0.184358
## [68] train-error:0.181564
## [69] train-error:0.187151
## [70] train-error:0.184358
## [71] train-error:0.181564
## [72] train-error:0.181564
## [73] train-error:0.184358
## [74] train-error:0.195531
## [75] train-error:0.195531
## [76] train-error:0.181564
## [77] train-error:0.181564
## [78] train-error:0.181564
## [79] train-error:0.184358
## [80] train-error:0.184358
## [81] train-error:0.187151
## [82] train-error:0.184358
## [83] train-error:0.173184
## [84] train-error:0.170391
## [85] train-error:0.170391
## [86] train-error:0.173184
## [87] train-error:0.167598
## [88] train-error:0.178771
## [89] train-error:0.178771
## [90] train-error:0.178771
## [91] train-error:0.178771
## [92] train-error:0.181564
## [93] train-error:0.181564
## [94] train-error:0.173184
## [95] train-error:0.173184
## [96] train-error:0.175978
## [97] train-error:0.175978
## [98] train-error:0.187151
## [99] train-error:0.175978
## [100]    train-error:0.175978
## [101]    train-error:0.175978
## [102]    train-error:0.175978
## [103]    train-error:0.175978
## [104]    train-error:0.175978
## [105]    train-error:0.189944
## [106]    train-error:0.192737
## [107]    train-error:0.184358
## [108]    train-error:0.167598
## [109]    train-error:0.162011
## [110]    train-error:0.184358
## [111]    train-error:0.170391
## [112]    train-error:0.175978
## [113]    train-error:0.178771
## [114]    train-error:0.187151
## [115]    train-error:0.184358
## [116]    train-error:0.181564
## [117]    train-error:0.170391
## [118]    train-error:0.178771
## [119]    train-error:0.178771
## [120]    train-error:0.178771
## [121]    train-error:0.175978
## [122]    train-error:0.173184
## [123]    train-error:0.167598
## [124]    train-error:0.162011
## [125]    train-error:0.167598
## [126]    train-error:0.162011
## [127]    train-error:0.162011
## [128]    train-error:0.156425
## [129]    train-error:0.156425
## [130]    train-error:0.159218
## [131]    train-error:0.156425
## [132]    train-error:0.159218
## [133]    train-error:0.162011
## [134]    train-error:0.156425
## [135]    train-error:0.156425
## [136]    train-error:0.159218
## [137]    train-error:0.167598
## [138]    train-error:0.170391
## [139]    train-error:0.159218
## [140]    train-error:0.162011
## [141]    train-error:0.159218
## [142]    train-error:0.162011
## [143]    train-error:0.167598
## [144]    train-error:0.173184
## [145]    train-error:0.170391
## [146]    train-error:0.159218
## [147]    train-error:0.167598
## [148]    train-error:0.162011
## [149]    train-error:0.164804
## [150]    train-error:0.170391
## [151]    train-error:0.162011
## [152]    train-error:0.167598
## [153]    train-error:0.173184
## [154]    train-error:0.162011
## [155]    train-error:0.175978
## [156]    train-error:0.173184
## [157]    train-error:0.164804
## [158]    train-error:0.162011
## [159]    train-error:0.164804
## [160]    train-error:0.162011
## [161]    train-error:0.162011
## [162]    train-error:0.178771
## [163]    train-error:0.175978
## [164]    train-error:0.170391
## [165]    train-error:0.181564
## [166]    train-error:0.173184
## [167]    train-error:0.175978
## [168]    train-error:0.178771
## [169]    train-error:0.175978
## [170]    train-error:0.170391
## [171]    train-error:0.175978
## [172]    train-error:0.173184
## [173]    train-error:0.175978
## [174]    train-error:0.159218
## [175]    train-error:0.162011
## [176]    train-error:0.156425
## [177]    train-error:0.170391
## [178]    train-error:0.170391
## [179]    train-error:0.170391
## [180]    train-error:0.170391
## [181]    train-error:0.170391
## [182]    train-error:0.173184
## [183]    train-error:0.159218
## [184]    train-error:0.159218
## [185]    train-error:0.159218
## [186]    train-error:0.164804
## [187]    train-error:0.164804
## [188]    train-error:0.167598
## [189]    train-error:0.181564
## [190]    train-error:0.170391
## [191]    train-error:0.162011
## [192]    train-error:0.167598
## [193]    train-error:0.162011
## [194]    train-error:0.164804
## [195]    train-error:0.164804
## [196]    train-error:0.156425
## [197]    train-error:0.162011
## [198]    train-error:0.162011
## [199]    train-error:0.167598
## [200]    train-error:0.159218
## [201]    train-error:0.167598
## [202]    train-error:0.173184
## [203]    train-error:0.153631
## [204]    train-error:0.153631
## [205]    train-error:0.159218
## [206]    train-error:0.148045
## [207]    train-error:0.153631
## [208]    train-error:0.150838
## [209]    train-error:0.150838
## [210]    train-error:0.156425
## [211]    train-error:0.159218
## [212]    train-error:0.150838
## [213]    train-error:0.150838
## [214]    train-error:0.150838
## [215]    train-error:0.150838
## [216]    train-error:0.156425
## [217]    train-error:0.159218
## [218]    train-error:0.162011
## [219]    train-error:0.156425
## [220]    train-error:0.150838
## [221]    train-error:0.156425
## [222]    train-error:0.150838
## [223]    train-error:0.150838
## [224]    train-error:0.150838
## [225]    train-error:0.167598
## [226]    train-error:0.170391
## [227]    train-error:0.173184
## [228]    train-error:0.162011
## [229]    train-error:0.173184
## [230]    train-error:0.170391
## [231]    train-error:0.162011
## [232]    train-error:0.164804
## [233]    train-error:0.184358
## [234]    train-error:0.167598
## [235]    train-error:0.173184
## [236]    train-error:0.159218
## [237]    train-error:0.156425
## [238]    train-error:0.156425
## [239]    train-error:0.150838
## [240]    train-error:0.156425
## [241]    train-error:0.148045
## [242]    train-error:0.153631
## [243]    train-error:0.148045
## [244]    train-error:0.145251
## [245]    train-error:0.150838
## [246]    train-error:0.139665
## [247]    train-error:0.139665
## [248]    train-error:0.139665
## [249]    train-error:0.150838
## [250]    train-error:0.145251
## [251]    train-error:0.150838
## [252]    train-error:0.139665
## [253]    train-error:0.148045
## [254]    train-error:0.156425
## [255]    train-error:0.150838
## [256]    train-error:0.142458
## [257]    train-error:0.156425
## [258]    train-error:0.153631
## [259]    train-error:0.167598
## [260]    train-error:0.156425
## [261]    train-error:0.159218
## [262]    train-error:0.170391
## [263]    train-error:0.153631
## [264]    train-error:0.159218
## [265]    train-error:0.148045
## [266]    train-error:0.150838
## [267]    train-error:0.150838
## [268]    train-error:0.150838
## [269]    train-error:0.156425
## [270]    train-error:0.139665
## [271]    train-error:0.131285
## [272]    train-error:0.153631
## [273]    train-error:0.153631
## [274]    train-error:0.148045
## [275]    train-error:0.148045
## [276]    train-error:0.145251
## [277]    train-error:0.142458
## [278]    train-error:0.142458
## [279]    train-error:0.136872
## [280]    train-error:0.136872
## [281]    train-error:0.128492
## [282]    train-error:0.128492
## [283]    train-error:0.136872
## [284]    train-error:0.142458
## [285]    train-error:0.139665
## [286]    train-error:0.145251
## [287]    train-error:0.142458
## [288]    train-error:0.156425
## [289]    train-error:0.148045
## [290]    train-error:0.145251
## [291]    train-error:0.145251
## [292]    train-error:0.142458
## [293]    train-error:0.139665
## [294]    train-error:0.139665
## [295]    train-error:0.145251
## [296]    train-error:0.150838
## [297]    train-error:0.150838
## [298]    train-error:0.148045
## [299]    train-error:0.150838
## [300]    train-error:0.148045
## [301]    train-error:0.145251
## [302]    train-error:0.150838
## [303]    train-error:0.156425
## [304]    train-error:0.150838
## [305]    train-error:0.148045
## [306]    train-error:0.153631
## [307]    train-error:0.145251
## [308]    train-error:0.142458
## [309]    train-error:0.148045
## [310]    train-error:0.139665
## [311]    train-error:0.145251
## [312]    train-error:0.136872
## [313]    train-error:0.125698
## [314]    train-error:0.131285
## [315]    train-error:0.134078
## [316]    train-error:0.134078
## [317]    train-error:0.134078
## [318]    train-error:0.134078
## [319]    train-error:0.136872
## [320]    train-error:0.136872
## [321]    train-error:0.142458
## [322]    train-error:0.142458
## [323]    train-error:0.139665
## [324]    train-error:0.139665
## [325]    train-error:0.142458
## [326]    train-error:0.142458
## [327]    train-error:0.142458
## [328]    train-error:0.150838
## [329]    train-error:0.153631
## [330]    train-error:0.145251
## [331]    train-error:0.142458
## [332]    train-error:0.145251
## [333]    train-error:0.145251
## [334]    train-error:0.139665
## [335]    train-error:0.145251
## [336]    train-error:0.148045
## [337]    train-error:0.142458
## [338]    train-error:0.142458
## [339]    train-error:0.142458
## [340]    train-error:0.142458
## [341]    train-error:0.148045
## [342]    train-error:0.145251
## [343]    train-error:0.139665
## [344]    train-error:0.148045
## [345]    train-error:0.142458
## [346]    train-error:0.136872
## [347]    train-error:0.136872
## [348]    train-error:0.145251
## [349]    train-error:0.145251
## [350]    train-error:0.150838
## [351]    train-error:0.153631
## [352]    train-error:0.148045
## [353]    train-error:0.156425
## [354]    train-error:0.162011
## [355]    train-error:0.159218
## [356]    train-error:0.150838
## [357]    train-error:0.150838
## [358]    train-error:0.139665
## [359]    train-error:0.145251
## [360]    train-error:0.142458
## [361]    train-error:0.145251
## [362]    train-error:0.153631
## [363]    train-error:0.145251
## [364]    train-error:0.145251
## [365]    train-error:0.150838
## [366]    train-error:0.148045
## [367]    train-error:0.148045
## [368]    train-error:0.139665
## [369]    train-error:0.136872
## [370]    train-error:0.139665
## [371]    train-error:0.145251
## [372]    train-error:0.134078
## [373]    train-error:0.142458
## [374]    train-error:0.142458
## [375]    train-error:0.136872
## [376]    train-error:0.148045
## [377]    train-error:0.145251
## [378]    train-error:0.145251
## [379]    train-error:0.148045
## [380]    train-error:0.145251
## [381]    train-error:0.145251
## [382]    train-error:0.142458
## [383]    train-error:0.159218
## [384]    train-error:0.156425
## [385]    train-error:0.153631
## [386]    train-error:0.153631
## [387]    train-error:0.145251
## [388]    train-error:0.142458
## [389]    train-error:0.150838
## [390]    train-error:0.148045
## [391]    train-error:0.148045
## [392]    train-error:0.139665
## [393]    train-error:0.148045
## [394]    train-error:0.153631
## [395]    train-error:0.150838
## [396]    train-error:0.150838
## [397]    train-error:0.150838
## [398]    train-error:0.150838
## [399]    train-error:0.150838
## [400]    train-error:0.139665
## [401]    train-error:0.136872
## [402]    train-error:0.136872
## [403]    train-error:0.136872
## [404]    train-error:0.136872
## [405]    train-error:0.139665
## [406]    train-error:0.139665
## [407]    train-error:0.148045
## [408]    train-error:0.145251
## [409]    train-error:0.139665
## [410]    train-error:0.145251
## [411]    train-error:0.145251
## [412]    train-error:0.145251
## [413]    train-error:0.139665
## [414]    train-error:0.145251
## [415]    train-error:0.139665
## [416]    train-error:0.142458
## [417]    train-error:0.142458
## [418]    train-error:0.136872
## [419]    train-error:0.136872
## [420]    train-error:0.142458
## [421]    train-error:0.142458
## [422]    train-error:0.136872
## [423]    train-error:0.153631
## [424]    train-error:0.148045
## [425]    train-error:0.142458
## [426]    train-error:0.142458
## [427]    train-error:0.139665
## [428]    train-error:0.139665
## [429]    train-error:0.136872
## [430]    train-error:0.136872
## [431]    train-error:0.139665
## [432]    train-error:0.131285
## [433]    train-error:0.136872
## [434]    train-error:0.139665
## [435]    train-error:0.139665
## [436]    train-error:0.145251
## [437]    train-error:0.148045
## [438]    train-error:0.145251
## [439]    train-error:0.150838
## [440]    train-error:0.145251
## [441]    train-error:0.145251
## [442]    train-error:0.142458
## [443]    train-error:0.139665
## [444]    train-error:0.142458
## [445]    train-error:0.145251
## [446]    train-error:0.148045
## [447]    train-error:0.145251
## [448]    train-error:0.134078
## [449]    train-error:0.131285
## [450]    train-error:0.131285
## [451]    train-error:0.136872
## [452]    train-error:0.145251
## [453]    train-error:0.145251
## [454]    train-error:0.142458
## [455]    train-error:0.142458
## [456]    train-error:0.142458
## [457]    train-error:0.139665
## [458]    train-error:0.142458
## [459]    train-error:0.125698
## [460]    train-error:0.136872
## [461]    train-error:0.131285
## [462]    train-error:0.134078
## [463]    train-error:0.134078
## [464]    train-error:0.134078
## [465]    train-error:0.142458
## [466]    train-error:0.128492
## [467]    train-error:0.125698
## [468]    train-error:0.131285
## [469]    train-error:0.136872
## [470]    train-error:0.128492
## [471]    train-error:0.131285
## [472]    train-error:0.136872
## [473]    train-error:0.134078
## [474]    train-error:0.139665
## [475]    train-error:0.136872
## [476]    train-error:0.139665
## [477]    train-error:0.148045
## [478]    train-error:0.150838
## [479]    train-error:0.142458
## [480]    train-error:0.148045
## [481]    train-error:0.142458
## [482]    train-error:0.142458
## [483]    train-error:0.153631
## [484]    train-error:0.148045
## [485]    train-error:0.153631
## [486]    train-error:0.156425
## [487]    train-error:0.150838
## [488]    train-error:0.145251
## [489]    train-error:0.145251
## [490]    train-error:0.145251
## [491]    train-error:0.145251
## [492]    train-error:0.145251
## [493]    train-error:0.159218
## [494]    train-error:0.148045
## [495]    train-error:0.148045
## [496]    train-error:0.142458
## [497]    train-error:0.139665
## [498]    train-error:0.142458
## [499]    train-error:0.148045
## [500]    train-error:0.145251
## [501]    train-error:0.136872
## [502]    train-error:0.134078
## [503]    train-error:0.145251
## [504]    train-error:0.139665
## [505]    train-error:0.148045
## [506]    train-error:0.148045
## [507]    train-error:0.153631
## [508]    train-error:0.142458
## [509]    train-error:0.136872
## [510]    train-error:0.142458
## [511]    train-error:0.142458
## [512]    train-error:0.131285
## [513]    train-error:0.142458
## [514]    train-error:0.148045
## [515]    train-error:0.136872
## [516]    train-error:0.136872
## [517]    train-error:0.142458
## [518]    train-error:0.139665
## [519]    train-error:0.136872
## [520]    train-error:0.139665
## [521]    train-error:0.142458
## [522]    train-error:0.139665
## [523]    train-error:0.145251
## [524]    train-error:0.145251
## [525]    train-error:0.142458
## [526]    train-error:0.142458
## [527]    train-error:0.136872
## [528]    train-error:0.145251
## [529]    train-error:0.142458
## [530]    train-error:0.142458
## [531]    train-error:0.139665
## [532]    train-error:0.136872
## [533]    train-error:0.148045
## [534]    train-error:0.142458
## [535]    train-error:0.142458
## [536]    train-error:0.148045
## [537]    train-error:0.148045
## [538]    train-error:0.142458
## [539]    train-error:0.142458
## [540]    train-error:0.145251
## [541]    train-error:0.148045
## [542]    train-error:0.142458
## [543]    train-error:0.142458
## [544]    train-error:0.145251
## [545]    train-error:0.145251
## [546]    train-error:0.142458
## [547]    train-error:0.142458
## [548]    train-error:0.136872
## [549]    train-error:0.136872
## [550]    train-error:0.128492
## [551]    train-error:0.125698
## [552]    train-error:0.131285
## [553]    train-error:0.128492
## [554]    train-error:0.134078
## [0]  train-error:0.322129
## [1]  train-error:0.224090
## [2]  train-error:0.226891
## [3]  train-error:0.182073
## [4]  train-error:0.196078
## [5]  train-error:0.184874
## [6]  train-error:0.187675
## [7]  train-error:0.179272
## [8]  train-error:0.179272
## [9]  train-error:0.184874
## [10] train-error:0.182073
## [11] train-error:0.184874
## [12] train-error:0.184874
## [13] train-error:0.184874
## [14] train-error:0.190476
## [15] train-error:0.182073
## [16] train-error:0.182073
## [17] train-error:0.190476
## [18] train-error:0.187675
## [19] train-error:0.196078
## [20] train-error:0.196078
## [21] train-error:0.184874
## [22] train-error:0.165266
## [23] train-error:0.162465
## [24] train-error:0.162465
## [25] train-error:0.165266
## [26] train-error:0.170868
## [27] train-error:0.170868
## [28] train-error:0.168067
## [29] train-error:0.156863
## [30] train-error:0.159664
## [31] train-error:0.159664
## [32] train-error:0.145658
## [33] train-error:0.154062
## [34] train-error:0.145658
## [35] train-error:0.151261
## [36] train-error:0.170868
## [37] train-error:0.168067
## [38] train-error:0.148459
## [39] train-error:0.151261
## [40] train-error:0.142857
## [41] train-error:0.156863
## [42] train-error:0.145658
## [43] train-error:0.151261
## [44] train-error:0.151261
## [45] train-error:0.137255
## [46] train-error:0.156863
## [47] train-error:0.142857
## [48] train-error:0.140056
## [49] train-error:0.151261
## [50] train-error:0.154062
## [51] train-error:0.151261
## [52] train-error:0.148459
## [53] train-error:0.154062
## [54] train-error:0.142857
## [55] train-error:0.145658
## [56] train-error:0.145658
## [57] train-error:0.145658
## [58] train-error:0.145658
## [59] train-error:0.142857
## [60] train-error:0.145658
## [61] train-error:0.148459
## [62] train-error:0.145658
## [63] train-error:0.142857
## [64] train-error:0.151261
## [65] train-error:0.142857
## [66] train-error:0.142857
## [67] train-error:0.142857
## [68] train-error:0.137255
## [69] train-error:0.131653
## [70] train-error:0.140056
## [71] train-error:0.126050
## [72] train-error:0.137255
## [73] train-error:0.134454
## [74] train-error:0.134454
## [75] train-error:0.137255
## [76] train-error:0.137255
## [77] train-error:0.142857
## [78] train-error:0.142857
## [79] train-error:0.148459
## [80] train-error:0.134454
## [81] train-error:0.151261
## [82] train-error:0.151261
## [83] train-error:0.148459
## [84] train-error:0.142857
## [85] train-error:0.137255
## [86] train-error:0.137255
## [87] train-error:0.142857
## [88] train-error:0.148459
## [89] train-error:0.156863
## [90] train-error:0.154062
## [91] train-error:0.156863
## [92] train-error:0.154062
## [93] train-error:0.142857
## [94] train-error:0.159664
## [95] train-error:0.156863
## [96] train-error:0.151261
## [97] train-error:0.142857
## [98] train-error:0.134454
## [99] train-error:0.137255
## [100]    train-error:0.134454
## [101]    train-error:0.131653
## [102]    train-error:0.134454
## [103]    train-error:0.126050
## [104]    train-error:0.128852
## [105]    train-error:0.137255
## [106]    train-error:0.131653
## [107]    train-error:0.131653
## [108]    train-error:0.137255
## [109]    train-error:0.131653
## [110]    train-error:0.123249
## [111]    train-error:0.131653
## [112]    train-error:0.131653
## [113]    train-error:0.120448
## [114]    train-error:0.134454
## [115]    train-error:0.120448
## [116]    train-error:0.140056
## [117]    train-error:0.137255
## [118]    train-error:0.126050
## [119]    train-error:0.123249
## [120]    train-error:0.123249
## [121]    train-error:0.126050
## [122]    train-error:0.123249
## [123]    train-error:0.123249
## [124]    train-error:0.126050
## [125]    train-error:0.140056
## [126]    train-error:0.128852
## [127]    train-error:0.142857
## [128]    train-error:0.142857
## [129]    train-error:0.128852
## [130]    train-error:0.114846
## [131]    train-error:0.123249
## [132]    train-error:0.123249
## [133]    train-error:0.128852
## [134]    train-error:0.123249
## [135]    train-error:0.126050
## [136]    train-error:0.131653
## [137]    train-error:0.134454
## [138]    train-error:0.134454
## [139]    train-error:0.123249
## [140]    train-error:0.126050
## [141]    train-error:0.128852
## [142]    train-error:0.131653
## [143]    train-error:0.128852
## [144]    train-error:0.131653
## [145]    train-error:0.134454
## [146]    train-error:0.140056
## [147]    train-error:0.131653
## [148]    train-error:0.126050
## [149]    train-error:0.128852
## [150]    train-error:0.128852
## [151]    train-error:0.131653
## [152]    train-error:0.131653
## [153]    train-error:0.134454
## [154]    train-error:0.140056
## [155]    train-error:0.123249
## [156]    train-error:0.140056
## [157]    train-error:0.142857
## [158]    train-error:0.142857
## [159]    train-error:0.140056
## [160]    train-error:0.142857
## [161]    train-error:0.140056
## [162]    train-error:0.140056
## [163]    train-error:0.140056
## [164]    train-error:0.134454
## [165]    train-error:0.137255
## [166]    train-error:0.137255
## [167]    train-error:0.140056
## [168]    train-error:0.142857
## [169]    train-error:0.137255
## [170]    train-error:0.137255
## [171]    train-error:0.134454
## [172]    train-error:0.134454
## [173]    train-error:0.134454
## [174]    train-error:0.145658
## [175]    train-error:0.142857
## [176]    train-error:0.134454
## [177]    train-error:0.131653
## [178]    train-error:0.131653
## [179]    train-error:0.131653
## [180]    train-error:0.131653
## [181]    train-error:0.128852
## [182]    train-error:0.131653
## [183]    train-error:0.128852
## [184]    train-error:0.128852
## [185]    train-error:0.131653
## [186]    train-error:0.131653
## [187]    train-error:0.134454
## [188]    train-error:0.131653
## [189]    train-error:0.134454
## [190]    train-error:0.134454
## [191]    train-error:0.137255
## [192]    train-error:0.131653
## [193]    train-error:0.131653
## [194]    train-error:0.126050
## [195]    train-error:0.120448
## [196]    train-error:0.123249
## [197]    train-error:0.123249
## [198]    train-error:0.123249
## [199]    train-error:0.131653
## [200]    train-error:0.123249
## [201]    train-error:0.126050
## [202]    train-error:0.137255
## [203]    train-error:0.134454
## [204]    train-error:0.128852
## [205]    train-error:0.117647
## [206]    train-error:0.123249
## [207]    train-error:0.117647
## [208]    train-error:0.123249
## [209]    train-error:0.128852
## [210]    train-error:0.123249
## [211]    train-error:0.120448
## [212]    train-error:0.126050
## [213]    train-error:0.117647
## [214]    train-error:0.120448
## [215]    train-error:0.114846
## [216]    train-error:0.117647
## [217]    train-error:0.120448
## [218]    train-error:0.117647
## [219]    train-error:0.114846
## [220]    train-error:0.117647
## [221]    train-error:0.117647
## [222]    train-error:0.128852
## [223]    train-error:0.128852
## [224]    train-error:0.120448
## [225]    train-error:0.114846
## [226]    train-error:0.117647
## [227]    train-error:0.114846
## [228]    train-error:0.120448
## [229]    train-error:0.126050
## [230]    train-error:0.123249
## [231]    train-error:0.114846
## [232]    train-error:0.123249
## [233]    train-error:0.126050
## [234]    train-error:0.126050
## [235]    train-error:0.123249
## [236]    train-error:0.117647
## [237]    train-error:0.117647
## [238]    train-error:0.117647
## [239]    train-error:0.106443
## [240]    train-error:0.103641
## [241]    train-error:0.109244
## [242]    train-error:0.109244
## [243]    train-error:0.112045
## [244]    train-error:0.106443
## [245]    train-error:0.109244
## [246]    train-error:0.106443
## [247]    train-error:0.112045
## [248]    train-error:0.109244
## [249]    train-error:0.114846
## [250]    train-error:0.109244
## [251]    train-error:0.117647
## [252]    train-error:0.114846
## [253]    train-error:0.112045
## [254]    train-error:0.112045
## [255]    train-error:0.112045
## [256]    train-error:0.117647
## [257]    train-error:0.120448
## [258]    train-error:0.120448
## [259]    train-error:0.106443
## [260]    train-error:0.112045
## [261]    train-error:0.112045
## [262]    train-error:0.117647
## [263]    train-error:0.120448
## [264]    train-error:0.120448
## [265]    train-error:0.128852
## [266]    train-error:0.123249
## [267]    train-error:0.114846
## [268]    train-error:0.112045
## [269]    train-error:0.114846
## [270]    train-error:0.117647
## [271]    train-error:0.114846
## [272]    train-error:0.109244
## [273]    train-error:0.109244
## [274]    train-error:0.117647
## [275]    train-error:0.117647
## [276]    train-error:0.114846
## [277]    train-error:0.112045
## [278]    train-error:0.120448
## [279]    train-error:0.120448
## [280]    train-error:0.126050
## [281]    train-error:0.123249
## [282]    train-error:0.123249
## [283]    train-error:0.120448
## [284]    train-error:0.123249
## [285]    train-error:0.148459
## [286]    train-error:0.126050
## [287]    train-error:0.128852
## [288]    train-error:0.126050
## [289]    train-error:0.120448
## [290]    train-error:0.120448
## [291]    train-error:0.120448
## [292]    train-error:0.120448
## [293]    train-error:0.120448
## [294]    train-error:0.123249
## [295]    train-error:0.126050
## [296]    train-error:0.120448
## [297]    train-error:0.123249
## [298]    train-error:0.134454
## [299]    train-error:0.131653
## [300]    train-error:0.126050
## [301]    train-error:0.126050
## [302]    train-error:0.126050
## [303]    train-error:0.131653
## [304]    train-error:0.134454
## [305]    train-error:0.131653
## [306]    train-error:0.134454
## [307]    train-error:0.126050
## [308]    train-error:0.120448
## [309]    train-error:0.128852
## [310]    train-error:0.131653
## [311]    train-error:0.131653
## [312]    train-error:0.128852
## [313]    train-error:0.128852
## [314]    train-error:0.126050
## [315]    train-error:0.128852
## [316]    train-error:0.117647
## [317]    train-error:0.126050
## [318]    train-error:0.120448
## [319]    train-error:0.128852
## [320]    train-error:0.128852
## [321]    train-error:0.126050
## [322]    train-error:0.128852
## [323]    train-error:0.128852
## [324]    train-error:0.123249
## [325]    train-error:0.126050
## [326]    train-error:0.128852
## [327]    train-error:0.123249
## [328]    train-error:0.126050
## [329]    train-error:0.117647
## [330]    train-error:0.126050
## [331]    train-error:0.123249
## [332]    train-error:0.120448
## [333]    train-error:0.131653
## [334]    train-error:0.137255
## [335]    train-error:0.128852
## [336]    train-error:0.120448
## [337]    train-error:0.120448
## [338]    train-error:0.123249
## [339]    train-error:0.126050
## [340]    train-error:0.123249
## [341]    train-error:0.134454
## [342]    train-error:0.123249
## [343]    train-error:0.123249
## [344]    train-error:0.120448
## [345]    train-error:0.117647
## [346]    train-error:0.120448
## [347]    train-error:0.123249
## [348]    train-error:0.120448
## [349]    train-error:0.120448
## [350]    train-error:0.126050
## [351]    train-error:0.117647
## [352]    train-error:0.117647
## [353]    train-error:0.120448
## [354]    train-error:0.117647
## [355]    train-error:0.117647
## [356]    train-error:0.126050
## [357]    train-error:0.117647
## [358]    train-error:0.126050
## [359]    train-error:0.126050
## [360]    train-error:0.128852
## [361]    train-error:0.120448
## [362]    train-error:0.120448
## [363]    train-error:0.123249
## [364]    train-error:0.126050
## [365]    train-error:0.114846
## [366]    train-error:0.112045
## [367]    train-error:0.112045
## [368]    train-error:0.112045
## [369]    train-error:0.117647
## [370]    train-error:0.123249
## [371]    train-error:0.123249
## [372]    train-error:0.117647
## [373]    train-error:0.120448
## [374]    train-error:0.117647
## [375]    train-error:0.117647
## [376]    train-error:0.120448
## [377]    train-error:0.117647
## [378]    train-error:0.117647
## [379]    train-error:0.117647
## [380]    train-error:0.117647
## [381]    train-error:0.106443
## [382]    train-error:0.100840
## [383]    train-error:0.117647
## [384]    train-error:0.114846
## [385]    train-error:0.117647
## [386]    train-error:0.120448
## [387]    train-error:0.114846
## [388]    train-error:0.123249
## [389]    train-error:0.114846
## [390]    train-error:0.126050
## [391]    train-error:0.126050
## [392]    train-error:0.117647
## [393]    train-error:0.120448
## [394]    train-error:0.120448
## [395]    train-error:0.126050
## [396]    train-error:0.123249
## [397]    train-error:0.120448
## [398]    train-error:0.128852
## [399]    train-error:0.126050
## [400]    train-error:0.117647
## [401]    train-error:0.117647
## [402]    train-error:0.126050
## [403]    train-error:0.117647
## [404]    train-error:0.123249
## [405]    train-error:0.117647
## [406]    train-error:0.112045
## [407]    train-error:0.120448
## [408]    train-error:0.112045
## [409]    train-error:0.117647
## [410]    train-error:0.114846
## [411]    train-error:0.109244
## [412]    train-error:0.106443
## [413]    train-error:0.103641
## [414]    train-error:0.112045
## [415]    train-error:0.112045
## [416]    train-error:0.109244
## [417]    train-error:0.109244
## [418]    train-error:0.103641
## [419]    train-error:0.109244
## [420]    train-error:0.109244
## [421]    train-error:0.109244
## [422]    train-error:0.106443
## [423]    train-error:0.109244
## [424]    train-error:0.109244
## [425]    train-error:0.106443
## [426]    train-error:0.109244
## [427]    train-error:0.100840
## [428]    train-error:0.109244
## [429]    train-error:0.100840
## [430]    train-error:0.112045
## [431]    train-error:0.109244
## [432]    train-error:0.106443
## [433]    train-error:0.100840
## [434]    train-error:0.114846
## [435]    train-error:0.114846
## [436]    train-error:0.114846
## [437]    train-error:0.106443
## [438]    train-error:0.106443
## [439]    train-error:0.114846
## [440]    train-error:0.120448
## [441]    train-error:0.123249
## [442]    train-error:0.112045
## [443]    train-error:0.117647
## [444]    train-error:0.103641
## [445]    train-error:0.117647
## [446]    train-error:0.114846
## [447]    train-error:0.109244
## [448]    train-error:0.114846
## [449]    train-error:0.106443
## [450]    train-error:0.103641
## [451]    train-error:0.109244
## [452]    train-error:0.112045
## [453]    train-error:0.109244
## [454]    train-error:0.109244
## [455]    train-error:0.109244
## [456]    train-error:0.109244
## [457]    train-error:0.112045
## [458]    train-error:0.106443
## [459]    train-error:0.112045
## [460]    train-error:0.112045
## [461]    train-error:0.106443
## [462]    train-error:0.114846
## [463]    train-error:0.106443
## [464]    train-error:0.103641
## [465]    train-error:0.098039
## [466]    train-error:0.098039
## [467]    train-error:0.095238
## [468]    train-error:0.100840
## [469]    train-error:0.098039
## [470]    train-error:0.098039
## [471]    train-error:0.098039
## [472]    train-error:0.100840
## [473]    train-error:0.100840
## [474]    train-error:0.098039
## [475]    train-error:0.100840
## [476]    train-error:0.106443
## [477]    train-error:0.106443
## [478]    train-error:0.112045
## [479]    train-error:0.106443
## [480]    train-error:0.114846
## [481]    train-error:0.106443
## [482]    train-error:0.100840
## [483]    train-error:0.100840
## [484]    train-error:0.106443
## [485]    train-error:0.114846
## [486]    train-error:0.103641
## [487]    train-error:0.100840
## [488]    train-error:0.098039
## [489]    train-error:0.098039
## [490]    train-error:0.103641
## [491]    train-error:0.095238
## [492]    train-error:0.092437
## [493]    train-error:0.100840
## [494]    train-error:0.106443
## [495]    train-error:0.100840
## [496]    train-error:0.100840
## [497]    train-error:0.098039
## [498]    train-error:0.098039
## [499]    train-error:0.095238
## [500]    train-error:0.095238
## [501]    train-error:0.095238
## [502]    train-error:0.095238
## [503]    train-error:0.109244
## [504]    train-error:0.103641
## [505]    train-error:0.103641
## [506]    train-error:0.106443
## [507]    train-error:0.103641
## [508]    train-error:0.106443
## [509]    train-error:0.106443
## [510]    train-error:0.106443
## [511]    train-error:0.100840
## [512]    train-error:0.106443
## [513]    train-error:0.103641
## [514]    train-error:0.109244
## [515]    train-error:0.098039
## [516]    train-error:0.100840
## [517]    train-error:0.100840
## [518]    train-error:0.103641
## [519]    train-error:0.100840
## [520]    train-error:0.103641
## [521]    train-error:0.100840
## [522]    train-error:0.109244
## [523]    train-error:0.106443
## [524]    train-error:0.106443
## [525]    train-error:0.106443
## [526]    train-error:0.103641
## [527]    train-error:0.109244
## [528]    train-error:0.112045
## [529]    train-error:0.120448
## [530]    train-error:0.114846
## [531]    train-error:0.114846
## [532]    train-error:0.114846
## [533]    train-error:0.112045
## [534]    train-error:0.112045
## [535]    train-error:0.103641
## [536]    train-error:0.112045
## [537]    train-error:0.117647
## [538]    train-error:0.117647
## [539]    train-error:0.114846
## [540]    train-error:0.109244
## [541]    train-error:0.109244
## [542]    train-error:0.103641
## [543]    train-error:0.109244
## [544]    train-error:0.112045
## [545]    train-error:0.109244
## [546]    train-error:0.123249
## [547]    train-error:0.123249
## [548]    train-error:0.120448
## [549]    train-error:0.112045
## [550]    train-error:0.112045
## [551]    train-error:0.112045
## [552]    train-error:0.114846
## [553]    train-error:0.098039
## [554]    train-error:0.106443
## [0]  train-error:0.313726
## [1]  train-error:0.313726
## [2]  train-error:0.240896
## [3]  train-error:0.249300
## [4]  train-error:0.263305
## [5]  train-error:0.263305
## [6]  train-error:0.232493
## [7]  train-error:0.198880
## [8]  train-error:0.204482
## [9]  train-error:0.204482
## [10] train-error:0.198880
## [11] train-error:0.198880
## [12] train-error:0.198880
## [13] train-error:0.193277
## [14] train-error:0.215686
## [15] train-error:0.187675
## [16] train-error:0.201681
## [17] train-error:0.193277
## [18] train-error:0.198880
## [19] train-error:0.198880
## [20] train-error:0.190476
## [21] train-error:0.182073
## [22] train-error:0.190476
## [23] train-error:0.196078
## [24] train-error:0.187675
## [25] train-error:0.159664
## [26] train-error:0.170868
## [27] train-error:0.173669
## [28] train-error:0.176471
## [29] train-error:0.173669
## [30] train-error:0.168067
## [31] train-error:0.170868
## [32] train-error:0.159664
## [33] train-error:0.168067
## [34] train-error:0.173669
## [35] train-error:0.156863
## [36] train-error:0.176471
## [37] train-error:0.156863
## [38] train-error:0.159664
## [39] train-error:0.145658
## [40] train-error:0.151261
## [41] train-error:0.159664
## [42] train-error:0.156863
## [43] train-error:0.151261
## [44] train-error:0.151261
## [45] train-error:0.154062
## [46] train-error:0.159664
## [47] train-error:0.162465
## [48] train-error:0.151261
## [49] train-error:0.154062
## [50] train-error:0.142857
## [51] train-error:0.140056
## [52] train-error:0.145658
## [53] train-error:0.154062
## [54] train-error:0.145658
## [55] train-error:0.140056
## [56] train-error:0.140056
## [57] train-error:0.148459
## [58] train-error:0.140056
## [59] train-error:0.145658
## [60] train-error:0.151261
## [61] train-error:0.134454
## [62] train-error:0.142857
## [63] train-error:0.142857
## [64] train-error:0.156863
## [65] train-error:0.140056
## [66] train-error:0.142857
## [67] train-error:0.142857
## [68] train-error:0.145658
## [69] train-error:0.145658
## [70] train-error:0.145658
## [71] train-error:0.137255
## [72] train-error:0.148459
## [73] train-error:0.137255
## [74] train-error:0.142857
## [75] train-error:0.145658
## [76] train-error:0.145658
## [77] train-error:0.137255
## [78] train-error:0.131653
## [79] train-error:0.131653
## [80] train-error:0.151261
## [81] train-error:0.142857
## [82] train-error:0.145658
## [83] train-error:0.151261
## [84] train-error:0.142857
## [85] train-error:0.151261
## [86] train-error:0.142857
## [87] train-error:0.148459
## [88] train-error:0.148459
## [89] train-error:0.148459
## [90] train-error:0.145658
## [91] train-error:0.151261
## [92] train-error:0.156863
## [93] train-error:0.154062
## [94] train-error:0.148459
## [95] train-error:0.145658
## [96] train-error:0.142857
## [97] train-error:0.159664
## [98] train-error:0.162465
## [99] train-error:0.159664
## [100]    train-error:0.148459
## [101]    train-error:0.148459
## [102]    train-error:0.140056
## [103]    train-error:0.151261
## [104]    train-error:0.151261
## [105]    train-error:0.162465
## [106]    train-error:0.154062
## [107]    train-error:0.142857
## [108]    train-error:0.156863
## [109]    train-error:0.142857
## [110]    train-error:0.140056
## [111]    train-error:0.140056
## [112]    train-error:0.140056
## [113]    train-error:0.128852
## [114]    train-error:0.134454
## [115]    train-error:0.145658
## [116]    train-error:0.145658
## [117]    train-error:0.142857
## [118]    train-error:0.148459
## [119]    train-error:0.145658
## [120]    train-error:0.151261
## [121]    train-error:0.140056
## [122]    train-error:0.142857
## [123]    train-error:0.148459
## [124]    train-error:0.148459
## [125]    train-error:0.145658
## [126]    train-error:0.154062
## [127]    train-error:0.159664
## [128]    train-error:0.156863
## [129]    train-error:0.140056
## [130]    train-error:0.145658
## [131]    train-error:0.142857
## [132]    train-error:0.140056
## [133]    train-error:0.145658
## [134]    train-error:0.148459
## [135]    train-error:0.145658
## [136]    train-error:0.148459
## [137]    train-error:0.145658
## [138]    train-error:0.145658
## [139]    train-error:0.140056
## [140]    train-error:0.134454
## [141]    train-error:0.134454
## [142]    train-error:0.131653
## [143]    train-error:0.148459
## [144]    train-error:0.154062
## [145]    train-error:0.148459
## [146]    train-error:0.145658
## [147]    train-error:0.142857
## [148]    train-error:0.137255
## [149]    train-error:0.140056
## [150]    train-error:0.131653
## [151]    train-error:0.140056
## [152]    train-error:0.140056
## [153]    train-error:0.137255
## [154]    train-error:0.140056
## [155]    train-error:0.151261
## [156]    train-error:0.154062
## [157]    train-error:0.156863
## [158]    train-error:0.162465
## [159]    train-error:0.159664
## [160]    train-error:0.156863
## [161]    train-error:0.151261
## [162]    train-error:0.168067
## [163]    train-error:0.159664
## [164]    train-error:0.162465
## [165]    train-error:0.165266
## [166]    train-error:0.162465
## [167]    train-error:0.159664
## [168]    train-error:0.154062
## [169]    train-error:0.151261
## [170]    train-error:0.148459
## [171]    train-error:0.145658
## [172]    train-error:0.148459
## [173]    train-error:0.137255
## [174]    train-error:0.145658
## [175]    train-error:0.140056
## [176]    train-error:0.137255
## [177]    train-error:0.134454
## [178]    train-error:0.134454
## [179]    train-error:0.134454
## [180]    train-error:0.134454
## [181]    train-error:0.120448
## [182]    train-error:0.134454
## [183]    train-error:0.142857
## [184]    train-error:0.131653
## [185]    train-error:0.134454
## [186]    train-error:0.137255
## [187]    train-error:0.137255
## [188]    train-error:0.137255
## [189]    train-error:0.140056
## [190]    train-error:0.140056
## [191]    train-error:0.140056
## [192]    train-error:0.148459
## [193]    train-error:0.142857
## [194]    train-error:0.137255
## [195]    train-error:0.137255
## [196]    train-error:0.145658
## [197]    train-error:0.140056
## [198]    train-error:0.151261
## [199]    train-error:0.148459
## [200]    train-error:0.151261
## [201]    train-error:0.142857
## [202]    train-error:0.134454
## [203]    train-error:0.148459
## [204]    train-error:0.140056
## [205]    train-error:0.134454
## [206]    train-error:0.145658
## [207]    train-error:0.148459
## [208]    train-error:0.140056
## [209]    train-error:0.148459
## [210]    train-error:0.140056
## [211]    train-error:0.131653
## [212]    train-error:0.128852
## [213]    train-error:0.142857
## [214]    train-error:0.128852
## [215]    train-error:0.134454
## [216]    train-error:0.134454
## [217]    train-error:0.128852
## [218]    train-error:0.123249
## [219]    train-error:0.126050
## [220]    train-error:0.131653
## [221]    train-error:0.134454
## [222]    train-error:0.134454
## [223]    train-error:0.126050
## [224]    train-error:0.134454
## [225]    train-error:0.137255
## [226]    train-error:0.140056
## [227]    train-error:0.137255
## [228]    train-error:0.137255
## [229]    train-error:0.142857
## [230]    train-error:0.137255
## [231]    train-error:0.142857
## [232]    train-error:0.126050
## [233]    train-error:0.126050
## [234]    train-error:0.126050
## [235]    train-error:0.120448
## [236]    train-error:0.109244
## [237]    train-error:0.114846
## [238]    train-error:0.114846
## [239]    train-error:0.114846
## [240]    train-error:0.123249
## [241]    train-error:0.128852
## [242]    train-error:0.123249
## [243]    train-error:0.128852
## [244]    train-error:0.131653
## [245]    train-error:0.128852
## [246]    train-error:0.123249
## [247]    train-error:0.120448
## [248]    train-error:0.120448
## [249]    train-error:0.126050
## [250]    train-error:0.123249
## [251]    train-error:0.120448
## [252]    train-error:0.137255
## [253]    train-error:0.131653
## [254]    train-error:0.131653
## [255]    train-error:0.126050
## [256]    train-error:0.128852
## [257]    train-error:0.123249
## [258]    train-error:0.137255
## [259]    train-error:0.134454
## [260]    train-error:0.137255
## [261]    train-error:0.131653
## [262]    train-error:0.134454
## [263]    train-error:0.131653
## [264]    train-error:0.131653
## [265]    train-error:0.131653
## [266]    train-error:0.131653
## [267]    train-error:0.120448
## [268]    train-error:0.112045
## [269]    train-error:0.117647
## [270]    train-error:0.112045
## [271]    train-error:0.114846
## [272]    train-error:0.117647
## [273]    train-error:0.128852
## [274]    train-error:0.128852
## [275]    train-error:0.114846
## [276]    train-error:0.120448
## [277]    train-error:0.123249
## [278]    train-error:0.123249
## [279]    train-error:0.120448
## [280]    train-error:0.126050
## [281]    train-error:0.128852
## [282]    train-error:0.123249
## [283]    train-error:0.128852
## [284]    train-error:0.120448
## [285]    train-error:0.114846
## [286]    train-error:0.120448
## [287]    train-error:0.123249
## [288]    train-error:0.126050
## [289]    train-error:0.128852
## [290]    train-error:0.123249
## [291]    train-error:0.128852
## [292]    train-error:0.120448
## [293]    train-error:0.112045
## [294]    train-error:0.123249
## [295]    train-error:0.120448
## [296]    train-error:0.117647
## [297]    train-error:0.120448
## [298]    train-error:0.112045
## [299]    train-error:0.109244
## [300]    train-error:0.114846
## [301]    train-error:0.112045
## [302]    train-error:0.120448
## [303]    train-error:0.112045
## [304]    train-error:0.109244
## [305]    train-error:0.114846
## [306]    train-error:0.114846
## [307]    train-error:0.114846
## [308]    train-error:0.112045
## [309]    train-error:0.103641
## [310]    train-error:0.103641
## [311]    train-error:0.123249
## [312]    train-error:0.123249
## [313]    train-error:0.120448
## [314]    train-error:0.126050
## [315]    train-error:0.126050
## [316]    train-error:0.112045
## [317]    train-error:0.120448
## [318]    train-error:0.117647
## [319]    train-error:0.126050
## [320]    train-error:0.123249
## [321]    train-error:0.117647
## [322]    train-error:0.114846
## [323]    train-error:0.120448
## [324]    train-error:0.126050
## [325]    train-error:0.126050
## [326]    train-error:0.120448
## [327]    train-error:0.123249
## [328]    train-error:0.134454
## [329]    train-error:0.120448
## [330]    train-error:0.126050
## [331]    train-error:0.123249
## [332]    train-error:0.123249
## [333]    train-error:0.117647
## [334]    train-error:0.114846
## [335]    train-error:0.114846
## [336]    train-error:0.123249
## [337]    train-error:0.123249
## [338]    train-error:0.126050
## [339]    train-error:0.117647
## [340]    train-error:0.117647
## [341]    train-error:0.114846
## [342]    train-error:0.112045
## [343]    train-error:0.109244
## [344]    train-error:0.106443
## [345]    train-error:0.109244
## [346]    train-error:0.120448
## [347]    train-error:0.117647
## [348]    train-error:0.123249
## [349]    train-error:0.112045
## [350]    train-error:0.117647
## [351]    train-error:0.114846
## [352]    train-error:0.112045
## [353]    train-error:0.109244
## [354]    train-error:0.103641
## [355]    train-error:0.114846
## [356]    train-error:0.114846
## [357]    train-error:0.106443
## [358]    train-error:0.112045
## [359]    train-error:0.114846
## [360]    train-error:0.117647
## [361]    train-error:0.128852
## [362]    train-error:0.126050
## [363]    train-error:0.131653
## [364]    train-error:0.131653
## [365]    train-error:0.126050
## [366]    train-error:0.117647
## [367]    train-error:0.114846
## [368]    train-error:0.114846
## [369]    train-error:0.114846
## [370]    train-error:0.117647
## [371]    train-error:0.123249
## [372]    train-error:0.117647
## [373]    train-error:0.114846
## [374]    train-error:0.114846
## [375]    train-error:0.117647
## [376]    train-error:0.120448
## [377]    train-error:0.120448
## [378]    train-error:0.114846
## [379]    train-error:0.112045
## [380]    train-error:0.106443
## [381]    train-error:0.112045
## [382]    train-error:0.112045
## [383]    train-error:0.114846
## [384]    train-error:0.112045
## [385]    train-error:0.117647
## [386]    train-error:0.114846
## [387]    train-error:0.123249
## [388]    train-error:0.123249
## [389]    train-error:0.117647
## [390]    train-error:0.120448
## [391]    train-error:0.120448
## [392]    train-error:0.126050
## [393]    train-error:0.126050
## [394]    train-error:0.112045
## [395]    train-error:0.123249
## [396]    train-error:0.128852
## [397]    train-error:0.117647
## [398]    train-error:0.123249
## [399]    train-error:0.126050
## [400]    train-error:0.128852
## [401]    train-error:0.131653
## [402]    train-error:0.126050
## [403]    train-error:0.126050
## [404]    train-error:0.123249
## [405]    train-error:0.126050
## [406]    train-error:0.126050
## [407]    train-error:0.131653
## [408]    train-error:0.120448
## [409]    train-error:0.117647
## [410]    train-error:0.112045
## [411]    train-error:0.117647
## [412]    train-error:0.123249
## [413]    train-error:0.117647
## [414]    train-error:0.114846
## [415]    train-error:0.120448
## [416]    train-error:0.117647
## [417]    train-error:0.123249
## [418]    train-error:0.117647
## [419]    train-error:0.114846
## [420]    train-error:0.109244
## [421]    train-error:0.117647
## [422]    train-error:0.120448
## [423]    train-error:0.117647
## [424]    train-error:0.120448
## [425]    train-error:0.114846
## [426]    train-error:0.117647
## [427]    train-error:0.131653
## [428]    train-error:0.128852
## [429]    train-error:0.117647
## [430]    train-error:0.112045
## [431]    train-error:0.123249
## [432]    train-error:0.126050
## [433]    train-error:0.123249
## [434]    train-error:0.126050
## [435]    train-error:0.126050
## [436]    train-error:0.117647
## [437]    train-error:0.123249
## [438]    train-error:0.123249
## [439]    train-error:0.114846
## [440]    train-error:0.103641
## [441]    train-error:0.114846
## [442]    train-error:0.114846
## [443]    train-error:0.114846
## [444]    train-error:0.117647
## [445]    train-error:0.126050
## [446]    train-error:0.123249
## [447]    train-error:0.114846
## [448]    train-error:0.112045
## [449]    train-error:0.106443
## [450]    train-error:0.106443
## [451]    train-error:0.103641
## [452]    train-error:0.109244
## [453]    train-error:0.112045
## [454]    train-error:0.109244
## [455]    train-error:0.112045
## [456]    train-error:0.103641
## [457]    train-error:0.109244
## [458]    train-error:0.114846
## [459]    train-error:0.106443
## [460]    train-error:0.106443
## [461]    train-error:0.114846
## [462]    train-error:0.112045
## [463]    train-error:0.112045
## [464]    train-error:0.112045
## [465]    train-error:0.109244
## [466]    train-error:0.106443
## [467]    train-error:0.123249
## [468]    train-error:0.112045
## [469]    train-error:0.120448
## [470]    train-error:0.120448
## [471]    train-error:0.112045
## [472]    train-error:0.123249
## [473]    train-error:0.117647
## [474]    train-error:0.114846
## [475]    train-error:0.109244
## [476]    train-error:0.114846
## [477]    train-error:0.128852
## [478]    train-error:0.114846
## [479]    train-error:0.112045
## [480]    train-error:0.109244
## [481]    train-error:0.114846
## [482]    train-error:0.114846
## [483]    train-error:0.117647
## [484]    train-error:0.117647
## [485]    train-error:0.109244
## [486]    train-error:0.112045
## [487]    train-error:0.114846
## [488]    train-error:0.109244
## [489]    train-error:0.103641
## [490]    train-error:0.112045
## [491]    train-error:0.112045
## [492]    train-error:0.114846
## [493]    train-error:0.117647
## [494]    train-error:0.117647
## [495]    train-error:0.120448
## [496]    train-error:0.114846
## [497]    train-error:0.117647
## [498]    train-error:0.117647
## [499]    train-error:0.112045
## [500]    train-error:0.109244
## [501]    train-error:0.117647
## [502]    train-error:0.109244
## [503]    train-error:0.106443
## [504]    train-error:0.109244
## [505]    train-error:0.114846
## [506]    train-error:0.103641
## [507]    train-error:0.106443
## [508]    train-error:0.109244
## [509]    train-error:0.100840
## [510]    train-error:0.117647
## [511]    train-error:0.106443
## [512]    train-error:0.112045
## [513]    train-error:0.109244
## [514]    train-error:0.109244
## [515]    train-error:0.114846
## [516]    train-error:0.106443
## [517]    train-error:0.109244
## [518]    train-error:0.109244
## [519]    train-error:0.106443
## [520]    train-error:0.109244
## [521]    train-error:0.103641
## [522]    train-error:0.103641
## [523]    train-error:0.106443
## [524]    train-error:0.103641
## [525]    train-error:0.100840
## [526]    train-error:0.100840
## [527]    train-error:0.098039
## [528]    train-error:0.100840
## [529]    train-error:0.103641
## [530]    train-error:0.106443
## [531]    train-error:0.100840
## [532]    train-error:0.114846
## [533]    train-error:0.106443
## [534]    train-error:0.117647
## [535]    train-error:0.109244
## [536]    train-error:0.114846
## [537]    train-error:0.109244
## [538]    train-error:0.100840
## [539]    train-error:0.106443
## [540]    train-error:0.106443
## [541]    train-error:0.103641
## [542]    train-error:0.112045
## [543]    train-error:0.112045
## [544]    train-error:0.114846
## [545]    train-error:0.114846
## [546]    train-error:0.114846
## [547]    train-error:0.112045
## [548]    train-error:0.103641
## [549]    train-error:0.109244
## [550]    train-error:0.112045
## [551]    train-error:0.112045
## [552]    train-error:0.106443
## [553]    train-error:0.117647
## [554]    train-error:0.109244
## [0]  train-error:0.234637
## [1]  train-error:0.181564
## [2]  train-error:0.162011
## [3]  train-error:0.187151
## [4]  train-error:0.153631
## [5]  train-error:0.148045
## [6]  train-error:0.139665
## [7]  train-error:0.139665
## [8]  train-error:0.142458
## [9]  train-error:0.139665
## [10] train-error:0.131285
## [11] train-error:0.131285
## [12] train-error:0.122905
## [13] train-error:0.131285
## [14] train-error:0.120112
## [15] train-error:0.122905
## [16] train-error:0.117318
## [17] train-error:0.128492
## [18] train-error:0.117318
## [19] train-error:0.111732
## [20] train-error:0.111732
## [21] train-error:0.114525
## [22] train-error:0.108939
## [23] train-error:0.111732
## [24] train-error:0.108939
## [25] train-error:0.117318
## [26] train-error:0.108939
## [27] train-error:0.100559
## [28] train-error:0.108939
## [29] train-error:0.103352
## [30] train-error:0.100559
## [31] train-error:0.100559
## [32] train-error:0.108939
## [33] train-error:0.103352
## [34] train-error:0.106145
## [35] train-error:0.094972
## [36] train-error:0.106145
## [37] train-error:0.094972
## [38] train-error:0.094972
## [39] train-error:0.100559
## [40] train-error:0.083799
## [41] train-error:0.089385
## [42] train-error:0.094972
## [43] train-error:0.094972
## [44] train-error:0.086592
## [45] train-error:0.083799
## [46] train-error:0.089385
## [47] train-error:0.089385
## [48] train-error:0.089385
## [49] train-error:0.094972
## [50] train-error:0.092179
## [51] train-error:0.083799
## [52] train-error:0.089385
## [53] train-error:0.081006
## [54] train-error:0.078212
## [55] train-error:0.081006
## [56] train-error:0.081006
## [57] train-error:0.081006
## [58] train-error:0.083799
## [59] train-error:0.081006
## [60] train-error:0.072626
## [61] train-error:0.081006
## [62] train-error:0.072626
## [63] train-error:0.075419
## [64] train-error:0.078212
## [65] train-error:0.075419
## [66] train-error:0.075419
## [67] train-error:0.069832
## [68] train-error:0.069832
## [69] train-error:0.075419
## [70] train-error:0.072626
## [71] train-error:0.072626
## [72] train-error:0.072626
## [73] train-error:0.067039
## [74] train-error:0.069832
## [75] train-error:0.069832
## [76] train-error:0.069832
## [77] train-error:0.064246
## [78] train-error:0.069832
## [79] train-error:0.061453
## [80] train-error:0.061453
## [81] train-error:0.064246
## [82] train-error:0.064246
## [83] train-error:0.064246
## [84] train-error:0.058659
## [85] train-error:0.053073
## [86] train-error:0.053073
## [87] train-error:0.061453
## [88] train-error:0.055866
## [89] train-error:0.058659
## [90] train-error:0.055866
## [91] train-error:0.058659
## [92] train-error:0.058659
## [93] train-error:0.058659
## [94] train-error:0.058659
## [95] train-error:0.055866
## [96] train-error:0.061453
## [97] train-error:0.061453
## [98] train-error:0.058659
## [99] train-error:0.058659
## [100]    train-error:0.058659
## [101]    train-error:0.055866
## [102]    train-error:0.061453
## [103]    train-error:0.058659
## [104]    train-error:0.067039
## [105]    train-error:0.064246
## [106]    train-error:0.053073
## [107]    train-error:0.050279
## [108]    train-error:0.041899
## [109]    train-error:0.047486
## [110]    train-error:0.050279
## [111]    train-error:0.041899
## [112]    train-error:0.039106
## [113]    train-error:0.039106
## [114]    train-error:0.044693
## [115]    train-error:0.047486
## [116]    train-error:0.044693
## [117]    train-error:0.041899
## [118]    train-error:0.039106
## [119]    train-error:0.036313
## [120]    train-error:0.041899
## [121]    train-error:0.047486
## [122]    train-error:0.039106
## [123]    train-error:0.041899
## [124]    train-error:0.041899
## [125]    train-error:0.041899
## [126]    train-error:0.039106
## [127]    train-error:0.036313
## [128]    train-error:0.039106
## [129]    train-error:0.033520
## [130]    train-error:0.036313
## [131]    train-error:0.036313
## [132]    train-error:0.039106
## [133]    train-error:0.039106
## [134]    train-error:0.036313
## [135]    train-error:0.036313
## [136]    train-error:0.041899
## [137]    train-error:0.047486
## [138]    train-error:0.041899
## [139]    train-error:0.033520
## [140]    train-error:0.039106
## [141]    train-error:0.039106
## [142]    train-error:0.041899
## [143]    train-error:0.036313
## [144]    train-error:0.039106
## [145]    train-error:0.044693
## [146]    train-error:0.036313
## [147]    train-error:0.041899
## [148]    train-error:0.033520
## [149]    train-error:0.033520
## [150]    train-error:0.041899
## [151]    train-error:0.041899
## [152]    train-error:0.044693
## [153]    train-error:0.036313
## [154]    train-error:0.039106
## [155]    train-error:0.039106
## [156]    train-error:0.041899
## [157]    train-error:0.041899
## [158]    train-error:0.041899
## [159]    train-error:0.036313
## [160]    train-error:0.033520
## [161]    train-error:0.030726
## [162]    train-error:0.033520
## [163]    train-error:0.039106
## [164]    train-error:0.036313
## [165]    train-error:0.027933
## [166]    train-error:0.027933
## [167]    train-error:0.027933
## [168]    train-error:0.019553
## [169]    train-error:0.019553
## [170]    train-error:0.025140
## [171]    train-error:0.025140
## [172]    train-error:0.030726
## [173]    train-error:0.030726
## [174]    train-error:0.027933
## [175]    train-error:0.025140
## [176]    train-error:0.022346
## [177]    train-error:0.022346
## [178]    train-error:0.025140
## [179]    train-error:0.025140
## [180]    train-error:0.027933
## [181]    train-error:0.025140
## [182]    train-error:0.025140
## [183]    train-error:0.027933
## [184]    train-error:0.027933
## [185]    train-error:0.027933
## [186]    train-error:0.027933
## [187]    train-error:0.027933
## [188]    train-error:0.027933
## [189]    train-error:0.033520
## [190]    train-error:0.030726
## [191]    train-error:0.030726
## [192]    train-error:0.030726
## [193]    train-error:0.025140
## [194]    train-error:0.027933
## [195]    train-error:0.025140
## [196]    train-error:0.027933
## [197]    train-error:0.030726
## [198]    train-error:0.025140
## [199]    train-error:0.025140
## [0]  train-error:0.252101
## [1]  train-error:0.156863
## [2]  train-error:0.156863
## [3]  train-error:0.159664
## [4]  train-error:0.148459
## [5]  train-error:0.128852
## [6]  train-error:0.137255
## [7]  train-error:0.128852
## [8]  train-error:0.131653
## [9]  train-error:0.123249
## [10] train-error:0.114846
## [11] train-error:0.120448
## [12] train-error:0.109244
## [13] train-error:0.103641
## [14] train-error:0.092437
## [15] train-error:0.106443
## [16] train-error:0.100840
## [17] train-error:0.095238
## [18] train-error:0.100840
## [19] train-error:0.086835
## [20] train-error:0.086835
## [21] train-error:0.095238
## [22] train-error:0.089636
## [23] train-error:0.084034
## [24] train-error:0.086835
## [25] train-error:0.084034
## [26] train-error:0.089636
## [27] train-error:0.095238
## [28] train-error:0.092437
## [29] train-error:0.086835
## [30] train-error:0.086835
## [31] train-error:0.084034
## [32] train-error:0.086835
## [33] train-error:0.086835
## [34] train-error:0.089636
## [35] train-error:0.089636
## [36] train-error:0.086835
## [37] train-error:0.086835
## [38] train-error:0.078431
## [39] train-error:0.078431
## [40] train-error:0.075630
## [41] train-error:0.081232
## [42] train-error:0.081232
## [43] train-error:0.078431
## [44] train-error:0.075630
## [45] train-error:0.072829
## [46] train-error:0.075630
## [47] train-error:0.078431
## [48] train-error:0.084034
## [49] train-error:0.075630
## [50] train-error:0.075630
## [51] train-error:0.075630
## [52] train-error:0.072829
## [53] train-error:0.067227
## [54] train-error:0.067227
## [55] train-error:0.070028
## [56] train-error:0.070028
## [57] train-error:0.067227
## [58] train-error:0.058824
## [59] train-error:0.064426
## [60] train-error:0.064426
## [61] train-error:0.061625
## [62] train-error:0.058824
## [63] train-error:0.064426
## [64] train-error:0.056022
## [65] train-error:0.061625
## [66] train-error:0.064426
## [67] train-error:0.064426
## [68] train-error:0.061625
## [69] train-error:0.064426
## [70] train-error:0.061625
## [71] train-error:0.061625
## [72] train-error:0.061625
## [73] train-error:0.053221
## [74] train-error:0.053221
## [75] train-error:0.058824
## [76] train-error:0.056022
## [77] train-error:0.056022
## [78] train-error:0.053221
## [79] train-error:0.053221
## [80] train-error:0.056022
## [81] train-error:0.053221
## [82] train-error:0.056022
## [83] train-error:0.058824
## [84] train-error:0.053221
## [85] train-error:0.056022
## [86] train-error:0.058824
## [87] train-error:0.058824
## [88] train-error:0.056022
## [89] train-error:0.058824
## [90] train-error:0.056022
## [91] train-error:0.056022
## [92] train-error:0.056022
## [93] train-error:0.050420
## [94] train-error:0.053221
## [95] train-error:0.050420
## [96] train-error:0.047619
## [97] train-error:0.053221
## [98] train-error:0.050420
## [99] train-error:0.044818
## [100]    train-error:0.050420
## [101]    train-error:0.056022
## [102]    train-error:0.050420
## [103]    train-error:0.047619
## [104]    train-error:0.047619
## [105]    train-error:0.047619
## [106]    train-error:0.047619
## [107]    train-error:0.050420
## [108]    train-error:0.044818
## [109]    train-error:0.053221
## [110]    train-error:0.047619
## [111]    train-error:0.047619
## [112]    train-error:0.050420
## [113]    train-error:0.047619
## [114]    train-error:0.047619
## [115]    train-error:0.047619
## [116]    train-error:0.053221
## [117]    train-error:0.053221
## [118]    train-error:0.050420
## [119]    train-error:0.050420
## [120]    train-error:0.053221
## [121]    train-error:0.050420
## [122]    train-error:0.050420
## [123]    train-error:0.047619
## [124]    train-error:0.050420
## [125]    train-error:0.050420
## [126]    train-error:0.050420
## [127]    train-error:0.050420
## [128]    train-error:0.050420
## [129]    train-error:0.042017
## [130]    train-error:0.050420
## [131]    train-error:0.047619
## [132]    train-error:0.044818
## [133]    train-error:0.047619
## [134]    train-error:0.044818
## [135]    train-error:0.047619
## [136]    train-error:0.042017
## [137]    train-error:0.042017
## [138]    train-error:0.036415
## [139]    train-error:0.039216
## [140]    train-error:0.036415
## [141]    train-error:0.044818
## [142]    train-error:0.039216
## [143]    train-error:0.044818
## [144]    train-error:0.039216
## [145]    train-error:0.033613
## [146]    train-error:0.042017
## [147]    train-error:0.042017
## [148]    train-error:0.039216
## [149]    train-error:0.044818
## [150]    train-error:0.039216
## [151]    train-error:0.039216
## [152]    train-error:0.030812
## [153]    train-error:0.030812
## [154]    train-error:0.030812
## [155]    train-error:0.030812
## [156]    train-error:0.030812
## [157]    train-error:0.028011
## [158]    train-error:0.036415
## [159]    train-error:0.030812
## [160]    train-error:0.033613
## [161]    train-error:0.036415
## [162]    train-error:0.039216
## [163]    train-error:0.039216
## [164]    train-error:0.039216
## [165]    train-error:0.036415
## [166]    train-error:0.039216
## [167]    train-error:0.036415
## [168]    train-error:0.036415
## [169]    train-error:0.042017
## [170]    train-error:0.036415
## [171]    train-error:0.028011
## [172]    train-error:0.030812
## [173]    train-error:0.033613
## [174]    train-error:0.028011
## [175]    train-error:0.033613
## [176]    train-error:0.030812
## [177]    train-error:0.039216
## [178]    train-error:0.039216
## [179]    train-error:0.036415
## [180]    train-error:0.039216
## [181]    train-error:0.039216
## [182]    train-error:0.036415
## [183]    train-error:0.036415
## [184]    train-error:0.036415
## [185]    train-error:0.030812
## [186]    train-error:0.028011
## [187]    train-error:0.028011
## [188]    train-error:0.028011
## [189]    train-error:0.025210
## [190]    train-error:0.025210
## [191]    train-error:0.028011
## [192]    train-error:0.030812
## [193]    train-error:0.030812
## [194]    train-error:0.025210
## [195]    train-error:0.030812
## [196]    train-error:0.030812
## [197]    train-error:0.033613
## [198]    train-error:0.033613
## [199]    train-error:0.033613
## [0]  train-error:0.170868
## [1]  train-error:0.120448
## [2]  train-error:0.128852
## [3]  train-error:0.126050
## [4]  train-error:0.126050
## [5]  train-error:0.126050
## [6]  train-error:0.123249
## [7]  train-error:0.134454
## [8]  train-error:0.117647
## [9]  train-error:0.117647
## [10] train-error:0.123249
## [11] train-error:0.114846
## [12] train-error:0.109244
## [13] train-error:0.095238
## [14] train-error:0.098039
## [15] train-error:0.092437
## [16] train-error:0.086835
## [17] train-error:0.095238
## [18] train-error:0.089636
## [19] train-error:0.084034
## [20] train-error:0.086835
## [21] train-error:0.084034
## [22] train-error:0.084034
## [23] train-error:0.086835
## [24] train-error:0.078431
## [25] train-error:0.064426
## [26] train-error:0.072829
## [27] train-error:0.072829
## [28] train-error:0.067227
## [29] train-error:0.064426
## [30] train-error:0.072829
## [31] train-error:0.075630
## [32] train-error:0.070028
## [33] train-error:0.070028
## [34] train-error:0.072829
## [35] train-error:0.072829
## [36] train-error:0.064426
## [37] train-error:0.064426
## [38] train-error:0.072829
## [39] train-error:0.072829
## [40] train-error:0.072829
## [41] train-error:0.075630
## [42] train-error:0.070028
## [43] train-error:0.067227
## [44] train-error:0.064426
## [45] train-error:0.061625
## [46] train-error:0.061625
## [47] train-error:0.061625
## [48] train-error:0.064426
## [49] train-error:0.056022
## [50] train-error:0.056022
## [51] train-error:0.058824
## [52] train-error:0.053221
## [53] train-error:0.053221
## [54] train-error:0.058824
## [55] train-error:0.061625
## [56] train-error:0.061625
## [57] train-error:0.056022
## [58] train-error:0.061625
## [59] train-error:0.064426
## [60] train-error:0.061625
## [61] train-error:0.064426
## [62] train-error:0.070028
## [63] train-error:0.064426
## [64] train-error:0.067227
## [65] train-error:0.072829
## [66] train-error:0.070028
## [67] train-error:0.067227
## [68] train-error:0.067227
## [69] train-error:0.067227
## [70] train-error:0.070028
## [71] train-error:0.064426
## [72] train-error:0.064426
## [73] train-error:0.058824
## [74] train-error:0.058824
## [75] train-error:0.064426
## [76] train-error:0.061625
## [77] train-error:0.061625
## [78] train-error:0.061625
## [79] train-error:0.067227
## [80] train-error:0.067227
## [81] train-error:0.064426
## [82] train-error:0.064426
## [83] train-error:0.067227
## [84] train-error:0.061625
## [85] train-error:0.058824
## [86] train-error:0.056022
## [87] train-error:0.056022
## [88] train-error:0.053221
## [89] train-error:0.050420
## [90] train-error:0.050420
## [91] train-error:0.053221
## [92] train-error:0.056022
## [93] train-error:0.050420
## [94] train-error:0.053221
## [95] train-error:0.053221
## [96] train-error:0.053221
## [97] train-error:0.058824
## [98] train-error:0.058824
## [99] train-error:0.058824
## [100]    train-error:0.056022
## [101]    train-error:0.056022
## [102]    train-error:0.050420
## [103]    train-error:0.050420
## [104]    train-error:0.047619
## [105]    train-error:0.047619
## [106]    train-error:0.053221
## [107]    train-error:0.053221
## [108]    train-error:0.058824
## [109]    train-error:0.053221
## [110]    train-error:0.050420
## [111]    train-error:0.050420
## [112]    train-error:0.047619
## [113]    train-error:0.050420
## [114]    train-error:0.047619
## [115]    train-error:0.044818
## [116]    train-error:0.050420
## [117]    train-error:0.050420
## [118]    train-error:0.044818
## [119]    train-error:0.050420
## [120]    train-error:0.042017
## [121]    train-error:0.047619
## [122]    train-error:0.047619
## [123]    train-error:0.042017
## [124]    train-error:0.044818
## [125]    train-error:0.039216
## [126]    train-error:0.036415
## [127]    train-error:0.033613
## [128]    train-error:0.036415
## [129]    train-error:0.039216
## [130]    train-error:0.036415
## [131]    train-error:0.039216
## [132]    train-error:0.039216
## [133]    train-error:0.047619
## [134]    train-error:0.039216
## [135]    train-error:0.039216
## [136]    train-error:0.044818
## [137]    train-error:0.042017
## [138]    train-error:0.039216
## [139]    train-error:0.036415
## [140]    train-error:0.039216
## [141]    train-error:0.042017
## [142]    train-error:0.042017
## [143]    train-error:0.042017
## [144]    train-error:0.036415
## [145]    train-error:0.030812
## [146]    train-error:0.033613
## [147]    train-error:0.039216
## [148]    train-error:0.036415
## [149]    train-error:0.033613
## [150]    train-error:0.036415
## [151]    train-error:0.033613
## [152]    train-error:0.039216
## [153]    train-error:0.036415
## [154]    train-error:0.036415
## [155]    train-error:0.030812
## [156]    train-error:0.033613
## [157]    train-error:0.047619
## [158]    train-error:0.044818
## [159]    train-error:0.039216
## [160]    train-error:0.033613
## [161]    train-error:0.033613
## [162]    train-error:0.039216
## [163]    train-error:0.036415
## [164]    train-error:0.042017
## [165]    train-error:0.039216
## [166]    train-error:0.042017
## [167]    train-error:0.036415
## [168]    train-error:0.030812
## [169]    train-error:0.030812
## [170]    train-error:0.030812
## [171]    train-error:0.030812
## [172]    train-error:0.025210
## [173]    train-error:0.028011
## [174]    train-error:0.028011
## [175]    train-error:0.030812
## [176]    train-error:0.030812
## [177]    train-error:0.030812
## [178]    train-error:0.030812
## [179]    train-error:0.030812
## [180]    train-error:0.036415
## [181]    train-error:0.039216
## [182]    train-error:0.030812
## [183]    train-error:0.036415
## [184]    train-error:0.036415
## [185]    train-error:0.036415
## [186]    train-error:0.036415
## [187]    train-error:0.039216
## [188]    train-error:0.036415
## [189]    train-error:0.039216
## [190]    train-error:0.039216
## [191]    train-error:0.030812
## [192]    train-error:0.030812
## [193]    train-error:0.028011
## [194]    train-error:0.033613
## [195]    train-error:0.033613
## [196]    train-error:0.028011
## [197]    train-error:0.028011
## [198]    train-error:0.028011
## [199]    train-error:0.028011
## [0]  train-error:0.307263
## [1]  train-error:0.217877
## [2]  train-error:0.215084
## [3]  train-error:0.209497
## [4]  train-error:0.195531
## [5]  train-error:0.184358
## [6]  train-error:0.198324
## [7]  train-error:0.195531
## [8]  train-error:0.198324
## [9]  train-error:0.206704
## [10] train-error:0.206704
## [11] train-error:0.209497
## [12] train-error:0.195531
## [13] train-error:0.195531
## [14] train-error:0.198324
## [15] train-error:0.195531
## [16] train-error:0.209497
## [17] train-error:0.209497
## [18] train-error:0.189944
## [19] train-error:0.192737
## [20] train-error:0.192737
## [21] train-error:0.192737
## [22] train-error:0.192737
## [23] train-error:0.192737
## [24] train-error:0.192737
## [25] train-error:0.195531
## [26] train-error:0.187151
## [27] train-error:0.195531
## [28] train-error:0.195531
## [29] train-error:0.195531
## [30] train-error:0.195531
## [31] train-error:0.195531
## [32] train-error:0.192737
## [33] train-error:0.195531
## [34] train-error:0.195531
## [35] train-error:0.195531
## [36] train-error:0.198324
## [37] train-error:0.195531
## [38] train-error:0.192737
## [39] train-error:0.195531
## [40] train-error:0.192737
## [41] train-error:0.198324
## [42] train-error:0.195531
## [43] train-error:0.198324
## [44] train-error:0.198324
## [45] train-error:0.195531
## [46] train-error:0.198324
## [47] train-error:0.195531
## [48] train-error:0.201117
## [49] train-error:0.201117
## [50] train-error:0.195531
## [51] train-error:0.195531
## [52] train-error:0.198324
## [53] train-error:0.195531
## [54] train-error:0.198324
## [55] train-error:0.198324
## [56] train-error:0.195531
## [57] train-error:0.195531
## [58] train-error:0.195531
## [59] train-error:0.187151
## [60] train-error:0.192737
## [61] train-error:0.187151
## [62] train-error:0.187151
## [63] train-error:0.184358
## [64] train-error:0.187151
## [65] train-error:0.189944
## [66] train-error:0.187151
## [67] train-error:0.187151
## [68] train-error:0.184358
## [69] train-error:0.184358
## [70] train-error:0.181564
## [71] train-error:0.184358
## [72] train-error:0.184358
## [73] train-error:0.184358
## [74] train-error:0.184358
## [75] train-error:0.181564
## [76] train-error:0.181564
## [77] train-error:0.184358
## [78] train-error:0.181564
## [79] train-error:0.178771
## [80] train-error:0.175978
## [81] train-error:0.178771
## [82] train-error:0.175978
## [83] train-error:0.175978
## [84] train-error:0.164804
## [85] train-error:0.173184
## [86] train-error:0.164804
## [87] train-error:0.162011
## [88] train-error:0.162011
## [89] train-error:0.162011
## [90] train-error:0.164804
## [91] train-error:0.164804
## [92] train-error:0.164804
## [93] train-error:0.167598
## [94] train-error:0.167598
## [95] train-error:0.175978
## [96] train-error:0.173184
## [97] train-error:0.175978
## [98] train-error:0.173184
## [99] train-error:0.173184
## [100]    train-error:0.170391
## [101]    train-error:0.175978
## [102]    train-error:0.167598
## [103]    train-error:0.167598
## [104]    train-error:0.167598
## [105]    train-error:0.167598
## [106]    train-error:0.167598
## [107]    train-error:0.167598
## [108]    train-error:0.167598
## [109]    train-error:0.170391
## [110]    train-error:0.167598
## [111]    train-error:0.170391
## [112]    train-error:0.170391
## [113]    train-error:0.170391
## [114]    train-error:0.173184
## [115]    train-error:0.173184
## [116]    train-error:0.170391
## [117]    train-error:0.167598
## [118]    train-error:0.164804
## [119]    train-error:0.164804
## [120]    train-error:0.164804
## [121]    train-error:0.164804
## [122]    train-error:0.170391
## [123]    train-error:0.170391
## [124]    train-error:0.170391
## [125]    train-error:0.167598
## [126]    train-error:0.164804
## [127]    train-error:0.167598
## [128]    train-error:0.167598
## [129]    train-error:0.170391
## [130]    train-error:0.167598
## [131]    train-error:0.170391
## [132]    train-error:0.170391
## [133]    train-error:0.170391
## [134]    train-error:0.170391
## [135]    train-error:0.167598
## [136]    train-error:0.167598
## [137]    train-error:0.167598
## [138]    train-error:0.167598
## [139]    train-error:0.164804
## [140]    train-error:0.162011
## [141]    train-error:0.156425
## [142]    train-error:0.162011
## [143]    train-error:0.159218
## [144]    train-error:0.162011
## [145]    train-error:0.159218
## [146]    train-error:0.159218
## [147]    train-error:0.159218
## [148]    train-error:0.159218
## [149]    train-error:0.159218
## [150]    train-error:0.159218
## [151]    train-error:0.159218
## [152]    train-error:0.159218
## [153]    train-error:0.159218
## [154]    train-error:0.159218
## [155]    train-error:0.159218
## [156]    train-error:0.159218
## [157]    train-error:0.159218
## [158]    train-error:0.159218
## [159]    train-error:0.162011
## [160]    train-error:0.159218
## [161]    train-error:0.162011
## [162]    train-error:0.162011
## [163]    train-error:0.162011
## [164]    train-error:0.153631
## [165]    train-error:0.153631
## [166]    train-error:0.153631
## [167]    train-error:0.156425
## [168]    train-error:0.156425
## [169]    train-error:0.159218
## [170]    train-error:0.159218
## [171]    train-error:0.156425
## [172]    train-error:0.159218
## [173]    train-error:0.156425
## [174]    train-error:0.159218
## [175]    train-error:0.156425
## [176]    train-error:0.153631
## [177]    train-error:0.156425
## [178]    train-error:0.156425
## [179]    train-error:0.150838
## [180]    train-error:0.150838
## [181]    train-error:0.150838
## [182]    train-error:0.153631
## [183]    train-error:0.156425
## [184]    train-error:0.156425
## [185]    train-error:0.153631
## [186]    train-error:0.150838
## [187]    train-error:0.150838
## [188]    train-error:0.148045
## [189]    train-error:0.148045
## [190]    train-error:0.148045
## [191]    train-error:0.148045
## [192]    train-error:0.148045
## [193]    train-error:0.148045
## [194]    train-error:0.148045
## [195]    train-error:0.148045
## [196]    train-error:0.148045
## [197]    train-error:0.148045
## [198]    train-error:0.148045
## [199]    train-error:0.145251
## [200]    train-error:0.145251
## [201]    train-error:0.145251
## [202]    train-error:0.145251
## [203]    train-error:0.145251
## [204]    train-error:0.145251
## [205]    train-error:0.150838
## [206]    train-error:0.150838
## [207]    train-error:0.148045
## [208]    train-error:0.148045
## [209]    train-error:0.150838
## [210]    train-error:0.145251
## [211]    train-error:0.145251
## [212]    train-error:0.145251
## [213]    train-error:0.148045
## [214]    train-error:0.148045
## [215]    train-error:0.148045
## [216]    train-error:0.145251
## [217]    train-error:0.142458
## [218]    train-error:0.142458
## [219]    train-error:0.139665
## [220]    train-error:0.142458
## [221]    train-error:0.142458
## [222]    train-error:0.142458
## [223]    train-error:0.142458
## [224]    train-error:0.142458
## [225]    train-error:0.142458
## [226]    train-error:0.139665
## [227]    train-error:0.142458
## [228]    train-error:0.145251
## [229]    train-error:0.145251
## [230]    train-error:0.145251
## [231]    train-error:0.142458
## [232]    train-error:0.139665
## [233]    train-error:0.139665
## [234]    train-error:0.139665
## [235]    train-error:0.139665
## [236]    train-error:0.139665
## [237]    train-error:0.139665
## [238]    train-error:0.136872
## [239]    train-error:0.136872
## [240]    train-error:0.139665
## [241]    train-error:0.139665
## [242]    train-error:0.139665
## [243]    train-error:0.136872
## [244]    train-error:0.136872
## [245]    train-error:0.136872
## [246]    train-error:0.136872
## [247]    train-error:0.136872
## [248]    train-error:0.139665
## [249]    train-error:0.136872
## [250]    train-error:0.139665
## [251]    train-error:0.139665
## [252]    train-error:0.139665
## [253]    train-error:0.139665
## [254]    train-error:0.139665
## [255]    train-error:0.139665
## [256]    train-error:0.139665
## [257]    train-error:0.139665
## [258]    train-error:0.139665
## [259]    train-error:0.136872
## [260]    train-error:0.134078
## [261]    train-error:0.136872
## [262]    train-error:0.136872
## [263]    train-error:0.134078
## [264]    train-error:0.136872
## [265]    train-error:0.136872
## [266]    train-error:0.136872
## [267]    train-error:0.134078
## [268]    train-error:0.134078
## [269]    train-error:0.134078
## [270]    train-error:0.136872
## [271]    train-error:0.136872
## [272]    train-error:0.139665
## [273]    train-error:0.136872
## [274]    train-error:0.136872
## [275]    train-error:0.136872
## [276]    train-error:0.139665
## [277]    train-error:0.139665
## [278]    train-error:0.139665
## [279]    train-error:0.139665
## [280]    train-error:0.139665
## [281]    train-error:0.139665
## [282]    train-error:0.139665
## [283]    train-error:0.139665
## [284]    train-error:0.139665
## [285]    train-error:0.142458
## [286]    train-error:0.142458
## [287]    train-error:0.142458
## [288]    train-error:0.142458
## [289]    train-error:0.142458
## [290]    train-error:0.142458
## [291]    train-error:0.142458
## [292]    train-error:0.142458
## [293]    train-error:0.142458
## [294]    train-error:0.139665
## [295]    train-error:0.139665
## [296]    train-error:0.139665
## [297]    train-error:0.139665
## [298]    train-error:0.139665
## [299]    train-error:0.139665
## [300]    train-error:0.139665
## [301]    train-error:0.139665
## [302]    train-error:0.139665
## [303]    train-error:0.139665
## [304]    train-error:0.139665
## [305]    train-error:0.139665
## [306]    train-error:0.139665
## [307]    train-error:0.139665
## [308]    train-error:0.139665
## [309]    train-error:0.139665
## [310]    train-error:0.139665
## [311]    train-error:0.139665
## [312]    train-error:0.139665
## [313]    train-error:0.139665
## [314]    train-error:0.139665
## [315]    train-error:0.139665
## [316]    train-error:0.139665
## [317]    train-error:0.139665
## [318]    train-error:0.139665
## [319]    train-error:0.139665
## [320]    train-error:0.139665
## [321]    train-error:0.139665
## [322]    train-error:0.139665
## [323]    train-error:0.139665
## [324]    train-error:0.139665
## [325]    train-error:0.139665
## [326]    train-error:0.139665
## [327]    train-error:0.139665
## [328]    train-error:0.139665
## [329]    train-error:0.139665
## [330]    train-error:0.139665
## [331]    train-error:0.139665
## [332]    train-error:0.139665
## [333]    train-error:0.139665
## [334]    train-error:0.139665
## [335]    train-error:0.139665
## [336]    train-error:0.139665
## [337]    train-error:0.139665
## [338]    train-error:0.139665
## [339]    train-error:0.139665
## [340]    train-error:0.139665
## [341]    train-error:0.139665
## [342]    train-error:0.139665
## [343]    train-error:0.139665
## [344]    train-error:0.139665
## [345]    train-error:0.139665
## [346]    train-error:0.136872
## [347]    train-error:0.136872
## [348]    train-error:0.139665
## [349]    train-error:0.139665
## [350]    train-error:0.139665
## [351]    train-error:0.136872
## [352]    train-error:0.136872
## [353]    train-error:0.136872
## [354]    train-error:0.136872
## [355]    train-error:0.136872
## [356]    train-error:0.136872
## [357]    train-error:0.136872
## [358]    train-error:0.136872
## [359]    train-error:0.139665
## [360]    train-error:0.136872
## [361]    train-error:0.139665
## [362]    train-error:0.139665
## [363]    train-error:0.139665
## [364]    train-error:0.139665
## [365]    train-error:0.139665
## [366]    train-error:0.139665
## [367]    train-error:0.139665
## [368]    train-error:0.139665
## [369]    train-error:0.139665
## [370]    train-error:0.139665
## [371]    train-error:0.139665
## [372]    train-error:0.139665
## [373]    train-error:0.139665
## [374]    train-error:0.139665
## [375]    train-error:0.139665
## [376]    train-error:0.142458
## [377]    train-error:0.139665
## [378]    train-error:0.142458
## [379]    train-error:0.142458
## [380]    train-error:0.142458
## [381]    train-error:0.139665
## [382]    train-error:0.136872
## [383]    train-error:0.142458
## [384]    train-error:0.136872
## [385]    train-error:0.136872
## [386]    train-error:0.142458
## [387]    train-error:0.139665
## [388]    train-error:0.139665
## [389]    train-error:0.142458
## [390]    train-error:0.139665
## [391]    train-error:0.139665
## [392]    train-error:0.142458
## [393]    train-error:0.142458
## [394]    train-error:0.142458
## [395]    train-error:0.142458
## [396]    train-error:0.139665
## [397]    train-error:0.142458
## [398]    train-error:0.139665
## [399]    train-error:0.136872
## [400]    train-error:0.142458
## [401]    train-error:0.142458
## [402]    train-error:0.139665
## [403]    train-error:0.139665
## [404]    train-error:0.142458
## [405]    train-error:0.142458
## [406]    train-error:0.142458
## [407]    train-error:0.142458
## [408]    train-error:0.142458
## [409]    train-error:0.142458
## [410]    train-error:0.142458
## [411]    train-error:0.139665
## [412]    train-error:0.142458
## [413]    train-error:0.142458
## [414]    train-error:0.142458
## [415]    train-error:0.142458
## [416]    train-error:0.142458
## [417]    train-error:0.142458
## [418]    train-error:0.142458
## [419]    train-error:0.142458
## [420]    train-error:0.142458
## [421]    train-error:0.139665
## [422]    train-error:0.139665
## [423]    train-error:0.136872
## [424]    train-error:0.136872
## [425]    train-error:0.136872
## [426]    train-error:0.139665
## [427]    train-error:0.139665
## [428]    train-error:0.136872
## [429]    train-error:0.136872
## [430]    train-error:0.134078
## [431]    train-error:0.134078
## [432]    train-error:0.134078
## [433]    train-error:0.134078
## [434]    train-error:0.134078
## [435]    train-error:0.134078
## [436]    train-error:0.134078
## [437]    train-error:0.134078
## [438]    train-error:0.134078
## [439]    train-error:0.134078
## [440]    train-error:0.134078
## [441]    train-error:0.134078
## [442]    train-error:0.134078
## [443]    train-error:0.134078
## [444]    train-error:0.134078
## [445]    train-error:0.134078
## [446]    train-error:0.136872
## [447]    train-error:0.136872
## [448]    train-error:0.136872
## [449]    train-error:0.134078
## [450]    train-error:0.136872
## [451]    train-error:0.134078
## [452]    train-error:0.134078
## [453]    train-error:0.134078
## [454]    train-error:0.134078
## [455]    train-error:0.134078
## [456]    train-error:0.134078
## [457]    train-error:0.134078
## [458]    train-error:0.134078
## [459]    train-error:0.134078
## [460]    train-error:0.134078
## [461]    train-error:0.134078
## [462]    train-error:0.134078
## [463]    train-error:0.134078
## [464]    train-error:0.134078
## [465]    train-error:0.134078
## [466]    train-error:0.134078
## [467]    train-error:0.134078
## [468]    train-error:0.134078
## [469]    train-error:0.134078
## [470]    train-error:0.134078
## [471]    train-error:0.134078
## [472]    train-error:0.134078
## [473]    train-error:0.134078
## [474]    train-error:0.134078
## [475]    train-error:0.134078
## [476]    train-error:0.134078
## [477]    train-error:0.134078
## [478]    train-error:0.134078
## [479]    train-error:0.134078
## [480]    train-error:0.134078
## [481]    train-error:0.134078
## [482]    train-error:0.134078
## [483]    train-error:0.134078
## [484]    train-error:0.134078
## [485]    train-error:0.134078
## [486]    train-error:0.134078
## [487]    train-error:0.134078
## [488]    train-error:0.134078
## [0]  train-error:0.190476
## [1]  train-error:0.184874
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.190476
## [11] train-error:0.190476
## [12] train-error:0.190476
## [13] train-error:0.190476
## [14] train-error:0.190476
## [15] train-error:0.190476
## [16] train-error:0.190476
## [17] train-error:0.190476
## [18] train-error:0.190476
## [19] train-error:0.190476
## [20] train-error:0.190476
## [21] train-error:0.190476
## [22] train-error:0.190476
## [23] train-error:0.179272
## [24] train-error:0.179272
## [25] train-error:0.179272
## [26] train-error:0.184874
## [27] train-error:0.173669
## [28] train-error:0.173669
## [29] train-error:0.187675
## [30] train-error:0.187675
## [31] train-error:0.176471
## [32] train-error:0.182073
## [33] train-error:0.173669
## [34] train-error:0.182073
## [35] train-error:0.182073
## [36] train-error:0.182073
## [37] train-error:0.182073
## [38] train-error:0.184874
## [39] train-error:0.184874
## [40] train-error:0.184874
## [41] train-error:0.187675
## [42] train-error:0.187675
## [43] train-error:0.176471
## [44] train-error:0.176471
## [45] train-error:0.154062
## [46] train-error:0.154062
## [47] train-error:0.154062
## [48] train-error:0.162465
## [49] train-error:0.159664
## [50] train-error:0.162465
## [51] train-error:0.159664
## [52] train-error:0.168067
## [53] train-error:0.156863
## [54] train-error:0.168067
## [55] train-error:0.159664
## [56] train-error:0.156863
## [57] train-error:0.154062
## [58] train-error:0.156863
## [59] train-error:0.159664
## [60] train-error:0.162465
## [61] train-error:0.165266
## [62] train-error:0.162465
## [63] train-error:0.154062
## [64] train-error:0.156863
## [65] train-error:0.162465
## [66] train-error:0.162465
## [67] train-error:0.159664
## [68] train-error:0.159664
## [69] train-error:0.156863
## [70] train-error:0.156863
## [71] train-error:0.156863
## [72] train-error:0.159664
## [73] train-error:0.156863
## [74] train-error:0.159664
## [75] train-error:0.156863
## [76] train-error:0.156863
## [77] train-error:0.154062
## [78] train-error:0.148459
## [79] train-error:0.151261
## [80] train-error:0.151261
## [81] train-error:0.154062
## [82] train-error:0.154062
## [83] train-error:0.154062
## [84] train-error:0.151261
## [85] train-error:0.151261
## [86] train-error:0.145658
## [87] train-error:0.145658
## [88] train-error:0.151261
## [89] train-error:0.145658
## [90] train-error:0.148459
## [91] train-error:0.151261
## [92] train-error:0.151261
## [93] train-error:0.151261
## [94] train-error:0.151261
## [95] train-error:0.151261
## [96] train-error:0.148459
## [97] train-error:0.148459
## [98] train-error:0.145658
## [99] train-error:0.145658
## [100]    train-error:0.145658
## [101]    train-error:0.140056
## [102]    train-error:0.137255
## [103]    train-error:0.131653
## [104]    train-error:0.131653
## [105]    train-error:0.134454
## [106]    train-error:0.140056
## [107]    train-error:0.140056
## [108]    train-error:0.137255
## [109]    train-error:0.137255
## [110]    train-error:0.128852
## [111]    train-error:0.126050
## [112]    train-error:0.128852
## [113]    train-error:0.131653
## [114]    train-error:0.131653
## [115]    train-error:0.131653
## [116]    train-error:0.128852
## [117]    train-error:0.128852
## [118]    train-error:0.128852
## [119]    train-error:0.128852
## [120]    train-error:0.128852
## [121]    train-error:0.126050
## [122]    train-error:0.126050
## [123]    train-error:0.123249
## [124]    train-error:0.123249
## [125]    train-error:0.120448
## [126]    train-error:0.120448
## [127]    train-error:0.123249
## [128]    train-error:0.123249
## [129]    train-error:0.120448
## [130]    train-error:0.117647
## [131]    train-error:0.117647
## [132]    train-error:0.114846
## [133]    train-error:0.114846
## [134]    train-error:0.114846
## [135]    train-error:0.112045
## [136]    train-error:0.114846
## [137]    train-error:0.117647
## [138]    train-error:0.117647
## [139]    train-error:0.117647
## [140]    train-error:0.120448
## [141]    train-error:0.117647
## [142]    train-error:0.117647
## [143]    train-error:0.120448
## [144]    train-error:0.120448
## [145]    train-error:0.120448
## [146]    train-error:0.120448
## [147]    train-error:0.120448
## [148]    train-error:0.120448
## [149]    train-error:0.120448
## [150]    train-error:0.123249
## [151]    train-error:0.123249
## [152]    train-error:0.123249
## [153]    train-error:0.123249
## [154]    train-error:0.123249
## [155]    train-error:0.123249
## [156]    train-error:0.120448
## [157]    train-error:0.120448
## [158]    train-error:0.120448
## [159]    train-error:0.120448
## [160]    train-error:0.123249
## [161]    train-error:0.123249
## [162]    train-error:0.120448
## [163]    train-error:0.123249
## [164]    train-error:0.120448
## [165]    train-error:0.120448
## [166]    train-error:0.120448
## [167]    train-error:0.120448
## [168]    train-error:0.120448
## [169]    train-error:0.120448
## [170]    train-error:0.114846
## [171]    train-error:0.114846
## [172]    train-error:0.114846
## [173]    train-error:0.114846
## [174]    train-error:0.114846
## [175]    train-error:0.112045
## [176]    train-error:0.109244
## [177]    train-error:0.112045
## [178]    train-error:0.109244
## [179]    train-error:0.112045
## [180]    train-error:0.112045
## [181]    train-error:0.112045
## [182]    train-error:0.114846
## [183]    train-error:0.114846
## [184]    train-error:0.112045
## [185]    train-error:0.114846
## [186]    train-error:0.114846
## [187]    train-error:0.114846
## [188]    train-error:0.109244
## [189]    train-error:0.112045
## [190]    train-error:0.112045
## [191]    train-error:0.112045
## [192]    train-error:0.112045
## [193]    train-error:0.112045
## [194]    train-error:0.114846
## [195]    train-error:0.112045
## [196]    train-error:0.114846
## [197]    train-error:0.114846
## [198]    train-error:0.114846
## [199]    train-error:0.114846
## [200]    train-error:0.114846
## [201]    train-error:0.114846
## [202]    train-error:0.114846
## [203]    train-error:0.114846
## [204]    train-error:0.114846
## [205]    train-error:0.114846
## [206]    train-error:0.114846
## [207]    train-error:0.114846
## [208]    train-error:0.114846
## [209]    train-error:0.112045
## [210]    train-error:0.114846
## [211]    train-error:0.114846
## [212]    train-error:0.114846
## [213]    train-error:0.114846
## [214]    train-error:0.114846
## [215]    train-error:0.114846
## [216]    train-error:0.114846
## [217]    train-error:0.114846
## [218]    train-error:0.114846
## [219]    train-error:0.114846
## [220]    train-error:0.114846
## [221]    train-error:0.114846
## [222]    train-error:0.114846
## [223]    train-error:0.114846
## [224]    train-error:0.114846
## [225]    train-error:0.117647
## [226]    train-error:0.117647
## [227]    train-error:0.120448
## [228]    train-error:0.117647
## [229]    train-error:0.114846
## [230]    train-error:0.114846
## [231]    train-error:0.114846
## [232]    train-error:0.114846
## [233]    train-error:0.112045
## [234]    train-error:0.112045
## [235]    train-error:0.114846
## [236]    train-error:0.117647
## [237]    train-error:0.114846
## [238]    train-error:0.114846
## [239]    train-error:0.114846
## [240]    train-error:0.114846
## [241]    train-error:0.114846
## [242]    train-error:0.114846
## [243]    train-error:0.114846
## [244]    train-error:0.114846
## [245]    train-error:0.114846
## [246]    train-error:0.114846
## [247]    train-error:0.117647
## [248]    train-error:0.117647
## [249]    train-error:0.114846
## [250]    train-error:0.114846
## [251]    train-error:0.117647
## [252]    train-error:0.114846
## [253]    train-error:0.114846
## [254]    train-error:0.114846
## [255]    train-error:0.114846
## [256]    train-error:0.114846
## [257]    train-error:0.114846
## [258]    train-error:0.114846
## [259]    train-error:0.114846
## [260]    train-error:0.114846
## [261]    train-error:0.114846
## [262]    train-error:0.114846
## [263]    train-error:0.114846
## [264]    train-error:0.114846
## [265]    train-error:0.117647
## [266]    train-error:0.114846
## [267]    train-error:0.114846
## [268]    train-error:0.117647
## [269]    train-error:0.117647
## [270]    train-error:0.120448
## [271]    train-error:0.117647
## [272]    train-error:0.117647
## [273]    train-error:0.117647
## [274]    train-error:0.117647
## [275]    train-error:0.117647
## [276]    train-error:0.117647
## [277]    train-error:0.117647
## [278]    train-error:0.120448
## [279]    train-error:0.117647
## [280]    train-error:0.117647
## [281]    train-error:0.117647
## [282]    train-error:0.117647
## [283]    train-error:0.117647
## [284]    train-error:0.117647
## [285]    train-error:0.117647
## [286]    train-error:0.117647
## [287]    train-error:0.117647
## [288]    train-error:0.117647
## [289]    train-error:0.117647
## [290]    train-error:0.117647
## [291]    train-error:0.117647
## [292]    train-error:0.117647
## [293]    train-error:0.117647
## [294]    train-error:0.117647
## [295]    train-error:0.117647
## [296]    train-error:0.117647
## [297]    train-error:0.117647
## [298]    train-error:0.117647
## [299]    train-error:0.117647
## [300]    train-error:0.117647
## [301]    train-error:0.117647
## [302]    train-error:0.117647
## [303]    train-error:0.117647
## [304]    train-error:0.117647
## [305]    train-error:0.117647
## [306]    train-error:0.117647
## [307]    train-error:0.117647
## [308]    train-error:0.112045
## [309]    train-error:0.112045
## [310]    train-error:0.112045
## [311]    train-error:0.112045
## [312]    train-error:0.114846
## [313]    train-error:0.114846
## [314]    train-error:0.114846
## [315]    train-error:0.112045
## [316]    train-error:0.112045
## [317]    train-error:0.109244
## [318]    train-error:0.112045
## [319]    train-error:0.112045
## [320]    train-error:0.112045
## [321]    train-error:0.112045
## [322]    train-error:0.112045
## [323]    train-error:0.109244
## [324]    train-error:0.112045
## [325]    train-error:0.109244
## [326]    train-error:0.109244
## [327]    train-error:0.109244
## [328]    train-error:0.109244
## [329]    train-error:0.109244
## [330]    train-error:0.109244
## [331]    train-error:0.112045
## [332]    train-error:0.112045
## [333]    train-error:0.114846
## [334]    train-error:0.112045
## [335]    train-error:0.112045
## [336]    train-error:0.112045
## [337]    train-error:0.112045
## [338]    train-error:0.112045
## [339]    train-error:0.112045
## [340]    train-error:0.109244
## [341]    train-error:0.109244
## [342]    train-error:0.109244
## [343]    train-error:0.109244
## [344]    train-error:0.109244
## [345]    train-error:0.109244
## [346]    train-error:0.109244
## [347]    train-error:0.109244
## [348]    train-error:0.109244
## [349]    train-error:0.109244
## [350]    train-error:0.109244
## [351]    train-error:0.109244
## [352]    train-error:0.109244
## [353]    train-error:0.109244
## [354]    train-error:0.109244
## [355]    train-error:0.109244
## [356]    train-error:0.109244
## [357]    train-error:0.109244
## [358]    train-error:0.109244
## [359]    train-error:0.109244
## [360]    train-error:0.109244
## [361]    train-error:0.109244
## [362]    train-error:0.109244
## [363]    train-error:0.109244
## [364]    train-error:0.106443
## [365]    train-error:0.106443
## [366]    train-error:0.106443
## [367]    train-error:0.106443
## [368]    train-error:0.103641
## [369]    train-error:0.103641
## [370]    train-error:0.106443
## [371]    train-error:0.106443
## [372]    train-error:0.103641
## [373]    train-error:0.103641
## [374]    train-error:0.103641
## [375]    train-error:0.103641
## [376]    train-error:0.103641
## [377]    train-error:0.103641
## [378]    train-error:0.103641
## [379]    train-error:0.103641
## [380]    train-error:0.103641
## [381]    train-error:0.103641
## [382]    train-error:0.103641
## [383]    train-error:0.103641
## [384]    train-error:0.103641
## [385]    train-error:0.103641
## [386]    train-error:0.106443
## [387]    train-error:0.103641
## [388]    train-error:0.103641
## [389]    train-error:0.106443
## [390]    train-error:0.106443
## [391]    train-error:0.106443
## [392]    train-error:0.106443
## [393]    train-error:0.106443
## [394]    train-error:0.106443
## [395]    train-error:0.106443
## [396]    train-error:0.106443
## [397]    train-error:0.103641
## [398]    train-error:0.103641
## [399]    train-error:0.103641
## [400]    train-error:0.103641
## [401]    train-error:0.103641
## [402]    train-error:0.103641
## [403]    train-error:0.103641
## [404]    train-error:0.103641
## [405]    train-error:0.103641
## [406]    train-error:0.103641
## [407]    train-error:0.103641
## [408]    train-error:0.103641
## [409]    train-error:0.103641
## [410]    train-error:0.103641
## [411]    train-error:0.103641
## [412]    train-error:0.103641
## [413]    train-error:0.103641
## [414]    train-error:0.103641
## [415]    train-error:0.103641
## [416]    train-error:0.106443
## [417]    train-error:0.103641
## [418]    train-error:0.103641
## [419]    train-error:0.103641
## [420]    train-error:0.103641
## [421]    train-error:0.103641
## [422]    train-error:0.103641
## [423]    train-error:0.103641
## [424]    train-error:0.103641
## [425]    train-error:0.103641
## [426]    train-error:0.103641
## [427]    train-error:0.103641
## [428]    train-error:0.103641
## [429]    train-error:0.103641
## [430]    train-error:0.103641
## [431]    train-error:0.103641
## [432]    train-error:0.103641
## [433]    train-error:0.103641
## [434]    train-error:0.103641
## [435]    train-error:0.103641
## [436]    train-error:0.103641
## [437]    train-error:0.103641
## [438]    train-error:0.106443
## [439]    train-error:0.106443
## [440]    train-error:0.106443
## [441]    train-error:0.109244
## [442]    train-error:0.106443
## [443]    train-error:0.109244
## [444]    train-error:0.109244
## [445]    train-error:0.109244
## [446]    train-error:0.109244
## [447]    train-error:0.109244
## [448]    train-error:0.106443
## [449]    train-error:0.109244
## [450]    train-error:0.109244
## [451]    train-error:0.109244
## [452]    train-error:0.109244
## [453]    train-error:0.109244
## [454]    train-error:0.109244
## [455]    train-error:0.109244
## [456]    train-error:0.106443
## [457]    train-error:0.109244
## [458]    train-error:0.109244
## [459]    train-error:0.109244
## [460]    train-error:0.106443
## [461]    train-error:0.106443
## [462]    train-error:0.106443
## [463]    train-error:0.106443
## [464]    train-error:0.106443
## [465]    train-error:0.106443
## [466]    train-error:0.106443
## [467]    train-error:0.106443
## [468]    train-error:0.103641
## [469]    train-error:0.106443
## [470]    train-error:0.103641
## [471]    train-error:0.103641
## [472]    train-error:0.103641
## [473]    train-error:0.103641
## [474]    train-error:0.103641
## [475]    train-error:0.103641
## [476]    train-error:0.103641
## [477]    train-error:0.103641
## [478]    train-error:0.103641
## [479]    train-error:0.106443
## [480]    train-error:0.103641
## [481]    train-error:0.100840
## [482]    train-error:0.103641
## [483]    train-error:0.103641
## [484]    train-error:0.106443
## [485]    train-error:0.106443
## [486]    train-error:0.103641
## [487]    train-error:0.106443
## [488]    train-error:0.106443
## [0]  train-error:0.218487
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.210084
## [6]  train-error:0.210084
## [7]  train-error:0.210084
## [8]  train-error:0.210084
## [9]  train-error:0.210084
## [10] train-error:0.215686
## [11] train-error:0.210084
## [12] train-error:0.210084
## [13] train-error:0.210084
## [14] train-error:0.215686
## [15] train-error:0.215686
## [16] train-error:0.210084
## [17] train-error:0.212885
## [18] train-error:0.201681
## [19] train-error:0.198880
## [20] train-error:0.198880
## [21] train-error:0.196078
## [22] train-error:0.201681
## [23] train-error:0.193277
## [24] train-error:0.201681
## [25] train-error:0.196078
## [26] train-error:0.182073
## [27] train-error:0.187675
## [28] train-error:0.187675
## [29] train-error:0.182073
## [30] train-error:0.179272
## [31] train-error:0.179272
## [32] train-error:0.182073
## [33] train-error:0.179272
## [34] train-error:0.184874
## [35] train-error:0.179272
## [36] train-error:0.179272
## [37] train-error:0.173669
## [38] train-error:0.170868
## [39] train-error:0.173669
## [40] train-error:0.182073
## [41] train-error:0.182073
## [42] train-error:0.176471
## [43] train-error:0.173669
## [44] train-error:0.179272
## [45] train-error:0.179272
## [46] train-error:0.168067
## [47] train-error:0.168067
## [48] train-error:0.170868
## [49] train-error:0.170868
## [50] train-error:0.176471
## [51] train-error:0.173669
## [52] train-error:0.170868
## [53] train-error:0.168067
## [54] train-error:0.173669
## [55] train-error:0.173669
## [56] train-error:0.170868
## [57] train-error:0.162465
## [58] train-error:0.165266
## [59] train-error:0.168067
## [60] train-error:0.156863
## [61] train-error:0.162465
## [62] train-error:0.156863
## [63] train-error:0.165266
## [64] train-error:0.151261
## [65] train-error:0.151261
## [66] train-error:0.151261
## [67] train-error:0.148459
## [68] train-error:0.154062
## [69] train-error:0.165266
## [70] train-error:0.156863
## [71] train-error:0.159664
## [72] train-error:0.159664
## [73] train-error:0.159664
## [74] train-error:0.154062
## [75] train-error:0.156863
## [76] train-error:0.154062
## [77] train-error:0.156863
## [78] train-error:0.156863
## [79] train-error:0.154062
## [80] train-error:0.154062
## [81] train-error:0.154062
## [82] train-error:0.151261
## [83] train-error:0.148459
## [84] train-error:0.148459
## [85] train-error:0.148459
## [86] train-error:0.151261
## [87] train-error:0.148459
## [88] train-error:0.148459
## [89] train-error:0.145658
## [90] train-error:0.145658
## [91] train-error:0.145658
## [92] train-error:0.145658
## [93] train-error:0.145658
## [94] train-error:0.145658
## [95] train-error:0.145658
## [96] train-error:0.145658
## [97] train-error:0.148459
## [98] train-error:0.140056
## [99] train-error:0.145658
## [100]    train-error:0.145658
## [101]    train-error:0.145658
## [102]    train-error:0.142857
## [103]    train-error:0.142857
## [104]    train-error:0.142857
## [105]    train-error:0.142857
## [106]    train-error:0.142857
## [107]    train-error:0.142857
## [108]    train-error:0.142857
## [109]    train-error:0.142857
## [110]    train-error:0.142857
## [111]    train-error:0.142857
## [112]    train-error:0.142857
## [113]    train-error:0.145658
## [114]    train-error:0.148459
## [115]    train-error:0.142857
## [116]    train-error:0.145658
## [117]    train-error:0.145658
## [118]    train-error:0.142857
## [119]    train-error:0.145658
## [120]    train-error:0.142857
## [121]    train-error:0.142857
## [122]    train-error:0.142857
## [123]    train-error:0.142857
## [124]    train-error:0.140056
## [125]    train-error:0.142857
## [126]    train-error:0.145658
## [127]    train-error:0.145658
## [128]    train-error:0.148459
## [129]    train-error:0.145658
## [130]    train-error:0.145658
## [131]    train-error:0.140056
## [132]    train-error:0.145658
## [133]    train-error:0.142857
## [134]    train-error:0.140056
## [135]    train-error:0.137255
## [136]    train-error:0.137255
## [137]    train-error:0.131653
## [138]    train-error:0.137255
## [139]    train-error:0.137255
## [140]    train-error:0.134454
## [141]    train-error:0.142857
## [142]    train-error:0.140056
## [143]    train-error:0.140056
## [144]    train-error:0.134454
## [145]    train-error:0.137255
## [146]    train-error:0.134454
## [147]    train-error:0.131653
## [148]    train-error:0.134454
## [149]    train-error:0.131653
## [150]    train-error:0.126050
## [151]    train-error:0.128852
## [152]    train-error:0.126050
## [153]    train-error:0.128852
## [154]    train-error:0.131653
## [155]    train-error:0.128852
## [156]    train-error:0.131653
## [157]    train-error:0.134454
## [158]    train-error:0.134454
## [159]    train-error:0.131653
## [160]    train-error:0.134454
## [161]    train-error:0.134454
## [162]    train-error:0.137255
## [163]    train-error:0.140056
## [164]    train-error:0.131653
## [165]    train-error:0.134454
## [166]    train-error:0.134454
## [167]    train-error:0.128852
## [168]    train-error:0.128852
## [169]    train-error:0.128852
## [170]    train-error:0.131653
## [171]    train-error:0.128852
## [172]    train-error:0.128852
## [173]    train-error:0.128852
## [174]    train-error:0.137255
## [175]    train-error:0.131653
## [176]    train-error:0.131653
## [177]    train-error:0.123249
## [178]    train-error:0.120448
## [179]    train-error:0.123249
## [180]    train-error:0.123249
## [181]    train-error:0.123249
## [182]    train-error:0.123249
## [183]    train-error:0.123249
## [184]    train-error:0.123249
## [185]    train-error:0.123249
## [186]    train-error:0.126050
## [187]    train-error:0.123249
## [188]    train-error:0.123249
## [189]    train-error:0.126050
## [190]    train-error:0.126050
## [191]    train-error:0.126050
## [192]    train-error:0.123249
## [193]    train-error:0.126050
## [194]    train-error:0.126050
## [195]    train-error:0.123249
## [196]    train-error:0.123249
## [197]    train-error:0.123249
## [198]    train-error:0.120448
## [199]    train-error:0.123249
## [200]    train-error:0.120448
## [201]    train-error:0.120448
## [202]    train-error:0.123249
## [203]    train-error:0.123249
## [204]    train-error:0.126050
## [205]    train-error:0.126050
## [206]    train-error:0.128852
## [207]    train-error:0.131653
## [208]    train-error:0.128852
## [209]    train-error:0.126050
## [210]    train-error:0.128852
## [211]    train-error:0.126050
## [212]    train-error:0.126050
## [213]    train-error:0.123249
## [214]    train-error:0.128852
## [215]    train-error:0.128852
## [216]    train-error:0.128852
## [217]    train-error:0.128852
## [218]    train-error:0.128852
## [219]    train-error:0.123249
## [220]    train-error:0.126050
## [221]    train-error:0.123249
## [222]    train-error:0.123249
## [223]    train-error:0.123249
## [224]    train-error:0.123249
## [225]    train-error:0.123249
## [226]    train-error:0.128852
## [227]    train-error:0.128852
## [228]    train-error:0.128852
## [229]    train-error:0.128852
## [230]    train-error:0.128852
## [231]    train-error:0.126050
## [232]    train-error:0.126050
## [233]    train-error:0.126050
## [234]    train-error:0.126050
## [235]    train-error:0.126050
## [236]    train-error:0.126050
## [237]    train-error:0.128852
## [238]    train-error:0.128852
## [239]    train-error:0.123249
## [240]    train-error:0.123249
## [241]    train-error:0.126050
## [242]    train-error:0.126050
## [243]    train-error:0.123249
## [244]    train-error:0.123249
## [245]    train-error:0.126050
## [246]    train-error:0.126050
## [247]    train-error:0.126050
## [248]    train-error:0.126050
## [249]    train-error:0.123249
## [250]    train-error:0.128852
## [251]    train-error:0.128852
## [252]    train-error:0.128852
## [253]    train-error:0.123249
## [254]    train-error:0.128852
## [255]    train-error:0.128852
## [256]    train-error:0.128852
## [257]    train-error:0.128852
## [258]    train-error:0.126050
## [259]    train-error:0.128852
## [260]    train-error:0.131653
## [261]    train-error:0.126050
## [262]    train-error:0.131653
## [263]    train-error:0.128852
## [264]    train-error:0.128852
## [265]    train-error:0.131653
## [266]    train-error:0.134454
## [267]    train-error:0.131653
## [268]    train-error:0.128852
## [269]    train-error:0.128852
## [270]    train-error:0.128852
## [271]    train-error:0.128852
## [272]    train-error:0.131653
## [273]    train-error:0.128852
## [274]    train-error:0.126050
## [275]    train-error:0.126050
## [276]    train-error:0.123249
## [277]    train-error:0.126050
## [278]    train-error:0.128852
## [279]    train-error:0.128852
## [280]    train-error:0.128852
## [281]    train-error:0.131653
## [282]    train-error:0.126050
## [283]    train-error:0.126050
## [284]    train-error:0.123249
## [285]    train-error:0.126050
## [286]    train-error:0.123249
## [287]    train-error:0.126050
## [288]    train-error:0.126050
## [289]    train-error:0.126050
## [290]    train-error:0.120448
## [291]    train-error:0.126050
## [292]    train-error:0.123249
## [293]    train-error:0.120448
## [294]    train-error:0.123249
## [295]    train-error:0.123249
## [296]    train-error:0.123249
## [297]    train-error:0.123249
## [298]    train-error:0.120448
## [299]    train-error:0.120448
## [300]    train-error:0.123249
## [301]    train-error:0.120448
## [302]    train-error:0.120448
## [303]    train-error:0.120448
## [304]    train-error:0.126050
## [305]    train-error:0.128852
## [306]    train-error:0.134454
## [307]    train-error:0.131653
## [308]    train-error:0.131653
## [309]    train-error:0.131653
## [310]    train-error:0.128852
## [311]    train-error:0.128852
## [312]    train-error:0.128852
## [313]    train-error:0.128852
## [314]    train-error:0.123249
## [315]    train-error:0.123249
## [316]    train-error:0.126050
## [317]    train-error:0.123249
## [318]    train-error:0.123249
## [319]    train-error:0.123249
## [320]    train-error:0.123249
## [321]    train-error:0.123249
## [322]    train-error:0.126050
## [323]    train-error:0.126050
## [324]    train-error:0.123249
## [325]    train-error:0.123249
## [326]    train-error:0.123249
## [327]    train-error:0.126050
## [328]    train-error:0.120448
## [329]    train-error:0.126050
## [330]    train-error:0.123249
## [331]    train-error:0.126050
## [332]    train-error:0.123249
## [333]    train-error:0.123249
## [334]    train-error:0.128852
## [335]    train-error:0.126050
## [336]    train-error:0.123249
## [337]    train-error:0.126050
## [338]    train-error:0.126050
## [339]    train-error:0.123249
## [340]    train-error:0.120448
## [341]    train-error:0.120448
## [342]    train-error:0.120448
## [343]    train-error:0.120448
## [344]    train-error:0.120448
## [345]    train-error:0.120448
## [346]    train-error:0.120448
## [347]    train-error:0.117647
## [348]    train-error:0.120448
## [349]    train-error:0.123249
## [350]    train-error:0.123249
## [351]    train-error:0.123249
## [352]    train-error:0.123249
## [353]    train-error:0.117647
## [354]    train-error:0.117647
## [355]    train-error:0.117647
## [356]    train-error:0.117647
## [357]    train-error:0.114846
## [358]    train-error:0.114846
## [359]    train-error:0.114846
## [360]    train-error:0.112045
## [361]    train-error:0.112045
## [362]    train-error:0.114846
## [363]    train-error:0.114846
## [364]    train-error:0.117647
## [365]    train-error:0.117647
## [366]    train-error:0.120448
## [367]    train-error:0.120448
## [368]    train-error:0.120448
## [369]    train-error:0.120448
## [370]    train-error:0.120448
## [371]    train-error:0.120448
## [372]    train-error:0.120448
## [373]    train-error:0.120448
## [374]    train-error:0.120448
## [375]    train-error:0.120448
## [376]    train-error:0.120448
## [377]    train-error:0.123249
## [378]    train-error:0.123249
## [379]    train-error:0.123249
## [380]    train-error:0.123249
## [381]    train-error:0.123249
## [382]    train-error:0.123249
## [383]    train-error:0.123249
## [384]    train-error:0.123249
## [385]    train-error:0.123249
## [386]    train-error:0.120448
## [387]    train-error:0.120448
## [388]    train-error:0.120448
## [389]    train-error:0.120448
## [390]    train-error:0.120448
## [391]    train-error:0.120448
## [392]    train-error:0.120448
## [393]    train-error:0.120448
## [394]    train-error:0.120448
## [395]    train-error:0.120448
## [396]    train-error:0.120448
## [397]    train-error:0.120448
## [398]    train-error:0.120448
## [399]    train-error:0.120448
## [400]    train-error:0.120448
## [401]    train-error:0.120448
## [402]    train-error:0.117647
## [403]    train-error:0.117647
## [404]    train-error:0.120448
## [405]    train-error:0.120448
## [406]    train-error:0.120448
## [407]    train-error:0.120448
## [408]    train-error:0.120448
## [409]    train-error:0.120448
## [410]    train-error:0.120448
## [411]    train-error:0.117647
## [412]    train-error:0.117647
## [413]    train-error:0.117647
## [414]    train-error:0.120448
## [415]    train-error:0.120448
## [416]    train-error:0.120448
## [417]    train-error:0.120448
## [418]    train-error:0.120448
## [419]    train-error:0.120448
## [420]    train-error:0.114846
## [421]    train-error:0.117647
## [422]    train-error:0.117647
## [423]    train-error:0.117647
## [424]    train-error:0.117647
## [425]    train-error:0.117647
## [426]    train-error:0.120448
## [427]    train-error:0.117647
## [428]    train-error:0.117647
## [429]    train-error:0.120448
## [430]    train-error:0.123249
## [431]    train-error:0.117647
## [432]    train-error:0.114846
## [433]    train-error:0.117647
## [434]    train-error:0.120448
## [435]    train-error:0.120448
## [436]    train-error:0.117647
## [437]    train-error:0.117647
## [438]    train-error:0.120448
## [439]    train-error:0.120448
## [440]    train-error:0.120448
## [441]    train-error:0.114846
## [442]    train-error:0.117647
## [443]    train-error:0.117647
## [444]    train-error:0.114846
## [445]    train-error:0.112045
## [446]    train-error:0.117647
## [447]    train-error:0.114846
## [448]    train-error:0.112045
## [449]    train-error:0.120448
## [450]    train-error:0.120448
## [451]    train-error:0.120448
## [452]    train-error:0.120448
## [453]    train-error:0.120448
## [454]    train-error:0.120448
## [455]    train-error:0.120448
## [456]    train-error:0.117647
## [457]    train-error:0.123249
## [458]    train-error:0.117647
## [459]    train-error:0.117647
## [460]    train-error:0.117647
## [461]    train-error:0.117647
## [462]    train-error:0.120448
## [463]    train-error:0.120448
## [464]    train-error:0.120448
## [465]    train-error:0.120448
## [466]    train-error:0.120448
## [467]    train-error:0.120448
## [468]    train-error:0.120448
## [469]    train-error:0.117647
## [470]    train-error:0.117647
## [471]    train-error:0.117647
## [472]    train-error:0.112045
## [473]    train-error:0.114846
## [474]    train-error:0.112045
## [475]    train-error:0.112045
## [476]    train-error:0.114846
## [477]    train-error:0.114846
## [478]    train-error:0.114846
## [479]    train-error:0.112045
## [480]    train-error:0.112045
## [481]    train-error:0.112045
## [482]    train-error:0.112045
## [483]    train-error:0.114846
## [484]    train-error:0.112045
## [485]    train-error:0.112045
## [486]    train-error:0.112045
## [487]    train-error:0.112045
## [488]    train-error:0.112045
## [0]  train-error:0.201117
## [1]  train-error:0.195531
## [2]  train-error:0.170391
## [3]  train-error:0.159218
## [4]  train-error:0.156425
## [5]  train-error:0.150838
## [6]  train-error:0.148045
## [7]  train-error:0.156425
## [8]  train-error:0.153631
## [9]  train-error:0.148045
## [10] train-error:0.125698
## [11] train-error:0.114525
## [12] train-error:0.120112
## [13] train-error:0.111732
## [14] train-error:0.114525
## [15] train-error:0.114525
## [16] train-error:0.117318
## [17] train-error:0.120112
## [18] train-error:0.125698
## [19] train-error:0.122905
## [20] train-error:0.122905
## [21] train-error:0.114525
## [22] train-error:0.117318
## [23] train-error:0.122905
## [24] train-error:0.114525
## [25] train-error:0.117318
## [26] train-error:0.114525
## [27] train-error:0.117318
## [28] train-error:0.111732
## [29] train-error:0.103352
## [30] train-error:0.100559
## [31] train-error:0.103352
## [32] train-error:0.106145
## [33] train-error:0.100559
## [34] train-error:0.100559
## [35] train-error:0.103352
## [36] train-error:0.103352
## [37] train-error:0.108939
## [38] train-error:0.103352
## [39] train-error:0.100559
## [40] train-error:0.103352
## [41] train-error:0.100559
## [42] train-error:0.100559
## [43] train-error:0.100559
## [44] train-error:0.094972
## [45] train-error:0.094972
## [46] train-error:0.094972
## [47] train-error:0.086592
## [48] train-error:0.089385
## [49] train-error:0.089385
## [50] train-error:0.086592
## [51] train-error:0.081006
## [52] train-error:0.083799
## [53] train-error:0.081006
## [54] train-error:0.078212
## [55] train-error:0.081006
## [56] train-error:0.081006
## [57] train-error:0.081006
## [58] train-error:0.081006
## [59] train-error:0.078212
## [60] train-error:0.081006
## [61] train-error:0.081006
## [62] train-error:0.081006
## [63] train-error:0.083799
## [64] train-error:0.086592
## [65] train-error:0.086592
## [66] train-error:0.083799
## [67] train-error:0.083799
## [68] train-error:0.083799
## [69] train-error:0.081006
## [70] train-error:0.081006
## [71] train-error:0.078212
## [72] train-error:0.078212
## [73] train-error:0.069832
## [74] train-error:0.075419
## [75] train-error:0.067039
## [76] train-error:0.067039
## [77] train-error:0.067039
## [78] train-error:0.069832
## [79] train-error:0.072626
## [80] train-error:0.075419
## [81] train-error:0.075419
## [82] train-error:0.078212
## [83] train-error:0.078212
## [84] train-error:0.075419
## [85] train-error:0.075419
## [86] train-error:0.075419
## [87] train-error:0.075419
## [88] train-error:0.075419
## [89] train-error:0.075419
## [90] train-error:0.072626
## [91] train-error:0.072626
## [92] train-error:0.072626
## [93] train-error:0.067039
## [94] train-error:0.067039
## [95] train-error:0.069832
## [96] train-error:0.064246
## [97] train-error:0.064246
## [98] train-error:0.067039
## [99] train-error:0.067039
## [100]    train-error:0.067039
## [101]    train-error:0.061453
## [102]    train-error:0.058659
## [103]    train-error:0.067039
## [104]    train-error:0.064246
## [105]    train-error:0.067039
## [106]    train-error:0.061453
## [107]    train-error:0.064246
## [108]    train-error:0.064246
## [109]    train-error:0.058659
## [110]    train-error:0.061453
## [111]    train-error:0.064246
## [112]    train-error:0.067039
## [113]    train-error:0.058659
## [114]    train-error:0.064246
## [115]    train-error:0.064246
## [116]    train-error:0.064246
## [117]    train-error:0.067039
## [118]    train-error:0.067039
## [119]    train-error:0.058659
## [120]    train-error:0.061453
## [121]    train-error:0.069832
## [122]    train-error:0.064246
## [123]    train-error:0.064246
## [124]    train-error:0.061453
## [125]    train-error:0.061453
## [126]    train-error:0.061453
## [127]    train-error:0.055866
## [128]    train-error:0.055866
## [129]    train-error:0.061453
## [130]    train-error:0.055866
## [131]    train-error:0.061453
## [132]    train-error:0.055866
## [133]    train-error:0.061453
## [134]    train-error:0.058659
## [135]    train-error:0.053073
## [136]    train-error:0.050279
## [137]    train-error:0.055866
## [138]    train-error:0.053073
## [139]    train-error:0.044693
## [140]    train-error:0.047486
## [141]    train-error:0.047486
## [142]    train-error:0.047486
## [143]    train-error:0.047486
## [144]    train-error:0.050279
## [145]    train-error:0.050279
## [146]    train-error:0.050279
## [147]    train-error:0.055866
## [148]    train-error:0.055866
## [149]    train-error:0.053073
## [150]    train-error:0.053073
## [151]    train-error:0.053073
## [152]    train-error:0.055866
## [153]    train-error:0.053073
## [154]    train-error:0.058659
## [155]    train-error:0.058659
## [156]    train-error:0.058659
## [157]    train-error:0.055866
## [158]    train-error:0.055866
## [159]    train-error:0.055866
## [160]    train-error:0.055866
## [161]    train-error:0.053073
## [162]    train-error:0.044693
## [163]    train-error:0.044693
## [164]    train-error:0.047486
## [165]    train-error:0.044693
## [166]    train-error:0.036313
## [167]    train-error:0.039106
## [168]    train-error:0.044693
## [169]    train-error:0.039106
## [170]    train-error:0.039106
## [171]    train-error:0.041899
## [172]    train-error:0.039106
## [173]    train-error:0.041899
## [174]    train-error:0.039106
## [175]    train-error:0.041899
## [176]    train-error:0.047486
## [177]    train-error:0.044693
## [178]    train-error:0.041899
## [179]    train-error:0.039106
## [180]    train-error:0.039106
## [181]    train-error:0.044693
## [182]    train-error:0.044693
## [183]    train-error:0.039106
## [184]    train-error:0.039106
## [185]    train-error:0.030726
## [186]    train-error:0.033520
## [187]    train-error:0.036313
## [188]    train-error:0.030726
## [189]    train-error:0.030726
## [190]    train-error:0.027933
## [191]    train-error:0.030726
## [192]    train-error:0.036313
## [193]    train-error:0.039106
## [194]    train-error:0.033520
## [195]    train-error:0.036313
## [196]    train-error:0.036313
## [197]    train-error:0.036313
## [198]    train-error:0.033520
## [199]    train-error:0.039106
## [200]    train-error:0.039106
## [201]    train-error:0.036313
## [202]    train-error:0.036313
## [203]    train-error:0.033520
## [204]    train-error:0.036313
## [205]    train-error:0.033520
## [206]    train-error:0.033520
## [207]    train-error:0.033520
## [208]    train-error:0.033520
## [209]    train-error:0.033520
## [210]    train-error:0.036313
## [211]    train-error:0.036313
## [212]    train-error:0.039106
## [213]    train-error:0.033520
## [214]    train-error:0.033520
## [215]    train-error:0.041899
## [216]    train-error:0.036313
## [217]    train-error:0.041899
## [218]    train-error:0.039106
## [219]    train-error:0.036313
## [220]    train-error:0.036313
## [221]    train-error:0.030726
## [222]    train-error:0.033520
## [223]    train-error:0.036313
## [224]    train-error:0.030726
## [225]    train-error:0.030726
## [226]    train-error:0.030726
## [227]    train-error:0.027933
## [228]    train-error:0.027933
## [229]    train-error:0.025140
## [230]    train-error:0.025140
## [231]    train-error:0.036313
## [232]    train-error:0.030726
## [233]    train-error:0.036313
## [234]    train-error:0.036313
## [235]    train-error:0.036313
## [236]    train-error:0.033520
## [237]    train-error:0.033520
## [238]    train-error:0.025140
## [239]    train-error:0.025140
## [240]    train-error:0.027933
## [241]    train-error:0.027933
## [242]    train-error:0.025140
## [243]    train-error:0.025140
## [244]    train-error:0.027933
## [245]    train-error:0.025140
## [246]    train-error:0.025140
## [247]    train-error:0.022346
## [248]    train-error:0.022346
## [249]    train-error:0.027933
## [250]    train-error:0.030726
## [251]    train-error:0.025140
## [252]    train-error:0.033520
## [253]    train-error:0.027933
## [254]    train-error:0.027933
## [255]    train-error:0.025140
## [256]    train-error:0.027933
## [257]    train-error:0.030726
## [258]    train-error:0.027933
## [259]    train-error:0.027933
## [260]    train-error:0.027933
## [261]    train-error:0.030726
## [262]    train-error:0.027933
## [263]    train-error:0.025140
## [264]    train-error:0.025140
## [265]    train-error:0.025140
## [266]    train-error:0.027933
## [267]    train-error:0.025140
## [268]    train-error:0.022346
## [269]    train-error:0.025140
## [270]    train-error:0.022346
## [271]    train-error:0.022346
## [272]    train-error:0.025140
## [273]    train-error:0.025140
## [274]    train-error:0.022346
## [275]    train-error:0.022346
## [276]    train-error:0.019553
## [277]    train-error:0.016760
## [278]    train-error:0.019553
## [279]    train-error:0.022346
## [280]    train-error:0.019553
## [281]    train-error:0.016760
## [282]    train-error:0.013966
## [283]    train-error:0.013966
## [284]    train-error:0.016760
## [285]    train-error:0.013966
## [286]    train-error:0.016760
## [287]    train-error:0.016760
## [288]    train-error:0.016760
## [289]    train-error:0.016760
## [290]    train-error:0.022346
## [291]    train-error:0.019553
## [292]    train-error:0.022346
## [293]    train-error:0.019553
## [294]    train-error:0.022346
## [295]    train-error:0.022346
## [296]    train-error:0.019553
## [297]    train-error:0.022346
## [298]    train-error:0.019553
## [299]    train-error:0.019553
## [300]    train-error:0.013966
## [301]    train-error:0.016760
## [302]    train-error:0.022346
## [303]    train-error:0.019553
## [304]    train-error:0.016760
## [305]    train-error:0.016760
## [306]    train-error:0.019553
## [307]    train-error:0.019553
## [308]    train-error:0.019553
## [309]    train-error:0.019553
## [310]    train-error:0.019553
## [311]    train-error:0.019553
## [312]    train-error:0.016760
## [313]    train-error:0.016760
## [314]    train-error:0.016760
## [315]    train-error:0.016760
## [316]    train-error:0.016760
## [317]    train-error:0.016760
## [318]    train-error:0.016760
## [319]    train-error:0.019553
## [320]    train-error:0.016760
## [321]    train-error:0.016760
## [322]    train-error:0.022346
## [323]    train-error:0.022346
## [324]    train-error:0.022346
## [325]    train-error:0.016760
## [326]    train-error:0.022346
## [327]    train-error:0.025140
## [328]    train-error:0.025140
## [329]    train-error:0.025140
## [330]    train-error:0.022346
## [331]    train-error:0.025140
## [332]    train-error:0.022346
## [333]    train-error:0.030726
## [334]    train-error:0.016760
## [335]    train-error:0.016760
## [336]    train-error:0.013966
## [337]    train-error:0.016760
## [338]    train-error:0.016760
## [339]    train-error:0.013966
## [340]    train-error:0.016760
## [341]    train-error:0.013966
## [342]    train-error:0.016760
## [343]    train-error:0.016760
## [344]    train-error:0.011173
## [345]    train-error:0.016760
## [346]    train-error:0.019553
## [347]    train-error:0.013966
## [348]    train-error:0.013966
## [349]    train-error:0.022346
## [350]    train-error:0.022346
## [351]    train-error:0.019553
## [352]    train-error:0.019553
## [353]    train-error:0.013966
## [354]    train-error:0.022346
## [355]    train-error:0.016760
## [356]    train-error:0.016760
## [357]    train-error:0.025140
## [358]    train-error:0.019553
## [359]    train-error:0.022346
## [360]    train-error:0.019553
## [361]    train-error:0.016760
## [362]    train-error:0.016760
## [0]  train-error:0.187675
## [1]  train-error:0.176471
## [2]  train-error:0.162465
## [3]  train-error:0.162465
## [4]  train-error:0.131653
## [5]  train-error:0.142857
## [6]  train-error:0.142857
## [7]  train-error:0.134454
## [8]  train-error:0.134454
## [9]  train-error:0.134454
## [10] train-error:0.134454
## [11] train-error:0.112045
## [12] train-error:0.134454
## [13] train-error:0.128852
## [14] train-error:0.117647
## [15] train-error:0.109244
## [16] train-error:0.103641
## [17] train-error:0.120448
## [18] train-error:0.109244
## [19] train-error:0.112045
## [20] train-error:0.109244
## [21] train-error:0.112045
## [22] train-error:0.100840
## [23] train-error:0.109244
## [24] train-error:0.095238
## [25] train-error:0.098039
## [26] train-error:0.095238
## [27] train-error:0.095238
## [28] train-error:0.089636
## [29] train-error:0.092437
## [30] train-error:0.095238
## [31] train-error:0.095238
## [32] train-error:0.098039
## [33] train-error:0.098039
## [34] train-error:0.100840
## [35] train-error:0.098039
## [36] train-error:0.100840
## [37] train-error:0.095238
## [38] train-error:0.098039
## [39] train-error:0.092437
## [40] train-error:0.092437
## [41] train-error:0.089636
## [42] train-error:0.089636
## [43] train-error:0.092437
## [44] train-error:0.084034
## [45] train-error:0.089636
## [46] train-error:0.086835
## [47] train-error:0.089636
## [48] train-error:0.086835
## [49] train-error:0.084034
## [50] train-error:0.086835
## [51] train-error:0.081232
## [52] train-error:0.084034
## [53] train-error:0.089636
## [54] train-error:0.078431
## [55] train-error:0.081232
## [56] train-error:0.078431
## [57] train-error:0.070028
## [58] train-error:0.075630
## [59] train-error:0.075630
## [60] train-error:0.072829
## [61] train-error:0.075630
## [62] train-error:0.075630
## [63] train-error:0.072829
## [64] train-error:0.067227
## [65] train-error:0.070028
## [66] train-error:0.064426
## [67] train-error:0.072829
## [68] train-error:0.084034
## [69] train-error:0.075630
## [70] train-error:0.072829
## [71] train-error:0.070028
## [72] train-error:0.067227
## [73] train-error:0.070028
## [74] train-error:0.064426
## [75] train-error:0.064426
## [76] train-error:0.061625
## [77] train-error:0.064426
## [78] train-error:0.064426
## [79] train-error:0.056022
## [80] train-error:0.061625
## [81] train-error:0.064426
## [82] train-error:0.061625
## [83] train-error:0.053221
## [84] train-error:0.056022
## [85] train-error:0.056022
## [86] train-error:0.056022
## [87] train-error:0.058824
## [88] train-error:0.056022
## [89] train-error:0.053221
## [90] train-error:0.056022
## [91] train-error:0.053221
## [92] train-error:0.053221
## [93] train-error:0.053221
## [94] train-error:0.056022
## [95] train-error:0.050420
## [96] train-error:0.061625
## [97] train-error:0.064426
## [98] train-error:0.056022
## [99] train-error:0.061625
## [100]    train-error:0.058824
## [101]    train-error:0.058824
## [102]    train-error:0.061625
## [103]    train-error:0.061625
## [104]    train-error:0.058824
## [105]    train-error:0.058824
## [106]    train-error:0.058824
## [107]    train-error:0.056022
## [108]    train-error:0.056022
## [109]    train-error:0.056022
## [110]    train-error:0.056022
## [111]    train-error:0.056022
## [112]    train-error:0.056022
## [113]    train-error:0.058824
## [114]    train-error:0.053221
## [115]    train-error:0.050420
## [116]    train-error:0.050420
## [117]    train-error:0.056022
## [118]    train-error:0.056022
## [119]    train-error:0.056022
## [120]    train-error:0.053221
## [121]    train-error:0.056022
## [122]    train-error:0.056022
## [123]    train-error:0.053221
## [124]    train-error:0.050420
## [125]    train-error:0.050420
## [126]    train-error:0.050420
## [127]    train-error:0.053221
## [128]    train-error:0.044818
## [129]    train-error:0.044818
## [130]    train-error:0.050420
## [131]    train-error:0.053221
## [132]    train-error:0.050420
## [133]    train-error:0.053221
## [134]    train-error:0.044818
## [135]    train-error:0.042017
## [136]    train-error:0.042017
## [137]    train-error:0.042017
## [138]    train-error:0.039216
## [139]    train-error:0.039216
## [140]    train-error:0.039216
## [141]    train-error:0.039216
## [142]    train-error:0.042017
## [143]    train-error:0.047619
## [144]    train-error:0.047619
## [145]    train-error:0.050420
## [146]    train-error:0.044818
## [147]    train-error:0.047619
## [148]    train-error:0.039216
## [149]    train-error:0.039216
## [150]    train-error:0.039216
## [151]    train-error:0.039216
## [152]    train-error:0.039216
## [153]    train-error:0.039216
## [154]    train-error:0.039216
## [155]    train-error:0.036415
## [156]    train-error:0.033613
## [157]    train-error:0.033613
## [158]    train-error:0.033613
## [159]    train-error:0.033613
## [160]    train-error:0.033613
## [161]    train-error:0.033613
## [162]    train-error:0.036415
## [163]    train-error:0.033613
## [164]    train-error:0.033613
## [165]    train-error:0.033613
## [166]    train-error:0.030812
## [167]    train-error:0.033613
## [168]    train-error:0.036415
## [169]    train-error:0.033613
## [170]    train-error:0.033613
## [171]    train-error:0.036415
## [172]    train-error:0.036415
## [173]    train-error:0.039216
## [174]    train-error:0.036415
## [175]    train-error:0.039216
## [176]    train-error:0.039216
## [177]    train-error:0.039216
## [178]    train-error:0.039216
## [179]    train-error:0.039216
## [180]    train-error:0.036415
## [181]    train-error:0.033613
## [182]    train-error:0.036415
## [183]    train-error:0.030812
## [184]    train-error:0.033613
## [185]    train-error:0.030812
## [186]    train-error:0.033613
## [187]    train-error:0.033613
## [188]    train-error:0.033613
## [189]    train-error:0.030812
## [190]    train-error:0.033613
## [191]    train-error:0.030812
## [192]    train-error:0.030812
## [193]    train-error:0.030812
## [194]    train-error:0.030812
## [195]    train-error:0.030812
## [196]    train-error:0.030812
## [197]    train-error:0.030812
## [198]    train-error:0.030812
## [199]    train-error:0.033613
## [200]    train-error:0.030812
## [201]    train-error:0.033613
## [202]    train-error:0.030812
## [203]    train-error:0.030812
## [204]    train-error:0.030812
## [205]    train-error:0.030812
## [206]    train-error:0.028011
## [207]    train-error:0.028011
## [208]    train-error:0.028011
## [209]    train-error:0.028011
## [210]    train-error:0.030812
## [211]    train-error:0.025210
## [212]    train-error:0.030812
## [213]    train-error:0.030812
## [214]    train-error:0.028011
## [215]    train-error:0.030812
## [216]    train-error:0.033613
## [217]    train-error:0.028011
## [218]    train-error:0.028011
## [219]    train-error:0.028011
## [220]    train-error:0.025210
## [221]    train-error:0.025210
## [222]    train-error:0.025210
## [223]    train-error:0.028011
## [224]    train-error:0.025210
## [225]    train-error:0.028011
## [226]    train-error:0.025210
## [227]    train-error:0.025210
## [228]    train-error:0.025210
## [229]    train-error:0.022409
## [230]    train-error:0.025210
## [231]    train-error:0.025210
## [232]    train-error:0.028011
## [233]    train-error:0.028011
## [234]    train-error:0.028011
## [235]    train-error:0.025210
## [236]    train-error:0.025210
## [237]    train-error:0.028011
## [238]    train-error:0.028011
## [239]    train-error:0.028011
## [240]    train-error:0.025210
## [241]    train-error:0.028011
## [242]    train-error:0.025210
## [243]    train-error:0.028011
## [244]    train-error:0.022409
## [245]    train-error:0.025210
## [246]    train-error:0.025210
## [247]    train-error:0.025210
## [248]    train-error:0.028011
## [249]    train-error:0.028011
## [250]    train-error:0.025210
## [251]    train-error:0.028011
## [252]    train-error:0.030812
## [253]    train-error:0.030812
## [254]    train-error:0.030812
## [255]    train-error:0.030812
## [256]    train-error:0.028011
## [257]    train-error:0.025210
## [258]    train-error:0.033613
## [259]    train-error:0.033613
## [260]    train-error:0.028011
## [261]    train-error:0.030812
## [262]    train-error:0.030812
## [263]    train-error:0.030812
## [264]    train-error:0.025210
## [265]    train-error:0.025210
## [266]    train-error:0.022409
## [267]    train-error:0.022409
## [268]    train-error:0.022409
## [269]    train-error:0.019608
## [270]    train-error:0.019608
## [271]    train-error:0.019608
## [272]    train-error:0.019608
## [273]    train-error:0.022409
## [274]    train-error:0.025210
## [275]    train-error:0.022409
## [276]    train-error:0.022409
## [277]    train-error:0.022409
## [278]    train-error:0.022409
## [279]    train-error:0.022409
## [280]    train-error:0.022409
## [281]    train-error:0.025210
## [282]    train-error:0.025210
## [283]    train-error:0.022409
## [284]    train-error:0.025210
## [285]    train-error:0.022409
## [286]    train-error:0.022409
## [287]    train-error:0.022409
## [288]    train-error:0.022409
## [289]    train-error:0.022409
## [290]    train-error:0.019608
## [291]    train-error:0.019608
## [292]    train-error:0.022409
## [293]    train-error:0.022409
## [294]    train-error:0.022409
## [295]    train-error:0.022409
## [296]    train-error:0.022409
## [297]    train-error:0.022409
## [298]    train-error:0.022409
## [299]    train-error:0.022409
## [300]    train-error:0.022409
## [301]    train-error:0.022409
## [302]    train-error:0.022409
## [303]    train-error:0.022409
## [304]    train-error:0.022409
## [305]    train-error:0.019608
## [306]    train-error:0.019608
## [307]    train-error:0.022409
## [308]    train-error:0.025210
## [309]    train-error:0.022409
## [310]    train-error:0.022409
## [311]    train-error:0.025210
## [312]    train-error:0.025210
## [313]    train-error:0.025210
## [314]    train-error:0.022409
## [315]    train-error:0.025210
## [316]    train-error:0.025210
## [317]    train-error:0.022409
## [318]    train-error:0.019608
## [319]    train-error:0.022409
## [320]    train-error:0.022409
## [321]    train-error:0.019608
## [322]    train-error:0.019608
## [323]    train-error:0.019608
## [324]    train-error:0.019608
## [325]    train-error:0.019608
## [326]    train-error:0.019608
## [327]    train-error:0.019608
## [328]    train-error:0.019608
## [329]    train-error:0.019608
## [330]    train-error:0.019608
## [331]    train-error:0.019608
## [332]    train-error:0.019608
## [333]    train-error:0.019608
## [334]    train-error:0.019608
## [335]    train-error:0.019608
## [336]    train-error:0.019608
## [337]    train-error:0.019608
## [338]    train-error:0.019608
## [339]    train-error:0.019608
## [340]    train-error:0.016807
## [341]    train-error:0.016807
## [342]    train-error:0.019608
## [343]    train-error:0.019608
## [344]    train-error:0.019608
## [345]    train-error:0.019608
## [346]    train-error:0.019608
## [347]    train-error:0.019608
## [348]    train-error:0.019608
## [349]    train-error:0.019608
## [350]    train-error:0.019608
## [351]    train-error:0.019608
## [352]    train-error:0.019608
## [353]    train-error:0.019608
## [354]    train-error:0.019608
## [355]    train-error:0.019608
## [356]    train-error:0.019608
## [357]    train-error:0.019608
## [358]    train-error:0.019608
## [359]    train-error:0.019608
## [360]    train-error:0.019608
## [361]    train-error:0.019608
## [362]    train-error:0.019608
## [0]  train-error:0.210084
## [1]  train-error:0.210084
## [2]  train-error:0.187675
## [3]  train-error:0.184874
## [4]  train-error:0.184874
## [5]  train-error:0.168067
## [6]  train-error:0.154062
## [7]  train-error:0.142857
## [8]  train-error:0.128852
## [9]  train-error:0.134454
## [10] train-error:0.126050
## [11] train-error:0.120448
## [12] train-error:0.114846
## [13] train-error:0.114846
## [14] train-error:0.106443
## [15] train-error:0.106443
## [16] train-error:0.109244
## [17] train-error:0.103641
## [18] train-error:0.106443
## [19] train-error:0.109244
## [20] train-error:0.114846
## [21] train-error:0.112045
## [22] train-error:0.112045
## [23] train-error:0.109244
## [24] train-error:0.112045
## [25] train-error:0.106443
## [26] train-error:0.103641
## [27] train-error:0.106443
## [28] train-error:0.106443
## [29] train-error:0.106443
## [30] train-error:0.103641
## [31] train-error:0.106443
## [32] train-error:0.106443
## [33] train-error:0.109244
## [34] train-error:0.109244
## [35] train-error:0.106443
## [36] train-error:0.112045
## [37] train-error:0.100840
## [38] train-error:0.098039
## [39] train-error:0.098039
## [40] train-error:0.095238
## [41] train-error:0.092437
## [42] train-error:0.092437
## [43] train-error:0.092437
## [44] train-error:0.086835
## [45] train-error:0.086835
## [46] train-error:0.092437
## [47] train-error:0.086835
## [48] train-error:0.086835
## [49] train-error:0.086835
## [50] train-error:0.086835
## [51] train-error:0.086835
## [52] train-error:0.075630
## [53] train-error:0.070028
## [54] train-error:0.072829
## [55] train-error:0.075630
## [56] train-error:0.075630
## [57] train-error:0.075630
## [58] train-error:0.067227
## [59] train-error:0.064426
## [60] train-error:0.067227
## [61] train-error:0.075630
## [62] train-error:0.075630
## [63] train-error:0.078431
## [64] train-error:0.075630
## [65] train-error:0.072829
## [66] train-error:0.070028
## [67] train-error:0.070028
## [68] train-error:0.070028
## [69] train-error:0.064426
## [70] train-error:0.061625
## [71] train-error:0.061625
## [72] train-error:0.058824
## [73] train-error:0.061625
## [74] train-error:0.064426
## [75] train-error:0.058824
## [76] train-error:0.056022
## [77] train-error:0.056022
## [78] train-error:0.053221
## [79] train-error:0.058824
## [80] train-error:0.056022
## [81] train-error:0.058824
## [82] train-error:0.058824
## [83] train-error:0.058824
## [84] train-error:0.050420
## [85] train-error:0.050420
## [86] train-error:0.056022
## [87] train-error:0.058824
## [88] train-error:0.061625
## [89] train-error:0.067227
## [90] train-error:0.058824
## [91] train-error:0.056022
## [92] train-error:0.058824
## [93] train-error:0.058824
## [94] train-error:0.058824
## [95] train-error:0.058824
## [96] train-error:0.058824
## [97] train-error:0.058824
## [98] train-error:0.058824
## [99] train-error:0.061625
## [100]    train-error:0.058824
## [101]    train-error:0.056022
## [102]    train-error:0.056022
## [103]    train-error:0.056022
## [104]    train-error:0.056022
## [105]    train-error:0.056022
## [106]    train-error:0.058824
## [107]    train-error:0.056022
## [108]    train-error:0.056022
## [109]    train-error:0.056022
## [110]    train-error:0.053221
## [111]    train-error:0.050420
## [112]    train-error:0.050420
## [113]    train-error:0.053221
## [114]    train-error:0.058824
## [115]    train-error:0.053221
## [116]    train-error:0.044818
## [117]    train-error:0.047619
## [118]    train-error:0.058824
## [119]    train-error:0.050420
## [120]    train-error:0.053221
## [121]    train-error:0.053221
## [122]    train-error:0.050420
## [123]    train-error:0.050420
## [124]    train-error:0.056022
## [125]    train-error:0.050420
## [126]    train-error:0.050420
## [127]    train-error:0.047619
## [128]    train-error:0.050420
## [129]    train-error:0.053221
## [130]    train-error:0.053221
## [131]    train-error:0.050420
## [132]    train-error:0.050420
## [133]    train-error:0.047619
## [134]    train-error:0.047619
## [135]    train-error:0.050420
## [136]    train-error:0.053221
## [137]    train-error:0.053221
## [138]    train-error:0.050420
## [139]    train-error:0.047619
## [140]    train-error:0.047619
## [141]    train-error:0.047619
## [142]    train-error:0.047619
## [143]    train-error:0.047619
## [144]    train-error:0.050420
## [145]    train-error:0.050420
## [146]    train-error:0.050420
## [147]    train-error:0.044818
## [148]    train-error:0.044818
## [149]    train-error:0.044818
## [150]    train-error:0.042017
## [151]    train-error:0.042017
## [152]    train-error:0.042017
## [153]    train-error:0.042017
## [154]    train-error:0.047619
## [155]    train-error:0.044818
## [156]    train-error:0.047619
## [157]    train-error:0.044818
## [158]    train-error:0.044818
## [159]    train-error:0.042017
## [160]    train-error:0.042017
## [161]    train-error:0.042017
## [162]    train-error:0.039216
## [163]    train-error:0.042017
## [164]    train-error:0.044818
## [165]    train-error:0.039216
## [166]    train-error:0.039216
## [167]    train-error:0.044818
## [168]    train-error:0.044818
## [169]    train-error:0.047619
## [170]    train-error:0.044818
## [171]    train-error:0.044818
## [172]    train-error:0.047619
## [173]    train-error:0.036415
## [174]    train-error:0.039216
## [175]    train-error:0.039216
## [176]    train-error:0.042017
## [177]    train-error:0.042017
## [178]    train-error:0.044818
## [179]    train-error:0.042017
## [180]    train-error:0.042017
## [181]    train-error:0.036415
## [182]    train-error:0.042017
## [183]    train-error:0.047619
## [184]    train-error:0.042017
## [185]    train-error:0.033613
## [186]    train-error:0.033613
## [187]    train-error:0.036415
## [188]    train-error:0.028011
## [189]    train-error:0.033613
## [190]    train-error:0.028011
## [191]    train-error:0.033613
## [192]    train-error:0.033613
## [193]    train-error:0.030812
## [194]    train-error:0.036415
## [195]    train-error:0.030812
## [196]    train-error:0.033613
## [197]    train-error:0.030812
## [198]    train-error:0.033613
## [199]    train-error:0.030812
## [200]    train-error:0.025210
## [201]    train-error:0.033613
## [202]    train-error:0.030812
## [203]    train-error:0.028011
## [204]    train-error:0.025210
## [205]    train-error:0.025210
## [206]    train-error:0.036415
## [207]    train-error:0.036415
## [208]    train-error:0.036415
## [209]    train-error:0.036415
## [210]    train-error:0.036415
## [211]    train-error:0.036415
## [212]    train-error:0.039216
## [213]    train-error:0.039216
## [214]    train-error:0.039216
## [215]    train-error:0.042017
## [216]    train-error:0.033613
## [217]    train-error:0.028011
## [218]    train-error:0.030812
## [219]    train-error:0.030812
## [220]    train-error:0.028011
## [221]    train-error:0.028011
## [222]    train-error:0.028011
## [223]    train-error:0.028011
## [224]    train-error:0.028011
## [225]    train-error:0.028011
## [226]    train-error:0.028011
## [227]    train-error:0.030812
## [228]    train-error:0.028011
## [229]    train-error:0.028011
## [230]    train-error:0.028011
## [231]    train-error:0.028011
## [232]    train-error:0.028011
## [233]    train-error:0.028011
## [234]    train-error:0.028011
## [235]    train-error:0.028011
## [236]    train-error:0.028011
## [237]    train-error:0.028011
## [238]    train-error:0.028011
## [239]    train-error:0.028011
## [240]    train-error:0.028011
## [241]    train-error:0.028011
## [242]    train-error:0.025210
## [243]    train-error:0.028011
## [244]    train-error:0.028011
## [245]    train-error:0.028011
## [246]    train-error:0.030812
## [247]    train-error:0.030812
## [248]    train-error:0.028011
## [249]    train-error:0.033613
## [250]    train-error:0.028011
## [251]    train-error:0.025210
## [252]    train-error:0.028011
## [253]    train-error:0.028011
## [254]    train-error:0.028011
## [255]    train-error:0.030812
## [256]    train-error:0.028011
## [257]    train-error:0.025210
## [258]    train-error:0.025210
## [259]    train-error:0.025210
## [260]    train-error:0.022409
## [261]    train-error:0.028011
## [262]    train-error:0.025210
## [263]    train-error:0.030812
## [264]    train-error:0.030812
## [265]    train-error:0.030812
## [266]    train-error:0.030812
## [267]    train-error:0.030812
## [268]    train-error:0.030812
## [269]    train-error:0.028011
## [270]    train-error:0.030812
## [271]    train-error:0.030812
## [272]    train-error:0.030812
## [273]    train-error:0.028011
## [274]    train-error:0.028011
## [275]    train-error:0.025210
## [276]    train-error:0.028011
## [277]    train-error:0.025210
## [278]    train-error:0.030812
## [279]    train-error:0.022409
## [280]    train-error:0.022409
## [281]    train-error:0.022409
## [282]    train-error:0.022409
## [283]    train-error:0.022409
## [284]    train-error:0.028011
## [285]    train-error:0.025210
## [286]    train-error:0.025210
## [287]    train-error:0.025210
## [288]    train-error:0.025210
## [289]    train-error:0.022409
## [290]    train-error:0.022409
## [291]    train-error:0.022409
## [292]    train-error:0.022409
## [293]    train-error:0.022409
## [294]    train-error:0.022409
## [295]    train-error:0.022409
## [296]    train-error:0.022409
## [297]    train-error:0.022409
## [298]    train-error:0.022409
## [299]    train-error:0.025210
## [300]    train-error:0.022409
## [301]    train-error:0.022409
## [302]    train-error:0.022409
## [303]    train-error:0.022409
## [304]    train-error:0.022409
## [305]    train-error:0.022409
## [306]    train-error:0.019608
## [307]    train-error:0.019608
## [308]    train-error:0.022409
## [309]    train-error:0.022409
## [310]    train-error:0.022409
## [311]    train-error:0.022409
## [312]    train-error:0.022409
## [313]    train-error:0.022409
## [314]    train-error:0.022409
## [315]    train-error:0.022409
## [316]    train-error:0.025210
## [317]    train-error:0.025210
## [318]    train-error:0.022409
## [319]    train-error:0.022409
## [320]    train-error:0.022409
## [321]    train-error:0.019608
## [322]    train-error:0.019608
## [323]    train-error:0.019608
## [324]    train-error:0.022409
## [325]    train-error:0.022409
## [326]    train-error:0.022409
## [327]    train-error:0.022409
## [328]    train-error:0.022409
## [329]    train-error:0.019608
## [330]    train-error:0.022409
## [331]    train-error:0.019608
## [332]    train-error:0.019608
## [333]    train-error:0.022409
## [334]    train-error:0.022409
## [335]    train-error:0.022409
## [336]    train-error:0.022409
## [337]    train-error:0.022409
## [338]    train-error:0.025210
## [339]    train-error:0.025210
## [340]    train-error:0.025210
## [341]    train-error:0.025210
## [342]    train-error:0.025210
## [343]    train-error:0.025210
## [344]    train-error:0.022409
## [345]    train-error:0.022409
## [346]    train-error:0.022409
## [347]    train-error:0.022409
## [348]    train-error:0.022409
## [349]    train-error:0.022409
## [350]    train-error:0.022409
## [351]    train-error:0.019608
## [352]    train-error:0.019608
## [353]    train-error:0.022409
## [354]    train-error:0.022409
## [355]    train-error:0.028011
## [356]    train-error:0.025210
## [357]    train-error:0.025210
## [358]    train-error:0.025210
## [359]    train-error:0.022409
## [360]    train-error:0.022409
## [361]    train-error:0.022409
## [362]    train-error:0.028011
## [0]  train-error:0.226257
## [1]  train-error:0.226257
## [2]  train-error:0.212290
## [3]  train-error:0.209497
## [4]  train-error:0.209497
## [5]  train-error:0.206704
## [6]  train-error:0.206704
## [7]  train-error:0.201117
## [8]  train-error:0.184358
## [9]  train-error:0.184358
## [10] train-error:0.173184
## [11] train-error:0.167598
## [12] train-error:0.170391
## [13] train-error:0.170391
## [14] train-error:0.167598
## [15] train-error:0.173184
## [16] train-error:0.173184
## [17] train-error:0.170391
## [18] train-error:0.173184
## [19] train-error:0.164804
## [20] train-error:0.164804
## [21] train-error:0.173184
## [22] train-error:0.170391
## [23] train-error:0.162011
## [24] train-error:0.159218
## [25] train-error:0.156425
## [26] train-error:0.159218
## [27] train-error:0.159218
## [28] train-error:0.167598
## [29] train-error:0.159218
## [30] train-error:0.162011
## [31] train-error:0.159218
## [32] train-error:0.148045
## [33] train-error:0.142458
## [34] train-error:0.142458
## [35] train-error:0.145251
## [36] train-error:0.142458
## [37] train-error:0.150838
## [38] train-error:0.145251
## [39] train-error:0.150838
## [40] train-error:0.150838
## [41] train-error:0.150838
## [42] train-error:0.153631
## [43] train-error:0.150838
## [44] train-error:0.153631
## [45] train-error:0.153631
## [46] train-error:0.153631
## [47] train-error:0.148045
## [48] train-error:0.142458
## [49] train-error:0.142458
## [50] train-error:0.145251
## [51] train-error:0.148045
## [52] train-error:0.142458
## [53] train-error:0.139665
## [54] train-error:0.139665
## [55] train-error:0.139665
## [56] train-error:0.139665
## [57] train-error:0.142458
## [58] train-error:0.136872
## [59] train-error:0.136872
## [60] train-error:0.139665
## [61] train-error:0.131285
## [62] train-error:0.134078
## [63] train-error:0.136872
## [64] train-error:0.142458
## [65] train-error:0.136872
## [66] train-error:0.128492
## [67] train-error:0.134078
## [68] train-error:0.131285
## [69] train-error:0.136872
## [70] train-error:0.136872
## [71] train-error:0.136872
## [72] train-error:0.136872
## [73] train-error:0.136872
## [74] train-error:0.134078
## [75] train-error:0.139665
## [76] train-error:0.139665
## [77] train-error:0.139665
## [78] train-error:0.134078
## [79] train-error:0.131285
## [80] train-error:0.131285
## [81] train-error:0.136872
## [82] train-error:0.131285
## [83] train-error:0.136872
## [84] train-error:0.134078
## [85] train-error:0.136872
## [86] train-error:0.136872
## [87] train-error:0.131285
## [88] train-error:0.131285
## [89] train-error:0.131285
## [90] train-error:0.128492
## [91] train-error:0.128492
## [92] train-error:0.134078
## [93] train-error:0.134078
## [94] train-error:0.136872
## [95] train-error:0.131285
## [96] train-error:0.125698
## [97] train-error:0.128492
## [98] train-error:0.131285
## [99] train-error:0.128492
## [100]    train-error:0.131285
## [101]    train-error:0.131285
## [102]    train-error:0.131285
## [103]    train-error:0.134078
## [104]    train-error:0.131285
## [105]    train-error:0.131285
## [106]    train-error:0.128492
## [107]    train-error:0.128492
## [108]    train-error:0.131285
## [109]    train-error:0.125698
## [110]    train-error:0.125698
## [111]    train-error:0.125698
## [112]    train-error:0.125698
## [113]    train-error:0.128492
## [114]    train-error:0.125698
## [115]    train-error:0.125698
## [116]    train-error:0.125698
## [117]    train-error:0.122905
## [118]    train-error:0.122905
## [119]    train-error:0.122905
## [120]    train-error:0.125698
## [121]    train-error:0.125698
## [122]    train-error:0.125698
## [123]    train-error:0.128492
## [124]    train-error:0.125698
## [125]    train-error:0.125698
## [126]    train-error:0.114525
## [127]    train-error:0.122905
## [128]    train-error:0.125698
## [129]    train-error:0.122905
## [130]    train-error:0.122905
## [131]    train-error:0.120112
## [132]    train-error:0.120112
## [133]    train-error:0.117318
## [134]    train-error:0.120112
## [135]    train-error:0.117318
## [136]    train-error:0.122905
## [137]    train-error:0.122905
## [138]    train-error:0.125698
## [139]    train-error:0.122905
## [140]    train-error:0.117318
## [141]    train-error:0.120112
## [142]    train-error:0.125698
## [143]    train-error:0.125698
## [144]    train-error:0.122905
## [145]    train-error:0.120112
## [146]    train-error:0.120112
## [147]    train-error:0.120112
## [148]    train-error:0.120112
## [149]    train-error:0.114525
## [150]    train-error:0.120112
## [151]    train-error:0.117318
## [152]    train-error:0.114525
## [153]    train-error:0.114525
## [154]    train-error:0.117318
## [155]    train-error:0.114525
## [156]    train-error:0.111732
## [157]    train-error:0.111732
## [158]    train-error:0.120112
## [159]    train-error:0.117318
## [160]    train-error:0.117318
## [161]    train-error:0.117318
## [162]    train-error:0.111732
## [163]    train-error:0.114525
## [164]    train-error:0.114525
## [165]    train-error:0.114525
## [166]    train-error:0.117318
## [167]    train-error:0.120112
## [168]    train-error:0.120112
## [169]    train-error:0.122905
## [170]    train-error:0.122905
## [171]    train-error:0.122905
## [172]    train-error:0.117318
## [173]    train-error:0.122905
## [174]    train-error:0.114525
## [175]    train-error:0.117318
## [176]    train-error:0.114525
## [177]    train-error:0.108939
## [178]    train-error:0.108939
## [179]    train-error:0.108939
## [180]    train-error:0.117318
## [181]    train-error:0.117318
## [182]    train-error:0.117318
## [183]    train-error:0.117318
## [184]    train-error:0.114525
## [185]    train-error:0.117318
## [186]    train-error:0.114525
## [187]    train-error:0.117318
## [188]    train-error:0.111732
## [189]    train-error:0.111732
## [190]    train-error:0.111732
## [191]    train-error:0.117318
## [192]    train-error:0.120112
## [193]    train-error:0.114525
## [194]    train-error:0.114525
## [195]    train-error:0.114525
## [196]    train-error:0.114525
## [197]    train-error:0.114525
## [198]    train-error:0.117318
## [199]    train-error:0.114525
## [200]    train-error:0.117318
## [201]    train-error:0.122905
## [202]    train-error:0.120112
## [203]    train-error:0.117318
## [204]    train-error:0.117318
## [205]    train-error:0.114525
## [206]    train-error:0.108939
## [207]    train-error:0.108939
## [208]    train-error:0.108939
## [209]    train-error:0.114525
## [210]    train-error:0.117318
## [211]    train-error:0.111732
## [212]    train-error:0.114525
## [213]    train-error:0.111732
## [214]    train-error:0.111732
## [215]    train-error:0.114525
## [216]    train-error:0.111732
## [217]    train-error:0.111732
## [218]    train-error:0.108939
## [219]    train-error:0.111732
## [220]    train-error:0.111732
## [221]    train-error:0.111732
## [222]    train-error:0.111732
## [223]    train-error:0.114525
## [224]    train-error:0.114525
## [225]    train-error:0.111732
## [226]    train-error:0.111732
## [227]    train-error:0.108939
## [228]    train-error:0.111732
## [229]    train-error:0.111732
## [230]    train-error:0.114525
## [231]    train-error:0.111732
## [232]    train-error:0.111732
## [233]    train-error:0.106145
## [234]    train-error:0.106145
## [235]    train-error:0.106145
## [236]    train-error:0.103352
## [237]    train-error:0.103352
## [238]    train-error:0.106145
## [239]    train-error:0.106145
## [240]    train-error:0.103352
## [241]    train-error:0.103352
## [242]    train-error:0.106145
## [243]    train-error:0.106145
## [244]    train-error:0.108939
## [245]    train-error:0.108939
## [246]    train-error:0.114525
## [247]    train-error:0.111732
## [248]    train-error:0.108939
## [249]    train-error:0.111732
## [250]    train-error:0.108939
## [251]    train-error:0.108939
## [252]    train-error:0.108939
## [253]    train-error:0.103352
## [254]    train-error:0.106145
## [255]    train-error:0.100559
## [256]    train-error:0.103352
## [257]    train-error:0.100559
## [258]    train-error:0.108939
## [259]    train-error:0.106145
## [260]    train-error:0.111732
## [261]    train-error:0.106145
## [262]    train-error:0.103352
## [263]    train-error:0.103352
## [264]    train-error:0.103352
## [265]    train-error:0.106145
## [266]    train-error:0.097765
## [267]    train-error:0.100559
## [268]    train-error:0.100559
## [269]    train-error:0.097765
## [270]    train-error:0.100559
## [271]    train-error:0.106145
## [272]    train-error:0.100559
## [273]    train-error:0.103352
## [274]    train-error:0.103352
## [275]    train-error:0.103352
## [276]    train-error:0.108939
## [277]    train-error:0.106145
## [278]    train-error:0.111732
## [279]    train-error:0.100559
## [280]    train-error:0.100559
## [281]    train-error:0.097765
## [282]    train-error:0.097765
## [283]    train-error:0.106145
## [284]    train-error:0.094972
## [285]    train-error:0.089385
## [286]    train-error:0.097765
## [287]    train-error:0.097765
## [288]    train-error:0.100559
## [289]    train-error:0.094972
## [290]    train-error:0.100559
## [291]    train-error:0.103352
## [292]    train-error:0.097765
## [293]    train-error:0.103352
## [294]    train-error:0.100559
## [295]    train-error:0.103352
## [296]    train-error:0.100559
## [297]    train-error:0.094972
## [298]    train-error:0.097765
## [299]    train-error:0.094972
## [300]    train-error:0.100559
## [301]    train-error:0.094972
## [302]    train-error:0.097765
## [303]    train-error:0.092179
## [304]    train-error:0.097765
## [305]    train-error:0.100559
## [306]    train-error:0.103352
## [307]    train-error:0.103352
## [308]    train-error:0.100559
## [309]    train-error:0.103352
## [310]    train-error:0.108939
## [311]    train-error:0.106145
## [312]    train-error:0.097765
## [313]    train-error:0.106145
## [314]    train-error:0.106145
## [315]    train-error:0.106145
## [316]    train-error:0.106145
## [317]    train-error:0.106145
## [318]    train-error:0.106145
## [319]    train-error:0.100559
## [320]    train-error:0.103352
## [321]    train-error:0.106145
## [322]    train-error:0.103352
## [323]    train-error:0.100559
## [324]    train-error:0.103352
## [325]    train-error:0.103352
## [326]    train-error:0.100559
## [327]    train-error:0.103352
## [328]    train-error:0.100559
## [329]    train-error:0.097765
## [330]    train-error:0.097765
## [331]    train-error:0.092179
## [332]    train-error:0.100559
## [333]    train-error:0.100559
## [334]    train-error:0.106145
## [335]    train-error:0.103352
## [336]    train-error:0.094972
## [337]    train-error:0.094972
## [338]    train-error:0.092179
## [339]    train-error:0.089385
## [340]    train-error:0.092179
## [341]    train-error:0.094972
## [342]    train-error:0.089385
## [343]    train-error:0.092179
## [344]    train-error:0.089385
## [345]    train-error:0.089385
## [346]    train-error:0.086592
## [347]    train-error:0.089385
## [348]    train-error:0.089385
## [349]    train-error:0.092179
## [350]    train-error:0.089385
## [351]    train-error:0.089385
## [352]    train-error:0.094972
## [353]    train-error:0.089385
## [354]    train-error:0.086592
## [355]    train-error:0.086592
## [356]    train-error:0.086592
## [357]    train-error:0.089385
## [358]    train-error:0.089385
## [359]    train-error:0.089385
## [360]    train-error:0.089385
## [361]    train-error:0.089385
## [362]    train-error:0.089385
## [363]    train-error:0.092179
## [364]    train-error:0.089385
## [365]    train-error:0.083799
## [366]    train-error:0.086592
## [367]    train-error:0.086592
## [368]    train-error:0.089385
## [369]    train-error:0.083799
## [370]    train-error:0.083799
## [371]    train-error:0.089385
## [372]    train-error:0.086592
## [373]    train-error:0.089385
## [374]    train-error:0.089385
## [375]    train-error:0.089385
## [376]    train-error:0.089385
## [377]    train-error:0.092179
## [378]    train-error:0.089385
## [379]    train-error:0.086592
## [380]    train-error:0.086592
## [381]    train-error:0.089385
## [382]    train-error:0.086592
## [383]    train-error:0.086592
## [384]    train-error:0.081006
## [385]    train-error:0.078212
## [386]    train-error:0.086592
## [387]    train-error:0.086592
## [388]    train-error:0.083799
## [389]    train-error:0.086592
## [390]    train-error:0.086592
## [391]    train-error:0.083799
## [392]    train-error:0.083799
## [393]    train-error:0.086592
## [394]    train-error:0.083799
## [395]    train-error:0.089385
## [396]    train-error:0.086592
## [397]    train-error:0.086592
## [398]    train-error:0.083799
## [399]    train-error:0.086592
## [400]    train-error:0.089385
## [401]    train-error:0.086592
## [402]    train-error:0.089385
## [403]    train-error:0.083799
## [404]    train-error:0.086592
## [405]    train-error:0.086592
## [406]    train-error:0.089385
## [407]    train-error:0.086592
## [408]    train-error:0.089385
## [409]    train-error:0.086592
## [410]    train-error:0.086592
## [411]    train-error:0.086592
## [412]    train-error:0.086592
## [413]    train-error:0.086592
## [414]    train-error:0.086592
## [415]    train-error:0.086592
## [416]    train-error:0.086592
## [417]    train-error:0.083799
## [418]    train-error:0.086592
## [419]    train-error:0.083799
## [420]    train-error:0.086592
## [421]    train-error:0.092179
## [422]    train-error:0.092179
## [423]    train-error:0.092179
## [424]    train-error:0.092179
## [425]    train-error:0.089385
## [426]    train-error:0.086592
## [427]    train-error:0.089385
## [428]    train-error:0.089385
## [429]    train-error:0.089385
## [430]    train-error:0.086592
## [431]    train-error:0.089385
## [432]    train-error:0.086592
## [433]    train-error:0.086592
## [434]    train-error:0.083799
## [435]    train-error:0.083799
## [436]    train-error:0.083799
## [437]    train-error:0.083799
## [438]    train-error:0.089385
## [439]    train-error:0.092179
## [440]    train-error:0.089385
## [441]    train-error:0.089385
## [442]    train-error:0.083799
## [443]    train-error:0.081006
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.168067
## [4]  train-error:0.168067
## [5]  train-error:0.168067
## [6]  train-error:0.165266
## [7]  train-error:0.168067
## [8]  train-error:0.170868
## [9]  train-error:0.168067
## [10] train-error:0.165266
## [11] train-error:0.151261
## [12] train-error:0.151261
## [13] train-error:0.151261
## [14] train-error:0.154062
## [15] train-error:0.151261
## [16] train-error:0.145658
## [17] train-error:0.156863
## [18] train-error:0.159664
## [19] train-error:0.156863
## [20] train-error:0.148459
## [21] train-error:0.140056
## [22] train-error:0.145658
## [23] train-error:0.134454
## [24] train-error:0.142857
## [25] train-error:0.137255
## [26] train-error:0.131653
## [27] train-error:0.137255
## [28] train-error:0.131653
## [29] train-error:0.134454
## [30] train-error:0.128852
## [31] train-error:0.134454
## [32] train-error:0.134454
## [33] train-error:0.131653
## [34] train-error:0.128852
## [35] train-error:0.128852
## [36] train-error:0.128852
## [37] train-error:0.128852
## [38] train-error:0.128852
## [39] train-error:0.123249
## [40] train-error:0.123249
## [41] train-error:0.123249
## [42] train-error:0.126050
## [43] train-error:0.123249
## [44] train-error:0.126050
## [45] train-error:0.117647
## [46] train-error:0.123249
## [47] train-error:0.123249
## [48] train-error:0.120448
## [49] train-error:0.114846
## [50] train-error:0.120448
## [51] train-error:0.114846
## [52] train-error:0.114846
## [53] train-error:0.112045
## [54] train-error:0.114846
## [55] train-error:0.112045
## [56] train-error:0.109244
## [57] train-error:0.112045
## [58] train-error:0.114846
## [59] train-error:0.114846
## [60] train-error:0.117647
## [61] train-error:0.114846
## [62] train-error:0.114846
## [63] train-error:0.112045
## [64] train-error:0.109244
## [65] train-error:0.109244
## [66] train-error:0.109244
## [67] train-error:0.106443
## [68] train-error:0.106443
## [69] train-error:0.106443
## [70] train-error:0.109244
## [71] train-error:0.109244
## [72] train-error:0.106443
## [73] train-error:0.106443
## [74] train-error:0.106443
## [75] train-error:0.106443
## [76] train-error:0.103641
## [77] train-error:0.103641
## [78] train-error:0.103641
## [79] train-error:0.100840
## [80] train-error:0.100840
## [81] train-error:0.103641
## [82] train-error:0.100840
## [83] train-error:0.103641
## [84] train-error:0.103641
## [85] train-error:0.100840
## [86] train-error:0.098039
## [87] train-error:0.098039
## [88] train-error:0.100840
## [89] train-error:0.098039
## [90] train-error:0.100840
## [91] train-error:0.100840
## [92] train-error:0.103641
## [93] train-error:0.103641
## [94] train-error:0.098039
## [95] train-error:0.100840
## [96] train-error:0.100840
## [97] train-error:0.100840
## [98] train-error:0.100840
## [99] train-error:0.103641
## [100]    train-error:0.106443
## [101]    train-error:0.103641
## [102]    train-error:0.100840
## [103]    train-error:0.100840
## [104]    train-error:0.106443
## [105]    train-error:0.106443
## [106]    train-error:0.106443
## [107]    train-error:0.106443
## [108]    train-error:0.106443
## [109]    train-error:0.103641
## [110]    train-error:0.100840
## [111]    train-error:0.100840
## [112]    train-error:0.100840
## [113]    train-error:0.100840
## [114]    train-error:0.098039
## [115]    train-error:0.098039
## [116]    train-error:0.100840
## [117]    train-error:0.098039
## [118]    train-error:0.098039
## [119]    train-error:0.098039
## [120]    train-error:0.098039
## [121]    train-error:0.098039
## [122]    train-error:0.098039
## [123]    train-error:0.100840
## [124]    train-error:0.095238
## [125]    train-error:0.098039
## [126]    train-error:0.092437
## [127]    train-error:0.100840
## [128]    train-error:0.098039
## [129]    train-error:0.100840
## [130]    train-error:0.095238
## [131]    train-error:0.095238
## [132]    train-error:0.100840
## [133]    train-error:0.098039
## [134]    train-error:0.095238
## [135]    train-error:0.092437
## [136]    train-error:0.100840
## [137]    train-error:0.095238
## [138]    train-error:0.092437
## [139]    train-error:0.092437
## [140]    train-error:0.092437
## [141]    train-error:0.092437
## [142]    train-error:0.092437
## [143]    train-error:0.092437
## [144]    train-error:0.095238
## [145]    train-error:0.092437
## [146]    train-error:0.089636
## [147]    train-error:0.092437
## [148]    train-error:0.089636
## [149]    train-error:0.092437
## [150]    train-error:0.089636
## [151]    train-error:0.092437
## [152]    train-error:0.092437
## [153]    train-error:0.092437
## [154]    train-error:0.089636
## [155]    train-error:0.089636
## [156]    train-error:0.092437
## [157]    train-error:0.092437
## [158]    train-error:0.089636
## [159]    train-error:0.092437
## [160]    train-error:0.095238
## [161]    train-error:0.092437
## [162]    train-error:0.089636
## [163]    train-error:0.086835
## [164]    train-error:0.084034
## [165]    train-error:0.086835
## [166]    train-error:0.089636
## [167]    train-error:0.089636
## [168]    train-error:0.089636
## [169]    train-error:0.084034
## [170]    train-error:0.084034
## [171]    train-error:0.084034
## [172]    train-error:0.089636
## [173]    train-error:0.089636
## [174]    train-error:0.086835
## [175]    train-error:0.089636
## [176]    train-error:0.089636
## [177]    train-error:0.089636
## [178]    train-error:0.086835
## [179]    train-error:0.084034
## [180]    train-error:0.084034
## [181]    train-error:0.084034
## [182]    train-error:0.084034
## [183]    train-error:0.081232
## [184]    train-error:0.084034
## [185]    train-error:0.081232
## [186]    train-error:0.081232
## [187]    train-error:0.081232
## [188]    train-error:0.081232
## [189]    train-error:0.081232
## [190]    train-error:0.084034
## [191]    train-error:0.084034
## [192]    train-error:0.081232
## [193]    train-error:0.084034
## [194]    train-error:0.081232
## [195]    train-error:0.081232
## [196]    train-error:0.081232
## [197]    train-error:0.081232
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.086835
## [202]    train-error:0.089636
## [203]    train-error:0.086835
## [204]    train-error:0.089636
## [205]    train-error:0.086835
## [206]    train-error:0.086835
## [207]    train-error:0.089636
## [208]    train-error:0.089636
## [209]    train-error:0.089636
## [210]    train-error:0.086835
## [211]    train-error:0.086835
## [212]    train-error:0.086835
## [213]    train-error:0.086835
## [214]    train-error:0.089636
## [215]    train-error:0.086835
## [216]    train-error:0.086835
## [217]    train-error:0.084034
## [218]    train-error:0.081232
## [219]    train-error:0.081232
## [220]    train-error:0.084034
## [221]    train-error:0.084034
## [222]    train-error:0.084034
## [223]    train-error:0.084034
## [224]    train-error:0.089636
## [225]    train-error:0.086835
## [226]    train-error:0.086835
## [227]    train-error:0.086835
## [228]    train-error:0.089636
## [229]    train-error:0.084034
## [230]    train-error:0.084034
## [231]    train-error:0.086835
## [232]    train-error:0.084034
## [233]    train-error:0.084034
## [234]    train-error:0.084034
## [235]    train-error:0.084034
## [236]    train-error:0.081232
## [237]    train-error:0.084034
## [238]    train-error:0.084034
## [239]    train-error:0.089636
## [240]    train-error:0.086835
## [241]    train-error:0.086835
## [242]    train-error:0.086835
## [243]    train-error:0.086835
## [244]    train-error:0.081232
## [245]    train-error:0.084034
## [246]    train-error:0.081232
## [247]    train-error:0.078431
## [248]    train-error:0.081232
## [249]    train-error:0.081232
## [250]    train-error:0.081232
## [251]    train-error:0.081232
## [252]    train-error:0.084034
## [253]    train-error:0.084034
## [254]    train-error:0.084034
## [255]    train-error:0.081232
## [256]    train-error:0.084034
## [257]    train-error:0.084034
## [258]    train-error:0.086835
## [259]    train-error:0.084034
## [260]    train-error:0.084034
## [261]    train-error:0.081232
## [262]    train-error:0.075630
## [263]    train-error:0.072829
## [264]    train-error:0.081232
## [265]    train-error:0.075630
## [266]    train-error:0.075630
## [267]    train-error:0.078431
## [268]    train-error:0.078431
## [269]    train-error:0.078431
## [270]    train-error:0.084034
## [271]    train-error:0.086835
## [272]    train-error:0.086835
## [273]    train-error:0.089636
## [274]    train-error:0.086835
## [275]    train-error:0.086835
## [276]    train-error:0.086835
## [277]    train-error:0.086835
## [278]    train-error:0.084034
## [279]    train-error:0.086835
## [280]    train-error:0.084034
## [281]    train-error:0.086835
## [282]    train-error:0.081232
## [283]    train-error:0.081232
## [284]    train-error:0.081232
## [285]    train-error:0.084034
## [286]    train-error:0.078431
## [287]    train-error:0.084034
## [288]    train-error:0.078431
## [289]    train-error:0.078431
## [290]    train-error:0.078431
## [291]    train-error:0.078431
## [292]    train-error:0.078431
## [293]    train-error:0.078431
## [294]    train-error:0.078431
## [295]    train-error:0.078431
## [296]    train-error:0.075630
## [297]    train-error:0.075630
## [298]    train-error:0.072829
## [299]    train-error:0.072829
## [300]    train-error:0.072829
## [301]    train-error:0.075630
## [302]    train-error:0.075630
## [303]    train-error:0.078431
## [304]    train-error:0.078431
## [305]    train-error:0.078431
## [306]    train-error:0.078431
## [307]    train-error:0.078431
## [308]    train-error:0.075630
## [309]    train-error:0.075630
## [310]    train-error:0.070028
## [311]    train-error:0.070028
## [312]    train-error:0.070028
## [313]    train-error:0.072829
## [314]    train-error:0.072829
## [315]    train-error:0.072829
## [316]    train-error:0.078431
## [317]    train-error:0.078431
## [318]    train-error:0.078431
## [319]    train-error:0.078431
## [320]    train-error:0.075630
## [321]    train-error:0.075630
## [322]    train-error:0.078431
## [323]    train-error:0.078431
## [324]    train-error:0.078431
## [325]    train-error:0.078431
## [326]    train-error:0.078431
## [327]    train-error:0.072829
## [328]    train-error:0.078431
## [329]    train-error:0.075630
## [330]    train-error:0.075630
## [331]    train-error:0.072829
## [332]    train-error:0.072829
## [333]    train-error:0.072829
## [334]    train-error:0.072829
## [335]    train-error:0.072829
## [336]    train-error:0.075630
## [337]    train-error:0.075630
## [338]    train-error:0.072829
## [339]    train-error:0.075630
## [340]    train-error:0.075630
## [341]    train-error:0.075630
## [342]    train-error:0.081232
## [343]    train-error:0.078431
## [344]    train-error:0.078431
## [345]    train-error:0.078431
## [346]    train-error:0.075630
## [347]    train-error:0.075630
## [348]    train-error:0.075630
## [349]    train-error:0.075630
## [350]    train-error:0.070028
## [351]    train-error:0.072829
## [352]    train-error:0.072829
## [353]    train-error:0.070028
## [354]    train-error:0.070028
## [355]    train-error:0.070028
## [356]    train-error:0.070028
## [357]    train-error:0.070028
## [358]    train-error:0.072829
## [359]    train-error:0.075630
## [360]    train-error:0.072829
## [361]    train-error:0.072829
## [362]    train-error:0.072829
## [363]    train-error:0.072829
## [364]    train-error:0.072829
## [365]    train-error:0.072829
## [366]    train-error:0.070028
## [367]    train-error:0.072829
## [368]    train-error:0.067227
## [369]    train-error:0.070028
## [370]    train-error:0.064426
## [371]    train-error:0.064426
## [372]    train-error:0.061625
## [373]    train-error:0.064426
## [374]    train-error:0.061625
## [375]    train-error:0.067227
## [376]    train-error:0.067227
## [377]    train-error:0.070028
## [378]    train-error:0.070028
## [379]    train-error:0.067227
## [380]    train-error:0.067227
## [381]    train-error:0.064426
## [382]    train-error:0.064426
## [383]    train-error:0.070028
## [384]    train-error:0.067227
## [385]    train-error:0.067227
## [386]    train-error:0.067227
## [387]    train-error:0.067227
## [388]    train-error:0.067227
## [389]    train-error:0.067227
## [390]    train-error:0.067227
## [391]    train-error:0.067227
## [392]    train-error:0.064426
## [393]    train-error:0.067227
## [394]    train-error:0.067227
## [395]    train-error:0.067227
## [396]    train-error:0.064426
## [397]    train-error:0.064426
## [398]    train-error:0.064426
## [399]    train-error:0.064426
## [400]    train-error:0.064426
## [401]    train-error:0.064426
## [402]    train-error:0.064426
## [403]    train-error:0.061625
## [404]    train-error:0.061625
## [405]    train-error:0.061625
## [406]    train-error:0.064426
## [407]    train-error:0.067227
## [408]    train-error:0.061625
## [409]    train-error:0.061625
## [410]    train-error:0.064426
## [411]    train-error:0.061625
## [412]    train-error:0.067227
## [413]    train-error:0.064426
## [414]    train-error:0.072829
## [415]    train-error:0.067227
## [416]    train-error:0.064426
## [417]    train-error:0.067227
## [418]    train-error:0.067227
## [419]    train-error:0.064426
## [420]    train-error:0.064426
## [421]    train-error:0.064426
## [422]    train-error:0.064426
## [423]    train-error:0.061625
## [424]    train-error:0.061625
## [425]    train-error:0.067227
## [426]    train-error:0.067227
## [427]    train-error:0.067227
## [428]    train-error:0.058824
## [429]    train-error:0.058824
## [430]    train-error:0.061625
## [431]    train-error:0.061625
## [432]    train-error:0.058824
## [433]    train-error:0.058824
## [434]    train-error:0.058824
## [435]    train-error:0.058824
## [436]    train-error:0.058824
## [437]    train-error:0.058824
## [438]    train-error:0.058824
## [439]    train-error:0.058824
## [440]    train-error:0.056022
## [441]    train-error:0.056022
## [442]    train-error:0.058824
## [443]    train-error:0.058824
## [0]  train-error:0.212885
## [1]  train-error:0.221289
## [2]  train-error:0.212885
## [3]  train-error:0.201681
## [4]  train-error:0.201681
## [5]  train-error:0.184874
## [6]  train-error:0.165266
## [7]  train-error:0.168067
## [8]  train-error:0.176471
## [9]  train-error:0.168067
## [10] train-error:0.162465
## [11] train-error:0.159664
## [12] train-error:0.159664
## [13] train-error:0.159664
## [14] train-error:0.159664
## [15] train-error:0.165266
## [16] train-error:0.140056
## [17] train-error:0.137255
## [18] train-error:0.137255
## [19] train-error:0.134454
## [20] train-error:0.128852
## [21] train-error:0.120448
## [22] train-error:0.126050
## [23] train-error:0.114846
## [24] train-error:0.126050
## [25] train-error:0.126050
## [26] train-error:0.112045
## [27] train-error:0.109244
## [28] train-error:0.117647
## [29] train-error:0.117647
## [30] train-error:0.123249
## [31] train-error:0.120448
## [32] train-error:0.123249
## [33] train-error:0.126050
## [34] train-error:0.128852
## [35] train-error:0.126050
## [36] train-error:0.126050
## [37] train-error:0.128852
## [38] train-error:0.126050
## [39] train-error:0.123249
## [40] train-error:0.131653
## [41] train-error:0.123249
## [42] train-error:0.120448
## [43] train-error:0.120448
## [44] train-error:0.117647
## [45] train-error:0.112045
## [46] train-error:0.123249
## [47] train-error:0.120448
## [48] train-error:0.114846
## [49] train-error:0.114846
## [50] train-error:0.114846
## [51] train-error:0.117647
## [52] train-error:0.114846
## [53] train-error:0.112045
## [54] train-error:0.117647
## [55] train-error:0.120448
## [56] train-error:0.120448
## [57] train-error:0.117647
## [58] train-error:0.117647
## [59] train-error:0.120448
## [60] train-error:0.114846
## [61] train-error:0.114846
## [62] train-error:0.112045
## [63] train-error:0.117647
## [64] train-error:0.112045
## [65] train-error:0.112045
## [66] train-error:0.112045
## [67] train-error:0.112045
## [68] train-error:0.114846
## [69] train-error:0.120448
## [70] train-error:0.123249
## [71] train-error:0.117647
## [72] train-error:0.114846
## [73] train-error:0.112045
## [74] train-error:0.112045
## [75] train-error:0.117647
## [76] train-error:0.120448
## [77] train-error:0.117647
## [78] train-error:0.114846
## [79] train-error:0.114846
## [80] train-error:0.114846
## [81] train-error:0.117647
## [82] train-error:0.117647
## [83] train-error:0.120448
## [84] train-error:0.123249
## [85] train-error:0.126050
## [86] train-error:0.114846
## [87] train-error:0.120448
## [88] train-error:0.117647
## [89] train-error:0.114846
## [90] train-error:0.117647
## [91] train-error:0.120448
## [92] train-error:0.117647
## [93] train-error:0.117647
## [94] train-error:0.117647
## [95] train-error:0.120448
## [96] train-error:0.117647
## [97] train-error:0.114846
## [98] train-error:0.112045
## [99] train-error:0.112045
## [100]    train-error:0.109244
## [101]    train-error:0.114846
## [102]    train-error:0.114846
## [103]    train-error:0.114846
## [104]    train-error:0.114846
## [105]    train-error:0.114846
## [106]    train-error:0.114846
## [107]    train-error:0.109244
## [108]    train-error:0.112045
## [109]    train-error:0.109244
## [110]    train-error:0.103641
## [111]    train-error:0.106443
## [112]    train-error:0.109244
## [113]    train-error:0.112045
## [114]    train-error:0.106443
## [115]    train-error:0.112045
## [116]    train-error:0.109244
## [117]    train-error:0.106443
## [118]    train-error:0.112045
## [119]    train-error:0.112045
## [120]    train-error:0.109244
## [121]    train-error:0.109244
## [122]    train-error:0.103641
## [123]    train-error:0.103641
## [124]    train-error:0.103641
## [125]    train-error:0.103641
## [126]    train-error:0.103641
## [127]    train-error:0.109244
## [128]    train-error:0.106443
## [129]    train-error:0.109244
## [130]    train-error:0.109244
## [131]    train-error:0.106443
## [132]    train-error:0.106443
## [133]    train-error:0.103641
## [134]    train-error:0.106443
## [135]    train-error:0.100840
## [136]    train-error:0.103641
## [137]    train-error:0.095238
## [138]    train-error:0.100840
## [139]    train-error:0.103641
## [140]    train-error:0.106443
## [141]    train-error:0.106443
## [142]    train-error:0.106443
## [143]    train-error:0.103641
## [144]    train-error:0.100840
## [145]    train-error:0.103641
## [146]    train-error:0.106443
## [147]    train-error:0.103641
## [148]    train-error:0.103641
## [149]    train-error:0.100840
## [150]    train-error:0.103641
## [151]    train-error:0.100840
## [152]    train-error:0.100840
## [153]    train-error:0.100840
## [154]    train-error:0.100840
## [155]    train-error:0.098039
## [156]    train-error:0.100840
## [157]    train-error:0.100840
## [158]    train-error:0.095238
## [159]    train-error:0.100840
## [160]    train-error:0.103641
## [161]    train-error:0.098039
## [162]    train-error:0.086835
## [163]    train-error:0.092437
## [164]    train-error:0.089636
## [165]    train-error:0.089636
## [166]    train-error:0.081232
## [167]    train-error:0.086835
## [168]    train-error:0.092437
## [169]    train-error:0.092437
## [170]    train-error:0.092437
## [171]    train-error:0.089636
## [172]    train-error:0.092437
## [173]    train-error:0.089636
## [174]    train-error:0.089636
## [175]    train-error:0.086835
## [176]    train-error:0.089636
## [177]    train-error:0.086835
## [178]    train-error:0.089636
## [179]    train-error:0.086835
## [180]    train-error:0.089636
## [181]    train-error:0.089636
## [182]    train-error:0.089636
## [183]    train-error:0.092437
## [184]    train-error:0.092437
## [185]    train-error:0.098039
## [186]    train-error:0.095238
## [187]    train-error:0.086835
## [188]    train-error:0.092437
## [189]    train-error:0.092437
## [190]    train-error:0.092437
## [191]    train-error:0.092437
## [192]    train-error:0.089636
## [193]    train-error:0.089636
## [194]    train-error:0.086835
## [195]    train-error:0.086835
## [196]    train-error:0.084034
## [197]    train-error:0.084034
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.084034
## [202]    train-error:0.084034
## [203]    train-error:0.086835
## [204]    train-error:0.084034
## [205]    train-error:0.086835
## [206]    train-error:0.084034
## [207]    train-error:0.081232
## [208]    train-error:0.084034
## [209]    train-error:0.081232
## [210]    train-error:0.081232
## [211]    train-error:0.075630
## [212]    train-error:0.078431
## [213]    train-error:0.081232
## [214]    train-error:0.086835
## [215]    train-error:0.081232
## [216]    train-error:0.086835
## [217]    train-error:0.084034
## [218]    train-error:0.084034
## [219]    train-error:0.084034
## [220]    train-error:0.081232
## [221]    train-error:0.084034
## [222]    train-error:0.084034
## [223]    train-error:0.081232
## [224]    train-error:0.081232
## [225]    train-error:0.086835
## [226]    train-error:0.075630
## [227]    train-error:0.084034
## [228]    train-error:0.081232
## [229]    train-error:0.081232
## [230]    train-error:0.081232
## [231]    train-error:0.081232
## [232]    train-error:0.084034
## [233]    train-error:0.078431
## [234]    train-error:0.084034
## [235]    train-error:0.081232
## [236]    train-error:0.081232
## [237]    train-error:0.081232
## [238]    train-error:0.081232
## [239]    train-error:0.084034
## [240]    train-error:0.084034
## [241]    train-error:0.084034
## [242]    train-error:0.084034
## [243]    train-error:0.084034
## [244]    train-error:0.081232
## [245]    train-error:0.081232
## [246]    train-error:0.081232
## [247]    train-error:0.084034
## [248]    train-error:0.081232
## [249]    train-error:0.081232
## [250]    train-error:0.081232
## [251]    train-error:0.081232
## [252]    train-error:0.081232
## [253]    train-error:0.081232
## [254]    train-error:0.084034
## [255]    train-error:0.081232
## [256]    train-error:0.081232
## [257]    train-error:0.081232
## [258]    train-error:0.081232
## [259]    train-error:0.081232
## [260]    train-error:0.081232
## [261]    train-error:0.081232
## [262]    train-error:0.081232
## [263]    train-error:0.084034
## [264]    train-error:0.086835
## [265]    train-error:0.084034
## [266]    train-error:0.084034
## [267]    train-error:0.086835
## [268]    train-error:0.089636
## [269]    train-error:0.086835
## [270]    train-error:0.084034
## [271]    train-error:0.081232
## [272]    train-error:0.084034
## [273]    train-error:0.084034
## [274]    train-error:0.081232
## [275]    train-error:0.081232
## [276]    train-error:0.084034
## [277]    train-error:0.084034
## [278]    train-error:0.084034
## [279]    train-error:0.084034
## [280]    train-error:0.086835
## [281]    train-error:0.078431
## [282]    train-error:0.081232
## [283]    train-error:0.084034
## [284]    train-error:0.086835
## [285]    train-error:0.081232
## [286]    train-error:0.081232
## [287]    train-error:0.084034
## [288]    train-error:0.086835
## [289]    train-error:0.084034
## [290]    train-error:0.081232
## [291]    train-error:0.081232
## [292]    train-error:0.092437
## [293]    train-error:0.084034
## [294]    train-error:0.092437
## [295]    train-error:0.084034
## [296]    train-error:0.089636
## [297]    train-error:0.089636
## [298]    train-error:0.086835
## [299]    train-error:0.092437
## [300]    train-error:0.084034
## [301]    train-error:0.078431
## [302]    train-error:0.075630
## [303]    train-error:0.078431
## [304]    train-error:0.075630
## [305]    train-error:0.081232
## [306]    train-error:0.084034
## [307]    train-error:0.081232
## [308]    train-error:0.086835
## [309]    train-error:0.084034
## [310]    train-error:0.086835
## [311]    train-error:0.084034
## [312]    train-error:0.084034
## [313]    train-error:0.084034
## [314]    train-error:0.081232
## [315]    train-error:0.081232
## [316]    train-error:0.081232
## [317]    train-error:0.084034
## [318]    train-error:0.084034
## [319]    train-error:0.084034
## [320]    train-error:0.078431
## [321]    train-error:0.078431
## [322]    train-error:0.075630
## [323]    train-error:0.075630
## [324]    train-error:0.078431
## [325]    train-error:0.078431
## [326]    train-error:0.081232
## [327]    train-error:0.081232
## [328]    train-error:0.084034
## [329]    train-error:0.081232
## [330]    train-error:0.078431
## [331]    train-error:0.081232
## [332]    train-error:0.081232
## [333]    train-error:0.081232
## [334]    train-error:0.081232
## [335]    train-error:0.081232
## [336]    train-error:0.081232
## [337]    train-error:0.081232
## [338]    train-error:0.081232
## [339]    train-error:0.081232
## [340]    train-error:0.084034
## [341]    train-error:0.086835
## [342]    train-error:0.084034
## [343]    train-error:0.084034
## [344]    train-error:0.081232
## [345]    train-error:0.078431
## [346]    train-error:0.078431
## [347]    train-error:0.081232
## [348]    train-error:0.081232
## [349]    train-error:0.084034
## [350]    train-error:0.081232
## [351]    train-error:0.072829
## [352]    train-error:0.075630
## [353]    train-error:0.075630
## [354]    train-error:0.072829
## [355]    train-error:0.075630
## [356]    train-error:0.078431
## [357]    train-error:0.078431
## [358]    train-error:0.075630
## [359]    train-error:0.075630
## [360]    train-error:0.072829
## [361]    train-error:0.075630
## [362]    train-error:0.072829
## [363]    train-error:0.070028
## [364]    train-error:0.067227
## [365]    train-error:0.072829
## [366]    train-error:0.067227
## [367]    train-error:0.072829
## [368]    train-error:0.072829
## [369]    train-error:0.072829
## [370]    train-error:0.075630
## [371]    train-error:0.075630
## [372]    train-error:0.075630
## [373]    train-error:0.072829
## [374]    train-error:0.072829
## [375]    train-error:0.075630
## [376]    train-error:0.067227
## [377]    train-error:0.070028
## [378]    train-error:0.067227
## [379]    train-error:0.067227
## [380]    train-error:0.067227
## [381]    train-error:0.067227
## [382]    train-error:0.072829
## [383]    train-error:0.070028
## [384]    train-error:0.070028
## [385]    train-error:0.070028
## [386]    train-error:0.067227
## [387]    train-error:0.072829
## [388]    train-error:0.072829
## [389]    train-error:0.070028
## [390]    train-error:0.064426
## [391]    train-error:0.072829
## [392]    train-error:0.067227
## [393]    train-error:0.067227
## [394]    train-error:0.067227
## [395]    train-error:0.072829
## [396]    train-error:0.070028
## [397]    train-error:0.072829
## [398]    train-error:0.075630
## [399]    train-error:0.075630
## [400]    train-error:0.075630
## [401]    train-error:0.075630
## [402]    train-error:0.072829
## [403]    train-error:0.072829
## [404]    train-error:0.081232
## [405]    train-error:0.081232
## [406]    train-error:0.081232
## [407]    train-error:0.081232
## [408]    train-error:0.078431
## [409]    train-error:0.081232
## [410]    train-error:0.078431
## [411]    train-error:0.078431
## [412]    train-error:0.078431
## [413]    train-error:0.078431
## [414]    train-error:0.081232
## [415]    train-error:0.081232
## [416]    train-error:0.084034
## [417]    train-error:0.081232
## [418]    train-error:0.081232
## [419]    train-error:0.084034
## [420]    train-error:0.081232
## [421]    train-error:0.081232
## [422]    train-error:0.075630
## [423]    train-error:0.078431
## [424]    train-error:0.075630
## [425]    train-error:0.075630
## [426]    train-error:0.078431
## [427]    train-error:0.081232
## [428]    train-error:0.081232
## [429]    train-error:0.081232
## [430]    train-error:0.078431
## [431]    train-error:0.081232
## [432]    train-error:0.081232
## [433]    train-error:0.081232
## [434]    train-error:0.081232
## [435]    train-error:0.081232
## [436]    train-error:0.081232
## [437]    train-error:0.084034
## [438]    train-error:0.081232
## [439]    train-error:0.081232
## [440]    train-error:0.081232
## [441]    train-error:0.081232
## [442]    train-error:0.078431
## [443]    train-error:0.078431
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.212290
## [6]  train-error:0.212290
## [7]  train-error:0.201117
## [8]  train-error:0.201117
## [9]  train-error:0.209497
## [10] train-error:0.201117
## [11] train-error:0.189944
## [12] train-error:0.201117
## [13] train-error:0.187151
## [14] train-error:0.209497
## [15] train-error:0.209497
## [16] train-error:0.209497
## [17] train-error:0.203911
## [18] train-error:0.212290
## [19] train-error:0.198324
## [20] train-error:0.201117
## [21] train-error:0.184358
## [22] train-error:0.184358
## [23] train-error:0.192737
## [24] train-error:0.181564
## [25] train-error:0.184358
## [26] train-error:0.189944
## [27] train-error:0.192737
## [28] train-error:0.175978
## [29] train-error:0.184358
## [30] train-error:0.181564
## [31] train-error:0.178771
## [32] train-error:0.170391
## [33] train-error:0.178771
## [34] train-error:0.178771
## [35] train-error:0.178771
## [36] train-error:0.181564
## [37] train-error:0.187151
## [38] train-error:0.192737
## [39] train-error:0.184358
## [40] train-error:0.192737
## [41] train-error:0.184358
## [42] train-error:0.178771
## [43] train-error:0.189944
## [44] train-error:0.192737
## [45] train-error:0.195531
## [46] train-error:0.184358
## [47] train-error:0.170391
## [48] train-error:0.187151
## [49] train-error:0.184358
## [50] train-error:0.178771
## [51] train-error:0.192737
## [52] train-error:0.184358
## [53] train-error:0.175978
## [54] train-error:0.178771
## [55] train-error:0.175978
## [56] train-error:0.192737
## [57] train-error:0.192737
## [58] train-error:0.195531
## [59] train-error:0.189944
## [60] train-error:0.178771
## [61] train-error:0.181564
## [62] train-error:0.178771
## [63] train-error:0.181564
## [64] train-error:0.184358
## [65] train-error:0.175978
## [66] train-error:0.162011
## [67] train-error:0.167598
## [68] train-error:0.175978
## [69] train-error:0.173184
## [70] train-error:0.173184
## [71] train-error:0.167598
## [72] train-error:0.175978
## [73] train-error:0.178771
## [74] train-error:0.159218
## [75] train-error:0.184358
## [76] train-error:0.184358
## [77] train-error:0.153631
## [78] train-error:0.170391
## [79] train-error:0.170391
## [80] train-error:0.148045
## [81] train-error:0.159218
## [82] train-error:0.153631
## [83] train-error:0.167598
## [84] train-error:0.153631
## [85] train-error:0.159218
## [86] train-error:0.173184
## [87] train-error:0.162011
## [88] train-error:0.156425
## [89] train-error:0.167598
## [90] train-error:0.153631
## [91] train-error:0.156425
## [92] train-error:0.150838
## [93] train-error:0.150838
## [94] train-error:0.164804
## [95] train-error:0.159218
## [96] train-error:0.156425
## [97] train-error:0.162011
## [98] train-error:0.142458
## [99] train-error:0.164804
## [100]    train-error:0.162011
## [101]    train-error:0.170391
## [102]    train-error:0.164804
## [103]    train-error:0.162011
## [104]    train-error:0.162011
## [105]    train-error:0.162011
## [106]    train-error:0.170391
## [107]    train-error:0.167598
## [108]    train-error:0.170391
## [109]    train-error:0.167598
## [110]    train-error:0.170391
## [111]    train-error:0.175978
## [112]    train-error:0.175978
## [113]    train-error:0.170391
## [114]    train-error:0.175978
## [115]    train-error:0.173184
## [116]    train-error:0.173184
## [117]    train-error:0.170391
## [118]    train-error:0.164804
## [119]    train-error:0.162011
## [120]    train-error:0.150838
## [121]    train-error:0.164804
## [122]    train-error:0.170391
## [123]    train-error:0.159218
## [124]    train-error:0.156425
## [125]    train-error:0.167598
## [126]    train-error:0.170391
## [127]    train-error:0.164804
## [128]    train-error:0.178771
## [129]    train-error:0.164804
## [130]    train-error:0.162011
## [131]    train-error:0.173184
## [132]    train-error:0.167598
## [133]    train-error:0.167598
## [134]    train-error:0.162011
## [135]    train-error:0.175978
## [136]    train-error:0.178771
## [137]    train-error:0.164804
## [138]    train-error:0.164804
## [139]    train-error:0.187151
## [140]    train-error:0.187151
## [141]    train-error:0.187151
## [142]    train-error:0.170391
## [143]    train-error:0.164804
## [144]    train-error:0.162011
## [145]    train-error:0.153631
## [146]    train-error:0.159218
## [147]    train-error:0.173184
## [148]    train-error:0.181564
## [149]    train-error:0.162011
## [150]    train-error:0.181564
## [151]    train-error:0.173184
## [152]    train-error:0.173184
## [153]    train-error:0.170391
## [154]    train-error:0.170391
## [155]    train-error:0.167598
## [156]    train-error:0.173184
## [157]    train-error:0.170391
## [158]    train-error:0.170391
## [159]    train-error:0.167598
## [160]    train-error:0.181564
## [161]    train-error:0.178771
## [162]    train-error:0.184358
## [163]    train-error:0.184358
## [164]    train-error:0.175978
## [165]    train-error:0.175978
## [166]    train-error:0.178771
## [167]    train-error:0.178771
## [168]    train-error:0.173184
## [169]    train-error:0.167598
## [170]    train-error:0.167598
## [171]    train-error:0.159218
## [172]    train-error:0.162011
## [173]    train-error:0.162011
## [174]    train-error:0.153631
## [175]    train-error:0.159218
## [176]    train-error:0.159218
## [177]    train-error:0.159218
## [178]    train-error:0.159218
## [179]    train-error:0.153631
## [180]    train-error:0.167598
## [181]    train-error:0.167598
## [182]    train-error:0.164804
## [183]    train-error:0.164804
## [184]    train-error:0.159218
## [185]    train-error:0.150838
## [186]    train-error:0.153631
## [187]    train-error:0.150838
## [188]    train-error:0.162011
## [189]    train-error:0.162011
## [190]    train-error:0.164804
## [191]    train-error:0.162011
## [192]    train-error:0.164804
## [193]    train-error:0.164804
## [194]    train-error:0.167598
## [195]    train-error:0.170391
## [196]    train-error:0.170391
## [197]    train-error:0.167598
## [198]    train-error:0.170391
## [199]    train-error:0.175978
## [200]    train-error:0.159218
## [201]    train-error:0.162011
## [202]    train-error:0.159218
## [203]    train-error:0.162011
## [204]    train-error:0.159218
## [205]    train-error:0.159218
## [206]    train-error:0.153631
## [207]    train-error:0.159218
## [208]    train-error:0.162011
## [209]    train-error:0.162011
## [210]    train-error:0.162011
## [211]    train-error:0.170391
## [212]    train-error:0.170391
## [213]    train-error:0.164804
## [214]    train-error:0.162011
## [215]    train-error:0.150838
## [216]    train-error:0.153631
## [217]    train-error:0.159218
## [218]    train-error:0.153631
## [219]    train-error:0.148045
## [220]    train-error:0.153631
## [221]    train-error:0.150838
## [222]    train-error:0.159218
## [223]    train-error:0.162011
## [224]    train-error:0.162011
## [225]    train-error:0.164804
## [226]    train-error:0.170391
## [227]    train-error:0.162011
## [228]    train-error:0.164804
## [229]    train-error:0.159218
## [230]    train-error:0.170391
## [231]    train-error:0.156425
## [232]    train-error:0.167598
## [233]    train-error:0.164804
## [234]    train-error:0.164804
## [235]    train-error:0.164804
## [236]    train-error:0.159218
## [237]    train-error:0.156425
## [238]    train-error:0.162011
## [239]    train-error:0.156425
## [240]    train-error:0.162011
## [241]    train-error:0.162011
## [242]    train-error:0.153631
## [243]    train-error:0.164804
## [244]    train-error:0.162011
## [245]    train-error:0.164804
## [246]    train-error:0.175978
## [247]    train-error:0.175978
## [248]    train-error:0.175978
## [249]    train-error:0.153631
## [250]    train-error:0.156425
## [251]    train-error:0.164804
## [252]    train-error:0.164804
## [253]    train-error:0.167598
## [254]    train-error:0.159218
## [255]    train-error:0.167598
## [256]    train-error:0.162011
## [257]    train-error:0.178771
## [258]    train-error:0.173184
## [259]    train-error:0.164804
## [260]    train-error:0.162011
## [261]    train-error:0.167598
## [262]    train-error:0.170391
## [263]    train-error:0.167598
## [264]    train-error:0.175978
## [265]    train-error:0.175978
## [266]    train-error:0.178771
## [267]    train-error:0.181564
## [268]    train-error:0.175978
## [269]    train-error:0.181564
## [270]    train-error:0.175978
## [271]    train-error:0.181564
## [272]    train-error:0.178771
## [273]    train-error:0.178771
## [274]    train-error:0.175978
## [275]    train-error:0.170391
## [276]    train-error:0.167598
## [277]    train-error:0.170391
## [278]    train-error:0.167598
## [279]    train-error:0.164804
## [280]    train-error:0.159218
## [281]    train-error:0.162011
## [282]    train-error:0.162011
## [283]    train-error:0.164804
## [284]    train-error:0.167598
## [285]    train-error:0.162011
## [286]    train-error:0.162011
## [287]    train-error:0.173184
## [288]    train-error:0.175978
## [289]    train-error:0.184358
## [290]    train-error:0.167598
## [291]    train-error:0.159218
## [292]    train-error:0.153631
## [293]    train-error:0.156425
## [294]    train-error:0.159218
## [295]    train-error:0.162011
## [296]    train-error:0.162011
## [297]    train-error:0.164804
## [298]    train-error:0.164804
## [299]    train-error:0.162011
## [300]    train-error:0.156425
## [301]    train-error:0.162011
## [302]    train-error:0.159218
## [303]    train-error:0.164804
## [304]    train-error:0.162011
## [305]    train-error:0.164804
## [306]    train-error:0.164804
## [307]    train-error:0.159218
## [308]    train-error:0.162011
## [309]    train-error:0.164804
## [310]    train-error:0.164804
## [311]    train-error:0.156425
## [312]    train-error:0.159218
## [313]    train-error:0.156425
## [314]    train-error:0.162011
## [315]    train-error:0.162011
## [316]    train-error:0.164804
## [317]    train-error:0.159218
## [318]    train-error:0.159218
## [319]    train-error:0.164804
## [320]    train-error:0.164804
## [321]    train-error:0.167598
## [322]    train-error:0.167598
## [323]    train-error:0.164804
## [324]    train-error:0.162011
## [325]    train-error:0.167598
## [326]    train-error:0.156425
## [327]    train-error:0.162011
## [328]    train-error:0.159218
## [329]    train-error:0.162011
## [330]    train-error:0.162011
## [331]    train-error:0.159218
## [332]    train-error:0.164804
## [333]    train-error:0.164804
## [334]    train-error:0.156425
## [335]    train-error:0.153631
## [336]    train-error:0.170391
## [337]    train-error:0.164804
## [338]    train-error:0.167598
## [339]    train-error:0.159218
## [340]    train-error:0.159218
## [341]    train-error:0.164804
## [342]    train-error:0.156425
## [343]    train-error:0.159218
## [344]    train-error:0.159218
## [345]    train-error:0.159218
## [346]    train-error:0.162011
## [347]    train-error:0.162011
## [348]    train-error:0.162011
## [349]    train-error:0.153631
## [350]    train-error:0.164804
## [351]    train-error:0.150838
## [352]    train-error:0.153631
## [353]    train-error:0.150838
## [354]    train-error:0.153631
## [355]    train-error:0.162011
## [356]    train-error:0.159218
## [357]    train-error:0.159218
## [358]    train-error:0.156425
## [359]    train-error:0.159218
## [360]    train-error:0.164804
## [361]    train-error:0.162011
## [362]    train-error:0.156425
## [363]    train-error:0.148045
## [364]    train-error:0.162011
## [365]    train-error:0.164804
## [366]    train-error:0.173184
## [367]    train-error:0.167598
## [368]    train-error:0.153631
## [369]    train-error:0.156425
## [370]    train-error:0.164804
## [371]    train-error:0.159218
## [372]    train-error:0.162011
## [373]    train-error:0.167598
## [374]    train-error:0.167598
## [375]    train-error:0.167598
## [376]    train-error:0.162011
## [377]    train-error:0.156425
## [378]    train-error:0.153631
## [379]    train-error:0.156425
## [380]    train-error:0.159218
## [381]    train-error:0.159218
## [382]    train-error:0.159218
## [383]    train-error:0.170391
## [384]    train-error:0.153631
## [385]    train-error:0.156425
## [386]    train-error:0.164804
## [387]    train-error:0.162011
## [388]    train-error:0.175978
## [389]    train-error:0.167598
## [390]    train-error:0.164804
## [391]    train-error:0.162011
## [392]    train-error:0.164804
## [393]    train-error:0.162011
## [394]    train-error:0.159218
## [395]    train-error:0.156425
## [396]    train-error:0.150838
## [397]    train-error:0.162011
## [398]    train-error:0.159218
## [399]    train-error:0.156425
## [400]    train-error:0.159218
## [401]    train-error:0.167598
## [402]    train-error:0.164804
## [403]    train-error:0.159218
## [404]    train-error:0.167598
## [405]    train-error:0.164804
## [406]    train-error:0.156425
## [407]    train-error:0.159218
## [408]    train-error:0.159218
## [409]    train-error:0.153631
## [410]    train-error:0.153631
## [411]    train-error:0.156425
## [412]    train-error:0.153631
## [413]    train-error:0.150838
## [414]    train-error:0.159218
## [415]    train-error:0.159218
## [416]    train-error:0.162011
## [417]    train-error:0.164804
## [418]    train-error:0.162011
## [419]    train-error:0.167598
## [420]    train-error:0.164804
## [421]    train-error:0.162011
## [422]    train-error:0.167598
## [423]    train-error:0.170391
## [424]    train-error:0.162011
## [425]    train-error:0.167598
## [426]    train-error:0.167598
## [427]    train-error:0.162011
## [428]    train-error:0.164804
## [429]    train-error:0.167598
## [430]    train-error:0.164804
## [431]    train-error:0.159218
## [432]    train-error:0.167598
## [433]    train-error:0.167598
## [434]    train-error:0.164804
## [435]    train-error:0.159218
## [436]    train-error:0.164804
## [437]    train-error:0.162011
## [438]    train-error:0.159218
## [439]    train-error:0.162011
## [440]    train-error:0.162011
## [441]    train-error:0.167598
## [442]    train-error:0.159218
## [443]    train-error:0.162011
## [444]    train-error:0.173184
## [445]    train-error:0.170391
## [446]    train-error:0.164804
## [447]    train-error:0.167598
## [448]    train-error:0.162011
## [449]    train-error:0.170391
## [450]    train-error:0.167598
## [451]    train-error:0.162011
## [452]    train-error:0.167598
## [453]    train-error:0.162011
## [454]    train-error:0.167598
## [455]    train-error:0.167598
## [456]    train-error:0.162011
## [457]    train-error:0.164804
## [458]    train-error:0.162011
## [459]    train-error:0.164804
## [460]    train-error:0.164804
## [461]    train-error:0.164804
## [462]    train-error:0.156425
## [463]    train-error:0.167598
## [464]    train-error:0.164804
## [465]    train-error:0.162011
## [466]    train-error:0.170391
## [467]    train-error:0.170391
## [468]    train-error:0.170391
## [469]    train-error:0.162011
## [470]    train-error:0.162011
## [471]    train-error:0.162011
## [472]    train-error:0.164804
## [473]    train-error:0.164804
## [474]    train-error:0.167598
## [475]    train-error:0.164804
## [476]    train-error:0.162011
## [477]    train-error:0.159218
## [478]    train-error:0.167598
## [479]    train-error:0.170391
## [480]    train-error:0.170391
## [481]    train-error:0.178771
## [482]    train-error:0.175978
## [483]    train-error:0.167598
## [484]    train-error:0.173184
## [485]    train-error:0.164804
## [486]    train-error:0.164804
## [487]    train-error:0.162011
## [488]    train-error:0.167598
## [489]    train-error:0.170391
## [490]    train-error:0.167598
## [491]    train-error:0.162011
## [492]    train-error:0.162011
## [493]    train-error:0.156425
## [494]    train-error:0.164804
## [495]    train-error:0.153631
## [496]    train-error:0.162011
## [497]    train-error:0.175978
## [498]    train-error:0.178771
## [499]    train-error:0.162011
## [500]    train-error:0.167598
## [501]    train-error:0.164804
## [502]    train-error:0.164804
## [503]    train-error:0.159218
## [504]    train-error:0.156425
## [505]    train-error:0.159218
## [506]    train-error:0.162011
## [507]    train-error:0.164804
## [508]    train-error:0.156425
## [509]    train-error:0.170391
## [510]    train-error:0.159218
## [511]    train-error:0.178771
## [512]    train-error:0.173184
## [513]    train-error:0.184358
## [514]    train-error:0.173184
## [515]    train-error:0.164804
## [516]    train-error:0.164804
## [517]    train-error:0.170391
## [518]    train-error:0.173184
## [519]    train-error:0.170391
## [520]    train-error:0.170391
## [521]    train-error:0.167598
## [522]    train-error:0.164804
## [523]    train-error:0.173184
## [524]    train-error:0.153631
## [525]    train-error:0.167598
## [526]    train-error:0.164804
## [527]    train-error:0.167598
## [528]    train-error:0.150838
## [529]    train-error:0.159218
## [530]    train-error:0.159218
## [531]    train-error:0.167598
## [532]    train-error:0.170391
## [533]    train-error:0.173184
## [534]    train-error:0.167598
## [535]    train-error:0.167598
## [536]    train-error:0.159218
## [537]    train-error:0.156425
## [538]    train-error:0.159218
## [539]    train-error:0.153631
## [540]    train-error:0.164804
## [541]    train-error:0.156425
## [542]    train-error:0.156425
## [543]    train-error:0.156425
## [544]    train-error:0.156425
## [545]    train-error:0.150838
## [546]    train-error:0.139665
## [547]    train-error:0.142458
## [548]    train-error:0.145251
## [549]    train-error:0.145251
## [550]    train-error:0.142458
## [551]    train-error:0.142458
## [552]    train-error:0.153631
## [553]    train-error:0.148045
## [554]    train-error:0.153631
## [555]    train-error:0.148045
## [556]    train-error:0.148045
## [557]    train-error:0.145251
## [558]    train-error:0.139665
## [559]    train-error:0.145251
## [560]    train-error:0.139665
## [561]    train-error:0.139665
## [562]    train-error:0.145251
## [563]    train-error:0.150838
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.184874
## [9]  train-error:0.176471
## [10] train-error:0.179272
## [11] train-error:0.182073
## [12] train-error:0.173669
## [13] train-error:0.165266
## [14] train-error:0.154062
## [15] train-error:0.156863
## [16] train-error:0.165266
## [17] train-error:0.173669
## [18] train-error:0.182073
## [19] train-error:0.176471
## [20] train-error:0.179272
## [21] train-error:0.184874
## [22] train-error:0.179272
## [23] train-error:0.179272
## [24] train-error:0.165266
## [25] train-error:0.176471
## [26] train-error:0.168067
## [27] train-error:0.170868
## [28] train-error:0.196078
## [29] train-error:0.179272
## [30] train-error:0.190476
## [31] train-error:0.173669
## [32] train-error:0.168067
## [33] train-error:0.168067
## [34] train-error:0.162465
## [35] train-error:0.168067
## [36] train-error:0.179272
## [37] train-error:0.173669
## [38] train-error:0.176471
## [39] train-error:0.176471
## [40] train-error:0.170868
## [41] train-error:0.187675
## [42] train-error:0.176471
## [43] train-error:0.154062
## [44] train-error:0.159664
## [45] train-error:0.156863
## [46] train-error:0.162465
## [47] train-error:0.162465
## [48] train-error:0.156863
## [49] train-error:0.162465
## [50] train-error:0.159664
## [51] train-error:0.168067
## [52] train-error:0.159664
## [53] train-error:0.154062
## [54] train-error:0.162465
## [55] train-error:0.162465
## [56] train-error:0.165266
## [57] train-error:0.173669
## [58] train-error:0.168067
## [59] train-error:0.165266
## [60] train-error:0.173669
## [61] train-error:0.159664
## [62] train-error:0.159664
## [63] train-error:0.170868
## [64] train-error:0.159664
## [65] train-error:0.162465
## [66] train-error:0.159664
## [67] train-error:0.165266
## [68] train-error:0.156863
## [69] train-error:0.154062
## [70] train-error:0.156863
## [71] train-error:0.156863
## [72] train-error:0.148459
## [73] train-error:0.154062
## [74] train-error:0.154062
## [75] train-error:0.148459
## [76] train-error:0.154062
## [77] train-error:0.148459
## [78] train-error:0.154062
## [79] train-error:0.142857
## [80] train-error:0.142857
## [81] train-error:0.142857
## [82] train-error:0.131653
## [83] train-error:0.137255
## [84] train-error:0.151261
## [85] train-error:0.148459
## [86] train-error:0.140056
## [87] train-error:0.145658
## [88] train-error:0.142857
## [89] train-error:0.148459
## [90] train-error:0.140056
## [91] train-error:0.148459
## [92] train-error:0.154062
## [93] train-error:0.142857
## [94] train-error:0.145658
## [95] train-error:0.148459
## [96] train-error:0.154062
## [97] train-error:0.140056
## [98] train-error:0.142857
## [99] train-error:0.145658
## [100]    train-error:0.142857
## [101]    train-error:0.154062
## [102]    train-error:0.162465
## [103]    train-error:0.159664
## [104]    train-error:0.165266
## [105]    train-error:0.162465
## [106]    train-error:0.170868
## [107]    train-error:0.170868
## [108]    train-error:0.156863
## [109]    train-error:0.159664
## [110]    train-error:0.159664
## [111]    train-error:0.173669
## [112]    train-error:0.165266
## [113]    train-error:0.159664
## [114]    train-error:0.159664
## [115]    train-error:0.159664
## [116]    train-error:0.156863
## [117]    train-error:0.156863
## [118]    train-error:0.156863
## [119]    train-error:0.154062
## [120]    train-error:0.168067
## [121]    train-error:0.159664
## [122]    train-error:0.156863
## [123]    train-error:0.159664
## [124]    train-error:0.162465
## [125]    train-error:0.156863
## [126]    train-error:0.162465
## [127]    train-error:0.156863
## [128]    train-error:0.154062
## [129]    train-error:0.165266
## [130]    train-error:0.148459
## [131]    train-error:0.156863
## [132]    train-error:0.162465
## [133]    train-error:0.159664
## [134]    train-error:0.159664
## [135]    train-error:0.159664
## [136]    train-error:0.145658
## [137]    train-error:0.151261
## [138]    train-error:0.148459
## [139]    train-error:0.137255
## [140]    train-error:0.156863
## [141]    train-error:0.151261
## [142]    train-error:0.145658
## [143]    train-error:0.154062
## [144]    train-error:0.165266
## [145]    train-error:0.159664
## [146]    train-error:0.159664
## [147]    train-error:0.156863
## [148]    train-error:0.148459
## [149]    train-error:0.145658
## [150]    train-error:0.148459
## [151]    train-error:0.151261
## [152]    train-error:0.156863
## [153]    train-error:0.159664
## [154]    train-error:0.145658
## [155]    train-error:0.148459
## [156]    train-error:0.151261
## [157]    train-error:0.159664
## [158]    train-error:0.151261
## [159]    train-error:0.154062
## [160]    train-error:0.140056
## [161]    train-error:0.159664
## [162]    train-error:0.148459
## [163]    train-error:0.170868
## [164]    train-error:0.173669
## [165]    train-error:0.170868
## [166]    train-error:0.162465
## [167]    train-error:0.159664
## [168]    train-error:0.165266
## [169]    train-error:0.162465
## [170]    train-error:0.162465
## [171]    train-error:0.165266
## [172]    train-error:0.168067
## [173]    train-error:0.170868
## [174]    train-error:0.165266
## [175]    train-error:0.156863
## [176]    train-error:0.159664
## [177]    train-error:0.148459
## [178]    train-error:0.162465
## [179]    train-error:0.168067
## [180]    train-error:0.151261
## [181]    train-error:0.154062
## [182]    train-error:0.159664
## [183]    train-error:0.156863
## [184]    train-error:0.159664
## [185]    train-error:0.154062
## [186]    train-error:0.156863
## [187]    train-error:0.168067
## [188]    train-error:0.168067
## [189]    train-error:0.151261
## [190]    train-error:0.156863
## [191]    train-error:0.165266
## [192]    train-error:0.162465
## [193]    train-error:0.159664
## [194]    train-error:0.165266
## [195]    train-error:0.159664
## [196]    train-error:0.162465
## [197]    train-error:0.165266
## [198]    train-error:0.170868
## [199]    train-error:0.159664
## [200]    train-error:0.156863
## [201]    train-error:0.156863
## [202]    train-error:0.156863
## [203]    train-error:0.151261
## [204]    train-error:0.154062
## [205]    train-error:0.165266
## [206]    train-error:0.159664
## [207]    train-error:0.165266
## [208]    train-error:0.162465
## [209]    train-error:0.154062
## [210]    train-error:0.151261
## [211]    train-error:0.156863
## [212]    train-error:0.156863
## [213]    train-error:0.151261
## [214]    train-error:0.151261
## [215]    train-error:0.148459
## [216]    train-error:0.148459
## [217]    train-error:0.151261
## [218]    train-error:0.151261
## [219]    train-error:0.159664
## [220]    train-error:0.159664
## [221]    train-error:0.154062
## [222]    train-error:0.156863
## [223]    train-error:0.154062
## [224]    train-error:0.140056
## [225]    train-error:0.145658
## [226]    train-error:0.148459
## [227]    train-error:0.145658
## [228]    train-error:0.145658
## [229]    train-error:0.148459
## [230]    train-error:0.154062
## [231]    train-error:0.156863
## [232]    train-error:0.148459
## [233]    train-error:0.162465
## [234]    train-error:0.156863
## [235]    train-error:0.156863
## [236]    train-error:0.156863
## [237]    train-error:0.156863
## [238]    train-error:0.154062
## [239]    train-error:0.156863
## [240]    train-error:0.154062
## [241]    train-error:0.156863
## [242]    train-error:0.145658
## [243]    train-error:0.148459
## [244]    train-error:0.151261
## [245]    train-error:0.145658
## [246]    train-error:0.148459
## [247]    train-error:0.154062
## [248]    train-error:0.154062
## [249]    train-error:0.156863
## [250]    train-error:0.148459
## [251]    train-error:0.151261
## [252]    train-error:0.154062
## [253]    train-error:0.154062
## [254]    train-error:0.151261
## [255]    train-error:0.151261
## [256]    train-error:0.154062
## [257]    train-error:0.154062
## [258]    train-error:0.148459
## [259]    train-error:0.145658
## [260]    train-error:0.151261
## [261]    train-error:0.140056
## [262]    train-error:0.145658
## [263]    train-error:0.145658
## [264]    train-error:0.151261
## [265]    train-error:0.154062
## [266]    train-error:0.156863
## [267]    train-error:0.156863
## [268]    train-error:0.159664
## [269]    train-error:0.159664
## [270]    train-error:0.159664
## [271]    train-error:0.151261
## [272]    train-error:0.154062
## [273]    train-error:0.159664
## [274]    train-error:0.156863
## [275]    train-error:0.154062
## [276]    train-error:0.159664
## [277]    train-error:0.156863
## [278]    train-error:0.156863
## [279]    train-error:0.159664
## [280]    train-error:0.156863
## [281]    train-error:0.156863
## [282]    train-error:0.148459
## [283]    train-error:0.154062
## [284]    train-error:0.156863
## [285]    train-error:0.154062
## [286]    train-error:0.154062
## [287]    train-error:0.151261
## [288]    train-error:0.154062
## [289]    train-error:0.151261
## [290]    train-error:0.154062
## [291]    train-error:0.156863
## [292]    train-error:0.151261
## [293]    train-error:0.156863
## [294]    train-error:0.154062
## [295]    train-error:0.156863
## [296]    train-error:0.156863
## [297]    train-error:0.148459
## [298]    train-error:0.154062
## [299]    train-error:0.145658
## [300]    train-error:0.145658
## [301]    train-error:0.142857
## [302]    train-error:0.142857
## [303]    train-error:0.151261
## [304]    train-error:0.156863
## [305]    train-error:0.145658
## [306]    train-error:0.154062
## [307]    train-error:0.154062
## [308]    train-error:0.154062
## [309]    train-error:0.154062
## [310]    train-error:0.154062
## [311]    train-error:0.159664
## [312]    train-error:0.159664
## [313]    train-error:0.159664
## [314]    train-error:0.148459
## [315]    train-error:0.148459
## [316]    train-error:0.145658
## [317]    train-error:0.142857
## [318]    train-error:0.151261
## [319]    train-error:0.151261
## [320]    train-error:0.151261
## [321]    train-error:0.159664
## [322]    train-error:0.148459
## [323]    train-error:0.145658
## [324]    train-error:0.154062
## [325]    train-error:0.156863
## [326]    train-error:0.154062
## [327]    train-error:0.159664
## [328]    train-error:0.154062
## [329]    train-error:0.151261
## [330]    train-error:0.151261
## [331]    train-error:0.145658
## [332]    train-error:0.148459
## [333]    train-error:0.145658
## [334]    train-error:0.151261
## [335]    train-error:0.154062
## [336]    train-error:0.154062
## [337]    train-error:0.156863
## [338]    train-error:0.159664
## [339]    train-error:0.159664
## [340]    train-error:0.154062
## [341]    train-error:0.145658
## [342]    train-error:0.156863
## [343]    train-error:0.154062
## [344]    train-error:0.151261
## [345]    train-error:0.156863
## [346]    train-error:0.159664
## [347]    train-error:0.151261
## [348]    train-error:0.151261
## [349]    train-error:0.151261
## [350]    train-error:0.154062
## [351]    train-error:0.154062
## [352]    train-error:0.159664
## [353]    train-error:0.148459
## [354]    train-error:0.145658
## [355]    train-error:0.154062
## [356]    train-error:0.145658
## [357]    train-error:0.148459
## [358]    train-error:0.154062
## [359]    train-error:0.142857
## [360]    train-error:0.145658
## [361]    train-error:0.142857
## [362]    train-error:0.159664
## [363]    train-error:0.156863
## [364]    train-error:0.145658
## [365]    train-error:0.148459
## [366]    train-error:0.145658
## [367]    train-error:0.140056
## [368]    train-error:0.148459
## [369]    train-error:0.142857
## [370]    train-error:0.151261
## [371]    train-error:0.148459
## [372]    train-error:0.151261
## [373]    train-error:0.151261
## [374]    train-error:0.148459
## [375]    train-error:0.148459
## [376]    train-error:0.148459
## [377]    train-error:0.159664
## [378]    train-error:0.159664
## [379]    train-error:0.159664
## [380]    train-error:0.159664
## [381]    train-error:0.159664
## [382]    train-error:0.159664
## [383]    train-error:0.154062
## [384]    train-error:0.148459
## [385]    train-error:0.145658
## [386]    train-error:0.151261
## [387]    train-error:0.156863
## [388]    train-error:0.156863
## [389]    train-error:0.151261
## [390]    train-error:0.142857
## [391]    train-error:0.148459
## [392]    train-error:0.154062
## [393]    train-error:0.145658
## [394]    train-error:0.148459
## [395]    train-error:0.151261
## [396]    train-error:0.148459
## [397]    train-error:0.148459
## [398]    train-error:0.148459
## [399]    train-error:0.154062
## [400]    train-error:0.145658
## [401]    train-error:0.151261
## [402]    train-error:0.148459
## [403]    train-error:0.148459
## [404]    train-error:0.145658
## [405]    train-error:0.151261
## [406]    train-error:0.151261
## [407]    train-error:0.151261
## [408]    train-error:0.154062
## [409]    train-error:0.154062
## [410]    train-error:0.156863
## [411]    train-error:0.156863
## [412]    train-error:0.156863
## [413]    train-error:0.156863
## [414]    train-error:0.159664
## [415]    train-error:0.156863
## [416]    train-error:0.159664
## [417]    train-error:0.156863
## [418]    train-error:0.151261
## [419]    train-error:0.154062
## [420]    train-error:0.145658
## [421]    train-error:0.154062
## [422]    train-error:0.154062
## [423]    train-error:0.151261
## [424]    train-error:0.151261
## [425]    train-error:0.154062
## [426]    train-error:0.156863
## [427]    train-error:0.148459
## [428]    train-error:0.145658
## [429]    train-error:0.142857
## [430]    train-error:0.142857
## [431]    train-error:0.145658
## [432]    train-error:0.151261
## [433]    train-error:0.148459
## [434]    train-error:0.154062
## [435]    train-error:0.151261
## [436]    train-error:0.140056
## [437]    train-error:0.145658
## [438]    train-error:0.148459
## [439]    train-error:0.151261
## [440]    train-error:0.156863
## [441]    train-error:0.145658
## [442]    train-error:0.156863
## [443]    train-error:0.156863
## [444]    train-error:0.156863
## [445]    train-error:0.151261
## [446]    train-error:0.148459
## [447]    train-error:0.142857
## [448]    train-error:0.148459
## [449]    train-error:0.142857
## [450]    train-error:0.145658
## [451]    train-error:0.142857
## [452]    train-error:0.137255
## [453]    train-error:0.137255
## [454]    train-error:0.137255
## [455]    train-error:0.140056
## [456]    train-error:0.140056
## [457]    train-error:0.140056
## [458]    train-error:0.140056
## [459]    train-error:0.142857
## [460]    train-error:0.142857
## [461]    train-error:0.142857
## [462]    train-error:0.145658
## [463]    train-error:0.142857
## [464]    train-error:0.142857
## [465]    train-error:0.140056
## [466]    train-error:0.145658
## [467]    train-error:0.145658
## [468]    train-error:0.140056
## [469]    train-error:0.142857
## [470]    train-error:0.137255
## [471]    train-error:0.145658
## [472]    train-error:0.142857
## [473]    train-error:0.137255
## [474]    train-error:0.137255
## [475]    train-error:0.142857
## [476]    train-error:0.140056
## [477]    train-error:0.140056
## [478]    train-error:0.137255
## [479]    train-error:0.134454
## [480]    train-error:0.134454
## [481]    train-error:0.140056
## [482]    train-error:0.134454
## [483]    train-error:0.137255
## [484]    train-error:0.131653
## [485]    train-error:0.142857
## [486]    train-error:0.145658
## [487]    train-error:0.145658
## [488]    train-error:0.154062
## [489]    train-error:0.145658
## [490]    train-error:0.145658
## [491]    train-error:0.137255
## [492]    train-error:0.145658
## [493]    train-error:0.145658
## [494]    train-error:0.140056
## [495]    train-error:0.154062
## [496]    train-error:0.137255
## [497]    train-error:0.137255
## [498]    train-error:0.145658
## [499]    train-error:0.156863
## [500]    train-error:0.145658
## [501]    train-error:0.151261
## [502]    train-error:0.154062
## [503]    train-error:0.142857
## [504]    train-error:0.142857
## [505]    train-error:0.142857
## [506]    train-error:0.140056
## [507]    train-error:0.142857
## [508]    train-error:0.145658
## [509]    train-error:0.137255
## [510]    train-error:0.131653
## [511]    train-error:0.140056
## [512]    train-error:0.131653
## [513]    train-error:0.145658
## [514]    train-error:0.137255
## [515]    train-error:0.142857
## [516]    train-error:0.151261
## [517]    train-error:0.148459
## [518]    train-error:0.148459
## [519]    train-error:0.134454
## [520]    train-error:0.142857
## [521]    train-error:0.131653
## [522]    train-error:0.134454
## [523]    train-error:0.134454
## [524]    train-error:0.134454
## [525]    train-error:0.140056
## [526]    train-error:0.137255
## [527]    train-error:0.126050
## [528]    train-error:0.128852
## [529]    train-error:0.131653
## [530]    train-error:0.134454
## [531]    train-error:0.134454
## [532]    train-error:0.131653
## [533]    train-error:0.134454
## [534]    train-error:0.134454
## [535]    train-error:0.134454
## [536]    train-error:0.134454
## [537]    train-error:0.140056
## [538]    train-error:0.151261
## [539]    train-error:0.145658
## [540]    train-error:0.148459
## [541]    train-error:0.151261
## [542]    train-error:0.142857
## [543]    train-error:0.148459
## [544]    train-error:0.148459
## [545]    train-error:0.145658
## [546]    train-error:0.151261
## [547]    train-error:0.154062
## [548]    train-error:0.148459
## [549]    train-error:0.151261
## [550]    train-error:0.137255
## [551]    train-error:0.134454
## [552]    train-error:0.128852
## [553]    train-error:0.142857
## [554]    train-error:0.145658
## [555]    train-error:0.137255
## [556]    train-error:0.140056
## [557]    train-error:0.140056
## [558]    train-error:0.142857
## [559]    train-error:0.140056
## [560]    train-error:0.142857
## [561]    train-error:0.148459
## [562]    train-error:0.148459
## [563]    train-error:0.145658
## [0]  train-error:0.218487
## [1]  train-error:0.240896
## [2]  train-error:0.215686
## [3]  train-error:0.210084
## [4]  train-error:0.212885
## [5]  train-error:0.196078
## [6]  train-error:0.204482
## [7]  train-error:0.198880
## [8]  train-error:0.198880
## [9]  train-error:0.176471
## [10] train-error:0.182073
## [11] train-error:0.173669
## [12] train-error:0.187675
## [13] train-error:0.187675
## [14] train-error:0.176471
## [15] train-error:0.176471
## [16] train-error:0.196078
## [17] train-error:0.193277
## [18] train-error:0.184874
## [19] train-error:0.176471
## [20] train-error:0.187675
## [21] train-error:0.182073
## [22] train-error:0.184874
## [23] train-error:0.190476
## [24] train-error:0.173669
## [25] train-error:0.168067
## [26] train-error:0.173669
## [27] train-error:0.182073
## [28] train-error:0.187675
## [29] train-error:0.187675
## [30] train-error:0.196078
## [31] train-error:0.190476
## [32] train-error:0.184874
## [33] train-error:0.182073
## [34] train-error:0.179272
## [35] train-error:0.190476
## [36] train-error:0.193277
## [37] train-error:0.184874
## [38] train-error:0.179272
## [39] train-error:0.179272
## [40] train-error:0.179272
## [41] train-error:0.176471
## [42] train-error:0.182073
## [43] train-error:0.187675
## [44] train-error:0.187675
## [45] train-error:0.196078
## [46] train-error:0.190476
## [47] train-error:0.193277
## [48] train-error:0.179272
## [49] train-error:0.182073
## [50] train-error:0.170868
## [51] train-error:0.168067
## [52] train-error:0.190476
## [53] train-error:0.196078
## [54] train-error:0.187675
## [55] train-error:0.170868
## [56] train-error:0.179272
## [57] train-error:0.187675
## [58] train-error:0.168067
## [59] train-error:0.170868
## [60] train-error:0.170868
## [61] train-error:0.179272
## [62] train-error:0.176471
## [63] train-error:0.170868
## [64] train-error:0.159664
## [65] train-error:0.156863
## [66] train-error:0.168067
## [67] train-error:0.159664
## [68] train-error:0.162465
## [69] train-error:0.159664
## [70] train-error:0.159664
## [71] train-error:0.162465
## [72] train-error:0.162465
## [73] train-error:0.159664
## [74] train-error:0.159664
## [75] train-error:0.156863
## [76] train-error:0.170868
## [77] train-error:0.168067
## [78] train-error:0.159664
## [79] train-error:0.162465
## [80] train-error:0.165266
## [81] train-error:0.165266
## [82] train-error:0.162465
## [83] train-error:0.165266
## [84] train-error:0.148459
## [85] train-error:0.154062
## [86] train-error:0.148459
## [87] train-error:0.159664
## [88] train-error:0.162465
## [89] train-error:0.154062
## [90] train-error:0.176471
## [91] train-error:0.165266
## [92] train-error:0.156863
## [93] train-error:0.170868
## [94] train-error:0.156863
## [95] train-error:0.162465
## [96] train-error:0.165266
## [97] train-error:0.156863
## [98] train-error:0.156863
## [99] train-error:0.162465
## [100]    train-error:0.165266
## [101]    train-error:0.148459
## [102]    train-error:0.156863
## [103]    train-error:0.168067
## [104]    train-error:0.162465
## [105]    train-error:0.159664
## [106]    train-error:0.173669
## [107]    train-error:0.165266
## [108]    train-error:0.159664
## [109]    train-error:0.156863
## [110]    train-error:0.156863
## [111]    train-error:0.176471
## [112]    train-error:0.176471
## [113]    train-error:0.159664
## [114]    train-error:0.168067
## [115]    train-error:0.165266
## [116]    train-error:0.159664
## [117]    train-error:0.168067
## [118]    train-error:0.176471
## [119]    train-error:0.168067
## [120]    train-error:0.159664
## [121]    train-error:0.168067
## [122]    train-error:0.165266
## [123]    train-error:0.168067
## [124]    train-error:0.154062
## [125]    train-error:0.162465
## [126]    train-error:0.162465
## [127]    train-error:0.159664
## [128]    train-error:0.151261
## [129]    train-error:0.156863
## [130]    train-error:0.159664
## [131]    train-error:0.156863
## [132]    train-error:0.156863
## [133]    train-error:0.159664
## [134]    train-error:0.165266
## [135]    train-error:0.159664
## [136]    train-error:0.165266
## [137]    train-error:0.159664
## [138]    train-error:0.151261
## [139]    train-error:0.154062
## [140]    train-error:0.156863
## [141]    train-error:0.156863
## [142]    train-error:0.154062
## [143]    train-error:0.162465
## [144]    train-error:0.159664
## [145]    train-error:0.151261
## [146]    train-error:0.151261
## [147]    train-error:0.151261
## [148]    train-error:0.165266
## [149]    train-error:0.154062
## [150]    train-error:0.162465
## [151]    train-error:0.154062
## [152]    train-error:0.156863
## [153]    train-error:0.148459
## [154]    train-error:0.151261
## [155]    train-error:0.148459
## [156]    train-error:0.140056
## [157]    train-error:0.159664
## [158]    train-error:0.154062
## [159]    train-error:0.159664
## [160]    train-error:0.145658
## [161]    train-error:0.142857
## [162]    train-error:0.140056
## [163]    train-error:0.140056
## [164]    train-error:0.151261
## [165]    train-error:0.145658
## [166]    train-error:0.154062
## [167]    train-error:0.151261
## [168]    train-error:0.142857
## [169]    train-error:0.145658
## [170]    train-error:0.137255
## [171]    train-error:0.137255
## [172]    train-error:0.148459
## [173]    train-error:0.142857
## [174]    train-error:0.159664
## [175]    train-error:0.154062
## [176]    train-error:0.140056
## [177]    train-error:0.151261
## [178]    train-error:0.156863
## [179]    train-error:0.145658
## [180]    train-error:0.145658
## [181]    train-error:0.154062
## [182]    train-error:0.142857
## [183]    train-error:0.154062
## [184]    train-error:0.162465
## [185]    train-error:0.162465
## [186]    train-error:0.156863
## [187]    train-error:0.151261
## [188]    train-error:0.170868
## [189]    train-error:0.156863
## [190]    train-error:0.159664
## [191]    train-error:0.156863
## [192]    train-error:0.156863
## [193]    train-error:0.159664
## [194]    train-error:0.154062
## [195]    train-error:0.165266
## [196]    train-error:0.162465
## [197]    train-error:0.162465
## [198]    train-error:0.162465
## [199]    train-error:0.170868
## [200]    train-error:0.165266
## [201]    train-error:0.159664
## [202]    train-error:0.154062
## [203]    train-error:0.137255
## [204]    train-error:0.142857
## [205]    train-error:0.148459
## [206]    train-error:0.148459
## [207]    train-error:0.145658
## [208]    train-error:0.145658
## [209]    train-error:0.154062
## [210]    train-error:0.145658
## [211]    train-error:0.145658
## [212]    train-error:0.142857
## [213]    train-error:0.142857
## [214]    train-error:0.137255
## [215]    train-error:0.137255
## [216]    train-error:0.154062
## [217]    train-error:0.148459
## [218]    train-error:0.154062
## [219]    train-error:0.148459
## [220]    train-error:0.148459
## [221]    train-error:0.145658
## [222]    train-error:0.151261
## [223]    train-error:0.145658
## [224]    train-error:0.148459
## [225]    train-error:0.151261
## [226]    train-error:0.148459
## [227]    train-error:0.145658
## [228]    train-error:0.151261
## [229]    train-error:0.151261
## [230]    train-error:0.156863
## [231]    train-error:0.145658
## [232]    train-error:0.156863
## [233]    train-error:0.151261
## [234]    train-error:0.154062
## [235]    train-error:0.148459
## [236]    train-error:0.156863
## [237]    train-error:0.156863
## [238]    train-error:0.151261
## [239]    train-error:0.154062
## [240]    train-error:0.154062
## [241]    train-error:0.159664
## [242]    train-error:0.154062
## [243]    train-error:0.145658
## [244]    train-error:0.162465
## [245]    train-error:0.159664
## [246]    train-error:0.162465
## [247]    train-error:0.151261
## [248]    train-error:0.142857
## [249]    train-error:0.156863
## [250]    train-error:0.154062
## [251]    train-error:0.154062
## [252]    train-error:0.151261
## [253]    train-error:0.145658
## [254]    train-error:0.148459
## [255]    train-error:0.148459
## [256]    train-error:0.145658
## [257]    train-error:0.151261
## [258]    train-error:0.156863
## [259]    train-error:0.154062
## [260]    train-error:0.151261
## [261]    train-error:0.151261
## [262]    train-error:0.140056
## [263]    train-error:0.154062
## [264]    train-error:0.168067
## [265]    train-error:0.162465
## [266]    train-error:0.151261
## [267]    train-error:0.168067
## [268]    train-error:0.140056
## [269]    train-error:0.151261
## [270]    train-error:0.176471
## [271]    train-error:0.173669
## [272]    train-error:0.165266
## [273]    train-error:0.165266
## [274]    train-error:0.151261
## [275]    train-error:0.165266
## [276]    train-error:0.159664
## [277]    train-error:0.154062
## [278]    train-error:0.142857
## [279]    train-error:0.154062
## [280]    train-error:0.156863
## [281]    train-error:0.137255
## [282]    train-error:0.142857
## [283]    train-error:0.151261
## [284]    train-error:0.162465
## [285]    train-error:0.159664
## [286]    train-error:0.159664
## [287]    train-error:0.151261
## [288]    train-error:0.154062
## [289]    train-error:0.156863
## [290]    train-error:0.140056
## [291]    train-error:0.134454
## [292]    train-error:0.137255
## [293]    train-error:0.134454
## [294]    train-error:0.134454
## [295]    train-error:0.142857
## [296]    train-error:0.142857
## [297]    train-error:0.142857
## [298]    train-error:0.142857
## [299]    train-error:0.140056
## [300]    train-error:0.140056
## [301]    train-error:0.145658
## [302]    train-error:0.140056
## [303]    train-error:0.140056
## [304]    train-error:0.137255
## [305]    train-error:0.137255
## [306]    train-error:0.148459
## [307]    train-error:0.154062
## [308]    train-error:0.148459
## [309]    train-error:0.140056
## [310]    train-error:0.137255
## [311]    train-error:0.140056
## [312]    train-error:0.142857
## [313]    train-error:0.140056
## [314]    train-error:0.162465
## [315]    train-error:0.140056
## [316]    train-error:0.140056
## [317]    train-error:0.140056
## [318]    train-error:0.156863
## [319]    train-error:0.140056
## [320]    train-error:0.140056
## [321]    train-error:0.165266
## [322]    train-error:0.142857
## [323]    train-error:0.154062
## [324]    train-error:0.156863
## [325]    train-error:0.145658
## [326]    train-error:0.151261
## [327]    train-error:0.140056
## [328]    train-error:0.145658
## [329]    train-error:0.142857
## [330]    train-error:0.142857
## [331]    train-error:0.148459
## [332]    train-error:0.159664
## [333]    train-error:0.151261
## [334]    train-error:0.154062
## [335]    train-error:0.154062
## [336]    train-error:0.159664
## [337]    train-error:0.151261
## [338]    train-error:0.142857
## [339]    train-error:0.142857
## [340]    train-error:0.137255
## [341]    train-error:0.128852
## [342]    train-error:0.142857
## [343]    train-error:0.156863
## [344]    train-error:0.137255
## [345]    train-error:0.142857
## [346]    train-error:0.142857
## [347]    train-error:0.142857
## [348]    train-error:0.134454
## [349]    train-error:0.140056
## [350]    train-error:0.134454
## [351]    train-error:0.145658
## [352]    train-error:0.134454
## [353]    train-error:0.126050
## [354]    train-error:0.126050
## [355]    train-error:0.123249
## [356]    train-error:0.137255
## [357]    train-error:0.154062
## [358]    train-error:0.159664
## [359]    train-error:0.159664
## [360]    train-error:0.154062
## [361]    train-error:0.154062
## [362]    train-error:0.156863
## [363]    train-error:0.156863
## [364]    train-error:0.154062
## [365]    train-error:0.148459
## [366]    train-error:0.156863
## [367]    train-error:0.148459
## [368]    train-error:0.145658
## [369]    train-error:0.154062
## [370]    train-error:0.151261
## [371]    train-error:0.156863
## [372]    train-error:0.156863
## [373]    train-error:0.142857
## [374]    train-error:0.148459
## [375]    train-error:0.151261
## [376]    train-error:0.154062
## [377]    train-error:0.154062
## [378]    train-error:0.145658
## [379]    train-error:0.134454
## [380]    train-error:0.148459
## [381]    train-error:0.134454
## [382]    train-error:0.137255
## [383]    train-error:0.123249
## [384]    train-error:0.134454
## [385]    train-error:0.123249
## [386]    train-error:0.131653
## [387]    train-error:0.134454
## [388]    train-error:0.134454
## [389]    train-error:0.128852
## [390]    train-error:0.131653
## [391]    train-error:0.128852
## [392]    train-error:0.137255
## [393]    train-error:0.126050
## [394]    train-error:0.134454
## [395]    train-error:0.134454
## [396]    train-error:0.134454
## [397]    train-error:0.131653
## [398]    train-error:0.137255
## [399]    train-error:0.140056
## [400]    train-error:0.128852
## [401]    train-error:0.137255
## [402]    train-error:0.131653
## [403]    train-error:0.142857
## [404]    train-error:0.137255
## [405]    train-error:0.140056
## [406]    train-error:0.137255
## [407]    train-error:0.142857
## [408]    train-error:0.134454
## [409]    train-error:0.140056
## [410]    train-error:0.140056
## [411]    train-error:0.142857
## [412]    train-error:0.128852
## [413]    train-error:0.131653
## [414]    train-error:0.128852
## [415]    train-error:0.128852
## [416]    train-error:0.123249
## [417]    train-error:0.131653
## [418]    train-error:0.134454
## [419]    train-error:0.142857
## [420]    train-error:0.142857
## [421]    train-error:0.140056
## [422]    train-error:0.134454
## [423]    train-error:0.142857
## [424]    train-error:0.131653
## [425]    train-error:0.128852
## [426]    train-error:0.131653
## [427]    train-error:0.128852
## [428]    train-error:0.131653
## [429]    train-error:0.134454
## [430]    train-error:0.140056
## [431]    train-error:0.137255
## [432]    train-error:0.142857
## [433]    train-error:0.140056
## [434]    train-error:0.140056
## [435]    train-error:0.145658
## [436]    train-error:0.131653
## [437]    train-error:0.131653
## [438]    train-error:0.134454
## [439]    train-error:0.131653
## [440]    train-error:0.128852
## [441]    train-error:0.131653
## [442]    train-error:0.131653
## [443]    train-error:0.131653
## [444]    train-error:0.134454
## [445]    train-error:0.134454
## [446]    train-error:0.131653
## [447]    train-error:0.134454
## [448]    train-error:0.134454
## [449]    train-error:0.140056
## [450]    train-error:0.131653
## [451]    train-error:0.131653
## [452]    train-error:0.126050
## [453]    train-error:0.128852
## [454]    train-error:0.131653
## [455]    train-error:0.128852
## [456]    train-error:0.128852
## [457]    train-error:0.128852
## [458]    train-error:0.137255
## [459]    train-error:0.142857
## [460]    train-error:0.134454
## [461]    train-error:0.120448
## [462]    train-error:0.128852
## [463]    train-error:0.134454
## [464]    train-error:0.145658
## [465]    train-error:0.126050
## [466]    train-error:0.142857
## [467]    train-error:0.142857
## [468]    train-error:0.145658
## [469]    train-error:0.131653
## [470]    train-error:0.128852
## [471]    train-error:0.131653
## [472]    train-error:0.131653
## [473]    train-error:0.137255
## [474]    train-error:0.137255
## [475]    train-error:0.134454
## [476]    train-error:0.137255
## [477]    train-error:0.134454
## [478]    train-error:0.131653
## [479]    train-error:0.128852
## [480]    train-error:0.128852
## [481]    train-error:0.137255
## [482]    train-error:0.140056
## [483]    train-error:0.148459
## [484]    train-error:0.145658
## [485]    train-error:0.140056
## [486]    train-error:0.137255
## [487]    train-error:0.142857
## [488]    train-error:0.137255
## [489]    train-error:0.140056
## [490]    train-error:0.134454
## [491]    train-error:0.137255
## [492]    train-error:0.142857
## [493]    train-error:0.137255
## [494]    train-error:0.140056
## [495]    train-error:0.131653
## [496]    train-error:0.145658
## [497]    train-error:0.148459
## [498]    train-error:0.154062
## [499]    train-error:0.151261
## [500]    train-error:0.137255
## [501]    train-error:0.148459
## [502]    train-error:0.145658
## [503]    train-error:0.148459
## [504]    train-error:0.151261
## [505]    train-error:0.156863
## [506]    train-error:0.148459
## [507]    train-error:0.159664
## [508]    train-error:0.137255
## [509]    train-error:0.145658
## [510]    train-error:0.140056
## [511]    train-error:0.148459
## [512]    train-error:0.151261
## [513]    train-error:0.154062
## [514]    train-error:0.154062
## [515]    train-error:0.140056
## [516]    train-error:0.123249
## [517]    train-error:0.137255
## [518]    train-error:0.137255
## [519]    train-error:0.131653
## [520]    train-error:0.126050
## [521]    train-error:0.128852
## [522]    train-error:0.128852
## [523]    train-error:0.131653
## [524]    train-error:0.131653
## [525]    train-error:0.128852
## [526]    train-error:0.128852
## [527]    train-error:0.128852
## [528]    train-error:0.131653
## [529]    train-error:0.131653
## [530]    train-error:0.134454
## [531]    train-error:0.140056
## [532]    train-error:0.134454
## [533]    train-error:0.140056
## [534]    train-error:0.134454
## [535]    train-error:0.137255
## [536]    train-error:0.134454
## [537]    train-error:0.134454
## [538]    train-error:0.137255
## [539]    train-error:0.134454
## [540]    train-error:0.134454
## [541]    train-error:0.134454
## [542]    train-error:0.145658
## [543]    train-error:0.156863
## [544]    train-error:0.145658
## [545]    train-error:0.142857
## [546]    train-error:0.145658
## [547]    train-error:0.142857
## [548]    train-error:0.131653
## [549]    train-error:0.151261
## [550]    train-error:0.145658
## [551]    train-error:0.134454
## [552]    train-error:0.137255
## [553]    train-error:0.134454
## [554]    train-error:0.137255
## [555]    train-error:0.145658
## [556]    train-error:0.140056
## [557]    train-error:0.142857
## [558]    train-error:0.145658
## [559]    train-error:0.134454
## [560]    train-error:0.140056
## [561]    train-error:0.140056
## [562]    train-error:0.137255
## [563]    train-error:0.131653
## [0]  train-error:0.212290
## [1]  train-error:0.212290
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.206704
## [5]  train-error:0.212290
## [6]  train-error:0.215084
## [7]  train-error:0.209497
## [8]  train-error:0.209497
## [9]  train-error:0.209497
## [10] train-error:0.198324
## [11] train-error:0.201117
## [12] train-error:0.203911
## [13] train-error:0.195531
## [14] train-error:0.187151
## [15] train-error:0.192737
## [16] train-error:0.189944
## [17] train-error:0.184358
## [18] train-error:0.187151
## [19] train-error:0.187151
## [20] train-error:0.181564
## [21] train-error:0.184358
## [22] train-error:0.184358
## [23] train-error:0.189944
## [24] train-error:0.187151
## [25] train-error:0.184358
## [26] train-error:0.189944
## [27] train-error:0.187151
## [28] train-error:0.181564
## [29] train-error:0.181564
## [30] train-error:0.178771
## [31] train-error:0.175978
## [32] train-error:0.184358
## [33] train-error:0.181564
## [34] train-error:0.178771
## [35] train-error:0.181564
## [36] train-error:0.175978
## [37] train-error:0.181564
## [38] train-error:0.178771
## [39] train-error:0.178771
## [40] train-error:0.175978
## [41] train-error:0.173184
## [42] train-error:0.175978
## [43] train-error:0.178771
## [44] train-error:0.178771
## [45] train-error:0.173184
## [46] train-error:0.170391
## [47] train-error:0.173184
## [48] train-error:0.173184
## [49] train-error:0.167598
## [50] train-error:0.170391
## [51] train-error:0.167598
## [52] train-error:0.170391
## [53] train-error:0.170391
## [54] train-error:0.167598
## [55] train-error:0.170391
## [56] train-error:0.164804
## [57] train-error:0.162011
## [58] train-error:0.156425
## [59] train-error:0.156425
## [60] train-error:0.162011
## [61] train-error:0.156425
## [62] train-error:0.162011
## [63] train-error:0.156425
## [64] train-error:0.162011
## [65] train-error:0.156425
## [66] train-error:0.159218
## [67] train-error:0.156425
## [68] train-error:0.159218
## [69] train-error:0.159218
## [70] train-error:0.159218
## [71] train-error:0.153631
## [72] train-error:0.153631
## [73] train-error:0.150838
## [74] train-error:0.156425
## [75] train-error:0.162011
## [76] train-error:0.159218
## [77] train-error:0.162011
## [78] train-error:0.156425
## [79] train-error:0.156425
## [80] train-error:0.156425
## [81] train-error:0.153631
## [82] train-error:0.153631
## [83] train-error:0.153631
## [84] train-error:0.153631
## [85] train-error:0.153631
## [86] train-error:0.150838
## [87] train-error:0.153631
## [88] train-error:0.153631
## [89] train-error:0.159218
## [90] train-error:0.156425
## [91] train-error:0.150838
## [92] train-error:0.153631
## [93] train-error:0.156425
## [94] train-error:0.153631
## [95] train-error:0.150838
## [96] train-error:0.153631
## [97] train-error:0.153631
## [98] train-error:0.150838
## [99] train-error:0.150838
## [100]    train-error:0.156425
## [101]    train-error:0.153631
## [102]    train-error:0.153631
## [103]    train-error:0.150838
## [104]    train-error:0.150838
## [105]    train-error:0.148045
## [106]    train-error:0.148045
## [107]    train-error:0.148045
## [108]    train-error:0.148045
## [109]    train-error:0.156425
## [110]    train-error:0.150838
## [111]    train-error:0.153631
## [112]    train-error:0.153631
## [113]    train-error:0.153631
## [114]    train-error:0.148045
## [115]    train-error:0.148045
## [116]    train-error:0.145251
## [117]    train-error:0.142458
## [118]    train-error:0.148045
## [119]    train-error:0.145251
## [120]    train-error:0.145251
## [121]    train-error:0.145251
## [122]    train-error:0.145251
## [123]    train-error:0.148045
## [124]    train-error:0.145251
## [125]    train-error:0.148045
## [126]    train-error:0.148045
## [127]    train-error:0.142458
## [128]    train-error:0.142458
## [129]    train-error:0.139665
## [130]    train-error:0.139665
## [131]    train-error:0.136872
## [132]    train-error:0.136872
## [133]    train-error:0.139665
## [134]    train-error:0.136872
## [135]    train-error:0.139665
## [136]    train-error:0.139665
## [137]    train-error:0.136872
## [138]    train-error:0.134078
## [139]    train-error:0.139665
## [140]    train-error:0.136872
## [141]    train-error:0.136872
## [142]    train-error:0.136872
## [143]    train-error:0.134078
## [144]    train-error:0.134078
## [145]    train-error:0.131285
## [146]    train-error:0.136872
## [147]    train-error:0.128492
## [148]    train-error:0.134078
## [149]    train-error:0.136872
## [150]    train-error:0.139665
## [151]    train-error:0.139665
## [152]    train-error:0.142458
## [153]    train-error:0.139665
## [154]    train-error:0.128492
## [155]    train-error:0.128492
## [156]    train-error:0.128492
## [157]    train-error:0.136872
## [158]    train-error:0.134078
## [159]    train-error:0.134078
## [160]    train-error:0.128492
## [161]    train-error:0.131285
## [162]    train-error:0.131285
## [163]    train-error:0.131285
## [164]    train-error:0.131285
## [165]    train-error:0.131285
## [166]    train-error:0.131285
## [167]    train-error:0.131285
## [168]    train-error:0.128492
## [169]    train-error:0.136872
## [170]    train-error:0.131285
## [171]    train-error:0.125698
## [172]    train-error:0.125698
## [173]    train-error:0.125698
## [174]    train-error:0.128492
## [175]    train-error:0.131285
## [176]    train-error:0.131285
## [177]    train-error:0.134078
## [178]    train-error:0.148045
## [179]    train-error:0.145251
## [180]    train-error:0.142458
## [181]    train-error:0.145251
## [182]    train-error:0.134078
## [183]    train-error:0.136872
## [184]    train-error:0.136872
## [185]    train-error:0.134078
## [186]    train-error:0.131285
## [187]    train-error:0.134078
## [188]    train-error:0.131285
## [189]    train-error:0.139665
## [190]    train-error:0.134078
## [191]    train-error:0.131285
## [192]    train-error:0.131285
## [193]    train-error:0.134078
## [194]    train-error:0.134078
## [195]    train-error:0.131285
## [196]    train-error:0.131285
## [197]    train-error:0.134078
## [198]    train-error:0.131285
## [199]    train-error:0.128492
## [200]    train-error:0.128492
## [201]    train-error:0.128492
## [202]    train-error:0.131285
## [203]    train-error:0.131285
## [204]    train-error:0.131285
## [205]    train-error:0.131285
## [206]    train-error:0.134078
## [207]    train-error:0.131285
## [208]    train-error:0.128492
## [209]    train-error:0.131285
## [210]    train-error:0.128492
## [211]    train-error:0.131285
## [212]    train-error:0.134078
## [213]    train-error:0.131285
## [214]    train-error:0.131285
## [215]    train-error:0.125698
## [216]    train-error:0.125698
## [217]    train-error:0.128492
## [218]    train-error:0.131285
## [219]    train-error:0.125698
## [220]    train-error:0.131285
## [221]    train-error:0.128492
## [222]    train-error:0.125698
## [223]    train-error:0.128492
## [224]    train-error:0.125698
## [225]    train-error:0.131285
## [226]    train-error:0.125698
## [227]    train-error:0.128492
## [228]    train-error:0.128492
## [229]    train-error:0.125698
## [230]    train-error:0.125698
## [231]    train-error:0.125698
## [232]    train-error:0.122905
## [233]    train-error:0.122905
## [234]    train-error:0.125698
## [235]    train-error:0.122905
## [236]    train-error:0.125698
## [237]    train-error:0.128492
## [238]    train-error:0.122905
## [239]    train-error:0.122905
## [240]    train-error:0.122905
## [241]    train-error:0.125698
## [242]    train-error:0.125698
## [243]    train-error:0.128492
## [244]    train-error:0.128492
## [245]    train-error:0.131285
## [246]    train-error:0.128492
## [247]    train-error:0.128492
## [248]    train-error:0.128492
## [249]    train-error:0.128492
## [250]    train-error:0.128492
## [251]    train-error:0.131285
## [252]    train-error:0.131285
## [253]    train-error:0.131285
## [254]    train-error:0.128492
## [255]    train-error:0.131285
## [256]    train-error:0.128492
## [257]    train-error:0.131285
## [258]    train-error:0.128492
## [259]    train-error:0.131285
## [260]    train-error:0.131285
## [261]    train-error:0.131285
## [262]    train-error:0.131285
## [263]    train-error:0.131285
## [264]    train-error:0.134078
## [265]    train-error:0.134078
## [266]    train-error:0.134078
## [267]    train-error:0.131285
## [268]    train-error:0.131285
## [269]    train-error:0.131285
## [270]    train-error:0.131285
## [271]    train-error:0.134078
## [272]    train-error:0.128492
## [273]    train-error:0.134078
## [274]    train-error:0.125698
## [275]    train-error:0.131285
## [276]    train-error:0.131285
## [277]    train-error:0.131285
## [278]    train-error:0.134078
## [279]    train-error:0.134078
## [280]    train-error:0.128492
## [281]    train-error:0.122905
## [282]    train-error:0.125698
## [283]    train-error:0.120112
## [284]    train-error:0.128492
## [285]    train-error:0.125698
## [286]    train-error:0.128492
## [287]    train-error:0.125698
## [288]    train-error:0.128492
## [289]    train-error:0.131285
## [290]    train-error:0.125698
## [291]    train-error:0.128492
## [292]    train-error:0.128492
## [293]    train-error:0.125698
## [294]    train-error:0.120112
## [295]    train-error:0.120112
## [296]    train-error:0.120112
## [297]    train-error:0.128492
## [298]    train-error:0.131285
## [299]    train-error:0.128492
## [300]    train-error:0.122905
## [301]    train-error:0.122905
## [302]    train-error:0.122905
## [303]    train-error:0.122905
## [304]    train-error:0.125698
## [305]    train-error:0.125698
## [306]    train-error:0.120112
## [307]    train-error:0.120112
## [308]    train-error:0.117318
## [309]    train-error:0.117318
## [310]    train-error:0.120112
## [311]    train-error:0.122905
## [312]    train-error:0.117318
## [313]    train-error:0.117318
## [314]    train-error:0.117318
## [315]    train-error:0.117318
## [316]    train-error:0.114525
## [317]    train-error:0.111732
## [318]    train-error:0.114525
## [319]    train-error:0.117318
## [320]    train-error:0.114525
## [321]    train-error:0.120112
## [322]    train-error:0.117318
## [323]    train-error:0.111732
## [324]    train-error:0.117318
## [325]    train-error:0.114525
## [326]    train-error:0.120112
## [327]    train-error:0.117318
## [328]    train-error:0.111732
## [329]    train-error:0.114525
## [330]    train-error:0.111732
## [331]    train-error:0.111732
## [332]    train-error:0.111732
## [333]    train-error:0.106145
## [334]    train-error:0.114525
## [335]    train-error:0.111732
## [336]    train-error:0.111732
## [337]    train-error:0.108939
## [338]    train-error:0.111732
## [339]    train-error:0.117318
## [340]    train-error:0.114525
## [341]    train-error:0.114525
## [342]    train-error:0.111732
## [343]    train-error:0.114525
## [344]    train-error:0.108939
## [345]    train-error:0.114525
## [346]    train-error:0.117318
## [347]    train-error:0.117318
## [348]    train-error:0.117318
## [349]    train-error:0.114525
## [350]    train-error:0.120112
## [351]    train-error:0.120112
## [352]    train-error:0.117318
## [353]    train-error:0.117318
## [354]    train-error:0.111732
## [355]    train-error:0.114525
## [356]    train-error:0.111732
## [357]    train-error:0.108939
## [358]    train-error:0.108939
## [359]    train-error:0.111732
## [360]    train-error:0.108939
## [361]    train-error:0.108939
## [362]    train-error:0.103352
## [363]    train-error:0.103352
## [364]    train-error:0.108939
## [365]    train-error:0.108939
## [366]    train-error:0.108939
## [367]    train-error:0.108939
## [368]    train-error:0.114525
## [369]    train-error:0.114525
## [370]    train-error:0.114525
## [371]    train-error:0.108939
## [372]    train-error:0.106145
## [373]    train-error:0.106145
## [374]    train-error:0.106145
## [375]    train-error:0.106145
## [376]    train-error:0.103352
## [377]    train-error:0.106145
## [378]    train-error:0.106145
## [379]    train-error:0.106145
## [380]    train-error:0.106145
## [381]    train-error:0.111732
## [382]    train-error:0.111732
## [383]    train-error:0.108939
## [384]    train-error:0.106145
## [385]    train-error:0.108939
## [386]    train-error:0.106145
## [387]    train-error:0.103352
## [388]    train-error:0.106145
## [389]    train-error:0.103352
## [390]    train-error:0.106145
## [391]    train-error:0.103352
## [392]    train-error:0.108939
## [393]    train-error:0.103352
## [394]    train-error:0.108939
## [395]    train-error:0.103352
## [396]    train-error:0.103352
## [397]    train-error:0.108939
## [398]    train-error:0.106145
## [399]    train-error:0.108939
## [400]    train-error:0.108939
## [401]    train-error:0.108939
## [402]    train-error:0.103352
## [403]    train-error:0.103352
## [404]    train-error:0.100559
## [405]    train-error:0.103352
## [406]    train-error:0.103352
## [407]    train-error:0.108939
## [408]    train-error:0.108939
## [409]    train-error:0.108939
## [410]    train-error:0.111732
## [411]    train-error:0.108939
## [412]    train-error:0.111732
## [413]    train-error:0.106145
## [414]    train-error:0.106145
## [415]    train-error:0.106145
## [416]    train-error:0.106145
## [417]    train-error:0.100559
## [418]    train-error:0.106145
## [419]    train-error:0.106145
## [420]    train-error:0.108939
## [421]    train-error:0.106145
## [422]    train-error:0.111732
## [423]    train-error:0.108939
## [424]    train-error:0.106145
## [425]    train-error:0.111732
## [426]    train-error:0.108939
## [427]    train-error:0.108939
## [428]    train-error:0.106145
## [429]    train-error:0.108939
## [430]    train-error:0.108939
## [431]    train-error:0.108939
## [432]    train-error:0.108939
## [433]    train-error:0.108939
## [434]    train-error:0.108939
## [435]    train-error:0.108939
## [436]    train-error:0.111732
## [437]    train-error:0.114525
## [438]    train-error:0.108939
## [439]    train-error:0.108939
## [440]    train-error:0.106145
## [441]    train-error:0.111732
## [442]    train-error:0.111732
## [443]    train-error:0.108939
## [444]    train-error:0.108939
## [445]    train-error:0.106145
## [446]    train-error:0.108939
## [447]    train-error:0.106145
## [448]    train-error:0.106145
## [449]    train-error:0.106145
## [450]    train-error:0.111732
## [451]    train-error:0.100559
## [452]    train-error:0.106145
## [453]    train-error:0.108939
## [454]    train-error:0.108939
## [455]    train-error:0.111732
## [456]    train-error:0.114525
## [457]    train-error:0.108939
## [458]    train-error:0.111732
## [459]    train-error:0.106145
## [460]    train-error:0.103352
## [461]    train-error:0.106145
## [462]    train-error:0.108939
## [463]    train-error:0.108939
## [464]    train-error:0.108939
## [465]    train-error:0.108939
## [466]    train-error:0.108939
## [467]    train-error:0.106145
## [468]    train-error:0.100559
## [469]    train-error:0.097765
## [470]    train-error:0.100559
## [471]    train-error:0.097765
## [472]    train-error:0.100559
## [473]    train-error:0.103352
## [474]    train-error:0.100559
## [475]    train-error:0.100559
## [476]    train-error:0.100559
## [477]    train-error:0.097765
## [478]    train-error:0.097765
## [479]    train-error:0.097765
## [480]    train-error:0.097765
## [481]    train-error:0.100559
## [482]    train-error:0.103352
## [483]    train-error:0.100559
## [484]    train-error:0.100559
## [485]    train-error:0.100559
## [486]    train-error:0.092179
## [487]    train-error:0.094972
## [488]    train-error:0.092179
## [489]    train-error:0.092179
## [490]    train-error:0.092179
## [491]    train-error:0.097765
## [492]    train-error:0.097765
## [493]    train-error:0.097765
## [494]    train-error:0.097765
## [495]    train-error:0.094972
## [496]    train-error:0.097765
## [497]    train-error:0.094972
## [498]    train-error:0.094972
## [499]    train-error:0.097765
## [500]    train-error:0.097765
## [501]    train-error:0.097765
## [502]    train-error:0.097765
## [503]    train-error:0.100559
## [504]    train-error:0.100559
## [505]    train-error:0.100559
## [506]    train-error:0.103352
## [507]    train-error:0.103352
## [508]    train-error:0.103352
## [509]    train-error:0.100559
## [510]    train-error:0.103352
## [511]    train-error:0.103352
## [512]    train-error:0.100559
## [513]    train-error:0.103352
## [514]    train-error:0.106145
## [515]    train-error:0.103352
## [516]    train-error:0.103352
## [517]    train-error:0.106145
## [518]    train-error:0.103352
## [519]    train-error:0.103352
## [520]    train-error:0.106145
## [521]    train-error:0.103352
## [522]    train-error:0.103352
## [523]    train-error:0.106145
## [524]    train-error:0.106145
## [525]    train-error:0.103352
## [526]    train-error:0.103352
## [527]    train-error:0.100559
## [528]    train-error:0.106145
## [529]    train-error:0.103352
## [530]    train-error:0.103352
## [531]    train-error:0.103352
## [532]    train-error:0.106145
## [533]    train-error:0.106145
## [534]    train-error:0.103352
## [535]    train-error:0.100559
## [536]    train-error:0.100559
## [537]    train-error:0.100559
## [538]    train-error:0.100559
## [539]    train-error:0.106145
## [540]    train-error:0.100559
## [541]    train-error:0.106145
## [542]    train-error:0.108939
## [543]    train-error:0.111732
## [544]    train-error:0.103352
## [545]    train-error:0.108939
## [546]    train-error:0.111732
## [547]    train-error:0.108939
## [548]    train-error:0.108939
## [549]    train-error:0.106145
## [550]    train-error:0.106145
## [551]    train-error:0.111732
## [552]    train-error:0.111732
## [553]    train-error:0.108939
## [554]    train-error:0.108939
## [555]    train-error:0.106145
## [556]    train-error:0.108939
## [557]    train-error:0.108939
## [558]    train-error:0.111732
## [559]    train-error:0.114525
## [560]    train-error:0.114525
## [561]    train-error:0.106145
## [562]    train-error:0.106145
## [563]    train-error:0.108939
## [564]    train-error:0.108939
## [565]    train-error:0.106145
## [566]    train-error:0.103352
## [567]    train-error:0.103352
## [568]    train-error:0.103352
## [569]    train-error:0.097765
## [570]    train-error:0.100559
## [571]    train-error:0.103352
## [572]    train-error:0.097765
## [573]    train-error:0.100559
## [574]    train-error:0.100559
## [575]    train-error:0.100559
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.190476
## [4]  train-error:0.187675
## [5]  train-error:0.187675
## [6]  train-error:0.184874
## [7]  train-error:0.190476
## [8]  train-error:0.182073
## [9]  train-error:0.173669
## [10] train-error:0.168067
## [11] train-error:0.165266
## [12] train-error:0.170868
## [13] train-error:0.159664
## [14] train-error:0.173669
## [15] train-error:0.165266
## [16] train-error:0.145658
## [17] train-error:0.159664
## [18] train-error:0.151261
## [19] train-error:0.156863
## [20] train-error:0.159664
## [21] train-error:0.159664
## [22] train-error:0.148459
## [23] train-error:0.142857
## [24] train-error:0.148459
## [25] train-error:0.154062
## [26] train-error:0.148459
## [27] train-error:0.154062
## [28] train-error:0.156863
## [29] train-error:0.142857
## [30] train-error:0.140056
## [31] train-error:0.140056
## [32] train-error:0.140056
## [33] train-error:0.142857
## [34] train-error:0.151261
## [35] train-error:0.145658
## [36] train-error:0.151261
## [37] train-error:0.148459
## [38] train-error:0.151261
## [39] train-error:0.148459
## [40] train-error:0.151261
## [41] train-error:0.151261
## [42] train-error:0.156863
## [43] train-error:0.148459
## [44] train-error:0.154062
## [45] train-error:0.142857
## [46] train-error:0.137255
## [47] train-error:0.142857
## [48] train-error:0.134454
## [49] train-error:0.137255
## [50] train-error:0.131653
## [51] train-error:0.134454
## [52] train-error:0.134454
## [53] train-error:0.131653
## [54] train-error:0.140056
## [55] train-error:0.128852
## [56] train-error:0.137255
## [57] train-error:0.128852
## [58] train-error:0.128852
## [59] train-error:0.137255
## [60] train-error:0.134454
## [61] train-error:0.131653
## [62] train-error:0.131653
## [63] train-error:0.126050
## [64] train-error:0.123249
## [65] train-error:0.128852
## [66] train-error:0.128852
## [67] train-error:0.134454
## [68] train-error:0.131653
## [69] train-error:0.131653
## [70] train-error:0.137255
## [71] train-error:0.134454
## [72] train-error:0.134454
## [73] train-error:0.128852
## [74] train-error:0.128852
## [75] train-error:0.131653
## [76] train-error:0.128852
## [77] train-error:0.126050
## [78] train-error:0.123249
## [79] train-error:0.126050
## [80] train-error:0.131653
## [81] train-error:0.126050
## [82] train-error:0.128852
## [83] train-error:0.123249
## [84] train-error:0.126050
## [85] train-error:0.131653
## [86] train-error:0.126050
## [87] train-error:0.126050
## [88] train-error:0.123249
## [89] train-error:0.126050
## [90] train-error:0.120448
## [91] train-error:0.120448
## [92] train-error:0.120448
## [93] train-error:0.120448
## [94] train-error:0.117647
## [95] train-error:0.114846
## [96] train-error:0.117647
## [97] train-error:0.120448
## [98] train-error:0.120448
## [99] train-error:0.126050
## [100]    train-error:0.117647
## [101]    train-error:0.114846
## [102]    train-error:0.123249
## [103]    train-error:0.120448
## [104]    train-error:0.126050
## [105]    train-error:0.126050
## [106]    train-error:0.120448
## [107]    train-error:0.117647
## [108]    train-error:0.120448
## [109]    train-error:0.120448
## [110]    train-error:0.114846
## [111]    train-error:0.114846
## [112]    train-error:0.109244
## [113]    train-error:0.109244
## [114]    train-error:0.117647
## [115]    train-error:0.109244
## [116]    train-error:0.106443
## [117]    train-error:0.112045
## [118]    train-error:0.109244
## [119]    train-error:0.112045
## [120]    train-error:0.112045
## [121]    train-error:0.109244
## [122]    train-error:0.106443
## [123]    train-error:0.112045
## [124]    train-error:0.114846
## [125]    train-error:0.114846
## [126]    train-error:0.112045
## [127]    train-error:0.109244
## [128]    train-error:0.103641
## [129]    train-error:0.112045
## [130]    train-error:0.103641
## [131]    train-error:0.106443
## [132]    train-error:0.106443
## [133]    train-error:0.112045
## [134]    train-error:0.103641
## [135]    train-error:0.109244
## [136]    train-error:0.103641
## [137]    train-error:0.100840
## [138]    train-error:0.103641
## [139]    train-error:0.103641
## [140]    train-error:0.106443
## [141]    train-error:0.103641
## [142]    train-error:0.100840
## [143]    train-error:0.103641
## [144]    train-error:0.100840
## [145]    train-error:0.098039
## [146]    train-error:0.103641
## [147]    train-error:0.103641
## [148]    train-error:0.100840
## [149]    train-error:0.106443
## [150]    train-error:0.106443
## [151]    train-error:0.103641
## [152]    train-error:0.106443
## [153]    train-error:0.103641
## [154]    train-error:0.103641
## [155]    train-error:0.106443
## [156]    train-error:0.103641
## [157]    train-error:0.103641
## [158]    train-error:0.103641
## [159]    train-error:0.103641
## [160]    train-error:0.103641
## [161]    train-error:0.103641
## [162]    train-error:0.100840
## [163]    train-error:0.100840
## [164]    train-error:0.095238
## [165]    train-error:0.100840
## [166]    train-error:0.098039
## [167]    train-error:0.103641
## [168]    train-error:0.100840
## [169]    train-error:0.106443
## [170]    train-error:0.106443
## [171]    train-error:0.109244
## [172]    train-error:0.112045
## [173]    train-error:0.112045
## [174]    train-error:0.103641
## [175]    train-error:0.103641
## [176]    train-error:0.103641
## [177]    train-error:0.109244
## [178]    train-error:0.106443
## [179]    train-error:0.112045
## [180]    train-error:0.106443
## [181]    train-error:0.106443
## [182]    train-error:0.103641
## [183]    train-error:0.100840
## [184]    train-error:0.103641
## [185]    train-error:0.100840
## [186]    train-error:0.106443
## [187]    train-error:0.103641
## [188]    train-error:0.100840
## [189]    train-error:0.103641
## [190]    train-error:0.109244
## [191]    train-error:0.106443
## [192]    train-error:0.109244
## [193]    train-error:0.114846
## [194]    train-error:0.109244
## [195]    train-error:0.106443
## [196]    train-error:0.106443
## [197]    train-error:0.098039
## [198]    train-error:0.103641
## [199]    train-error:0.103641
## [200]    train-error:0.106443
## [201]    train-error:0.098039
## [202]    train-error:0.100840
## [203]    train-error:0.095238
## [204]    train-error:0.098039
## [205]    train-error:0.098039
## [206]    train-error:0.100840
## [207]    train-error:0.100840
## [208]    train-error:0.106443
## [209]    train-error:0.103641
## [210]    train-error:0.106443
## [211]    train-error:0.103641
## [212]    train-error:0.103641
## [213]    train-error:0.100840
## [214]    train-error:0.100840
## [215]    train-error:0.095238
## [216]    train-error:0.100840
## [217]    train-error:0.095238
## [218]    train-error:0.100840
## [219]    train-error:0.095238
## [220]    train-error:0.098039
## [221]    train-error:0.098039
## [222]    train-error:0.095238
## [223]    train-error:0.095238
## [224]    train-error:0.098039
## [225]    train-error:0.098039
## [226]    train-error:0.098039
## [227]    train-error:0.092437
## [228]    train-error:0.092437
## [229]    train-error:0.092437
## [230]    train-error:0.095238
## [231]    train-error:0.100840
## [232]    train-error:0.098039
## [233]    train-error:0.098039
## [234]    train-error:0.100840
## [235]    train-error:0.092437
## [236]    train-error:0.098039
## [237]    train-error:0.092437
## [238]    train-error:0.095238
## [239]    train-error:0.103641
## [240]    train-error:0.098039
## [241]    train-error:0.095238
## [242]    train-error:0.092437
## [243]    train-error:0.098039
## [244]    train-error:0.103641
## [245]    train-error:0.098039
## [246]    train-error:0.098039
## [247]    train-error:0.095238
## [248]    train-error:0.095238
## [249]    train-error:0.098039
## [250]    train-error:0.095238
## [251]    train-error:0.098039
## [252]    train-error:0.100840
## [253]    train-error:0.103641
## [254]    train-error:0.103641
## [255]    train-error:0.103641
## [256]    train-error:0.103641
## [257]    train-error:0.103641
## [258]    train-error:0.098039
## [259]    train-error:0.098039
## [260]    train-error:0.095238
## [261]    train-error:0.095238
## [262]    train-error:0.106443
## [263]    train-error:0.106443
## [264]    train-error:0.106443
## [265]    train-error:0.106443
## [266]    train-error:0.106443
## [267]    train-error:0.112045
## [268]    train-error:0.112045
## [269]    train-error:0.103641
## [270]    train-error:0.103641
## [271]    train-error:0.100840
## [272]    train-error:0.100840
## [273]    train-error:0.103641
## [274]    train-error:0.106443
## [275]    train-error:0.106443
## [276]    train-error:0.098039
## [277]    train-error:0.095238
## [278]    train-error:0.100840
## [279]    train-error:0.098039
## [280]    train-error:0.098039
## [281]    train-error:0.100840
## [282]    train-error:0.098039
## [283]    train-error:0.100840
## [284]    train-error:0.098039
## [285]    train-error:0.100840
## [286]    train-error:0.100840
## [287]    train-error:0.103641
## [288]    train-error:0.100840
## [289]    train-error:0.098039
## [290]    train-error:0.100840
## [291]    train-error:0.098039
## [292]    train-error:0.092437
## [293]    train-error:0.103641
## [294]    train-error:0.100840
## [295]    train-error:0.098039
## [296]    train-error:0.100840
## [297]    train-error:0.098039
## [298]    train-error:0.100840
## [299]    train-error:0.092437
## [300]    train-error:0.095238
## [301]    train-error:0.092437
## [302]    train-error:0.095238
## [303]    train-error:0.092437
## [304]    train-error:0.092437
## [305]    train-error:0.092437
## [306]    train-error:0.092437
## [307]    train-error:0.092437
## [308]    train-error:0.089636
## [309]    train-error:0.098039
## [310]    train-error:0.086835
## [311]    train-error:0.092437
## [312]    train-error:0.089636
## [313]    train-error:0.092437
## [314]    train-error:0.086835
## [315]    train-error:0.089636
## [316]    train-error:0.098039
## [317]    train-error:0.089636
## [318]    train-error:0.089636
## [319]    train-error:0.092437
## [320]    train-error:0.095238
## [321]    train-error:0.092437
## [322]    train-error:0.095238
## [323]    train-error:0.092437
## [324]    train-error:0.092437
## [325]    train-error:0.098039
## [326]    train-error:0.086835
## [327]    train-error:0.086835
## [328]    train-error:0.089636
## [329]    train-error:0.084034
## [330]    train-error:0.089636
## [331]    train-error:0.084034
## [332]    train-error:0.081232
## [333]    train-error:0.078431
## [334]    train-error:0.078431
## [335]    train-error:0.081232
## [336]    train-error:0.078431
## [337]    train-error:0.086835
## [338]    train-error:0.089636
## [339]    train-error:0.089636
## [340]    train-error:0.095238
## [341]    train-error:0.089636
## [342]    train-error:0.092437
## [343]    train-error:0.092437
## [344]    train-error:0.092437
## [345]    train-error:0.084034
## [346]    train-error:0.086835
## [347]    train-error:0.086835
## [348]    train-error:0.086835
## [349]    train-error:0.086835
## [350]    train-error:0.092437
## [351]    train-error:0.092437
## [352]    train-error:0.098039
## [353]    train-error:0.089636
## [354]    train-error:0.095238
## [355]    train-error:0.095238
## [356]    train-error:0.092437
## [357]    train-error:0.098039
## [358]    train-error:0.095238
## [359]    train-error:0.089636
## [360]    train-error:0.086835
## [361]    train-error:0.089636
## [362]    train-error:0.092437
## [363]    train-error:0.095238
## [364]    train-error:0.089636
## [365]    train-error:0.084034
## [366]    train-error:0.086835
## [367]    train-error:0.084034
## [368]    train-error:0.092437
## [369]    train-error:0.086835
## [370]    train-error:0.092437
## [371]    train-error:0.095238
## [372]    train-error:0.092437
## [373]    train-error:0.092437
## [374]    train-error:0.092437
## [375]    train-error:0.092437
## [376]    train-error:0.086835
## [377]    train-error:0.086835
## [378]    train-error:0.089636
## [379]    train-error:0.084034
## [380]    train-error:0.084034
## [381]    train-error:0.092437
## [382]    train-error:0.081232
## [383]    train-error:0.084034
## [384]    train-error:0.084034
## [385]    train-error:0.084034
## [386]    train-error:0.086835
## [387]    train-error:0.095238
## [388]    train-error:0.089636
## [389]    train-error:0.086835
## [390]    train-error:0.084034
## [391]    train-error:0.089636
## [392]    train-error:0.089636
## [393]    train-error:0.089636
## [394]    train-error:0.084034
## [395]    train-error:0.092437
## [396]    train-error:0.081232
## [397]    train-error:0.081232
## [398]    train-error:0.081232
## [399]    train-error:0.084034
## [400]    train-error:0.081232
## [401]    train-error:0.084034
## [402]    train-error:0.084034
## [403]    train-error:0.086835
## [404]    train-error:0.084034
## [405]    train-error:0.084034
## [406]    train-error:0.086835
## [407]    train-error:0.089636
## [408]    train-error:0.086835
## [409]    train-error:0.089636
## [410]    train-error:0.089636
## [411]    train-error:0.086835
## [412]    train-error:0.089636
## [413]    train-error:0.086835
## [414]    train-error:0.089636
## [415]    train-error:0.092437
## [416]    train-error:0.089636
## [417]    train-error:0.086835
## [418]    train-error:0.086835
## [419]    train-error:0.084034
## [420]    train-error:0.086835
## [421]    train-error:0.084034
## [422]    train-error:0.084034
## [423]    train-error:0.086835
## [424]    train-error:0.086835
## [425]    train-error:0.089636
## [426]    train-error:0.086835
## [427]    train-error:0.086835
## [428]    train-error:0.086835
## [429]    train-error:0.086835
## [430]    train-error:0.084034
## [431]    train-error:0.086835
## [432]    train-error:0.086835
## [433]    train-error:0.084034
## [434]    train-error:0.086835
## [435]    train-error:0.086835
## [436]    train-error:0.086835
## [437]    train-error:0.086835
## [438]    train-error:0.086835
## [439]    train-error:0.084034
## [440]    train-error:0.086835
## [441]    train-error:0.084034
## [442]    train-error:0.084034
## [443]    train-error:0.084034
## [444]    train-error:0.086835
## [445]    train-error:0.084034
## [446]    train-error:0.084034
## [447]    train-error:0.086835
## [448]    train-error:0.086835
## [449]    train-error:0.086835
## [450]    train-error:0.084034
## [451]    train-error:0.084034
## [452]    train-error:0.078431
## [453]    train-error:0.086835
## [454]    train-error:0.086835
## [455]    train-error:0.084034
## [456]    train-error:0.089636
## [457]    train-error:0.089636
## [458]    train-error:0.089636
## [459]    train-error:0.089636
## [460]    train-error:0.092437
## [461]    train-error:0.089636
## [462]    train-error:0.089636
## [463]    train-error:0.089636
## [464]    train-error:0.089636
## [465]    train-error:0.086835
## [466]    train-error:0.086835
## [467]    train-error:0.086835
## [468]    train-error:0.078431
## [469]    train-error:0.084034
## [470]    train-error:0.075630
## [471]    train-error:0.081232
## [472]    train-error:0.084034
## [473]    train-error:0.081232
## [474]    train-error:0.081232
## [475]    train-error:0.081232
## [476]    train-error:0.084034
## [477]    train-error:0.084034
## [478]    train-error:0.081232
## [479]    train-error:0.081232
## [480]    train-error:0.081232
## [481]    train-error:0.084034
## [482]    train-error:0.081232
## [483]    train-error:0.081232
## [484]    train-error:0.081232
## [485]    train-error:0.078431
## [486]    train-error:0.075630
## [487]    train-error:0.078431
## [488]    train-error:0.078431
## [489]    train-error:0.081232
## [490]    train-error:0.081232
## [491]    train-error:0.081232
## [492]    train-error:0.078431
## [493]    train-error:0.072829
## [494]    train-error:0.075630
## [495]    train-error:0.075630
## [496]    train-error:0.078431
## [497]    train-error:0.075630
## [498]    train-error:0.075630
## [499]    train-error:0.075630
## [500]    train-error:0.075630
## [501]    train-error:0.075630
## [502]    train-error:0.075630
## [503]    train-error:0.075630
## [504]    train-error:0.075630
## [505]    train-error:0.075630
## [506]    train-error:0.081232
## [507]    train-error:0.084034
## [508]    train-error:0.081232
## [509]    train-error:0.084034
## [510]    train-error:0.081232
## [511]    train-error:0.078431
## [512]    train-error:0.084034
## [513]    train-error:0.078431
## [514]    train-error:0.081232
## [515]    train-error:0.086835
## [516]    train-error:0.084034
## [517]    train-error:0.086835
## [518]    train-error:0.086835
## [519]    train-error:0.086835
## [520]    train-error:0.084034
## [521]    train-error:0.086835
## [522]    train-error:0.081232
## [523]    train-error:0.078431
## [524]    train-error:0.081232
## [525]    train-error:0.081232
## [526]    train-error:0.081232
## [527]    train-error:0.081232
## [528]    train-error:0.084034
## [529]    train-error:0.084034
## [530]    train-error:0.086835
## [531]    train-error:0.081232
## [532]    train-error:0.081232
## [533]    train-error:0.078431
## [534]    train-error:0.075630
## [535]    train-error:0.075630
## [536]    train-error:0.078431
## [537]    train-error:0.078431
## [538]    train-error:0.086835
## [539]    train-error:0.084034
## [540]    train-error:0.086835
## [541]    train-error:0.084034
## [542]    train-error:0.086835
## [543]    train-error:0.086835
## [544]    train-error:0.086835
## [545]    train-error:0.084034
## [546]    train-error:0.081232
## [547]    train-error:0.084034
## [548]    train-error:0.084034
## [549]    train-error:0.095238
## [550]    train-error:0.089636
## [551]    train-error:0.089636
## [552]    train-error:0.086835
## [553]    train-error:0.086835
## [554]    train-error:0.084034
## [555]    train-error:0.089636
## [556]    train-error:0.089636
## [557]    train-error:0.086835
## [558]    train-error:0.089636
## [559]    train-error:0.086835
## [560]    train-error:0.084034
## [561]    train-error:0.081232
## [562]    train-error:0.081232
## [563]    train-error:0.075630
## [564]    train-error:0.078431
## [565]    train-error:0.078431
## [566]    train-error:0.075630
## [567]    train-error:0.075630
## [568]    train-error:0.078431
## [569]    train-error:0.081232
## [570]    train-error:0.078431
## [571]    train-error:0.081232
## [572]    train-error:0.084034
## [573]    train-error:0.084034
## [574]    train-error:0.084034
## [575]    train-error:0.084034
## [0]  train-error:0.238095
## [1]  train-error:0.218487
## [2]  train-error:0.218487
## [3]  train-error:0.218487
## [4]  train-error:0.218487
## [5]  train-error:0.218487
## [6]  train-error:0.204482
## [7]  train-error:0.218487
## [8]  train-error:0.210084
## [9]  train-error:0.212885
## [10] train-error:0.201681
## [11] train-error:0.204482
## [12] train-error:0.198880
## [13] train-error:0.187675
## [14] train-error:0.182073
## [15] train-error:0.184874
## [16] train-error:0.173669
## [17] train-error:0.173669
## [18] train-error:0.187675
## [19] train-error:0.179272
## [20] train-error:0.176471
## [21] train-error:0.165266
## [22] train-error:0.162465
## [23] train-error:0.148459
## [24] train-error:0.159664
## [25] train-error:0.156863
## [26] train-error:0.154062
## [27] train-error:0.156863
## [28] train-error:0.154062
## [29] train-error:0.159664
## [30] train-error:0.148459
## [31] train-error:0.151261
## [32] train-error:0.145658
## [33] train-error:0.142857
## [34] train-error:0.151261
## [35] train-error:0.145658
## [36] train-error:0.148459
## [37] train-error:0.148459
## [38] train-error:0.154062
## [39] train-error:0.154062
## [40] train-error:0.154062
## [41] train-error:0.145658
## [42] train-error:0.142857
## [43] train-error:0.142857
## [44] train-error:0.151261
## [45] train-error:0.140056
## [46] train-error:0.140056
## [47] train-error:0.134454
## [48] train-error:0.134454
## [49] train-error:0.131653
## [50] train-error:0.131653
## [51] train-error:0.137255
## [52] train-error:0.142857
## [53] train-error:0.137255
## [54] train-error:0.142857
## [55] train-error:0.137255
## [56] train-error:0.142857
## [57] train-error:0.137255
## [58] train-error:0.137255
## [59] train-error:0.140056
## [60] train-error:0.128852
## [61] train-error:0.128852
## [62] train-error:0.123249
## [63] train-error:0.126050
## [64] train-error:0.120448
## [65] train-error:0.123249
## [66] train-error:0.131653
## [67] train-error:0.128852
## [68] train-error:0.128852
## [69] train-error:0.137255
## [70] train-error:0.134454
## [71] train-error:0.131653
## [72] train-error:0.137255
## [73] train-error:0.140056
## [74] train-error:0.128852
## [75] train-error:0.128852
## [76] train-error:0.123249
## [77] train-error:0.131653
## [78] train-error:0.131653
## [79] train-error:0.131653
## [80] train-error:0.131653
## [81] train-error:0.123249
## [82] train-error:0.126050
## [83] train-error:0.126050
## [84] train-error:0.123249
## [85] train-error:0.123249
## [86] train-error:0.123249
## [87] train-error:0.120448
## [88] train-error:0.123249
## [89] train-error:0.123249
## [90] train-error:0.128852
## [91] train-error:0.128852
## [92] train-error:0.128852
## [93] train-error:0.120448
## [94] train-error:0.126050
## [95] train-error:0.117647
## [96] train-error:0.123249
## [97] train-error:0.126050
## [98] train-error:0.120448
## [99] train-error:0.123249
## [100]    train-error:0.120448
## [101]    train-error:0.120448
## [102]    train-error:0.126050
## [103]    train-error:0.120448
## [104]    train-error:0.117647
## [105]    train-error:0.123249
## [106]    train-error:0.112045
## [107]    train-error:0.114846
## [108]    train-error:0.120448
## [109]    train-error:0.120448
## [110]    train-error:0.120448
## [111]    train-error:0.117647
## [112]    train-error:0.117647
## [113]    train-error:0.123249
## [114]    train-error:0.117647
## [115]    train-error:0.114846
## [116]    train-error:0.114846
## [117]    train-error:0.117647
## [118]    train-error:0.123249
## [119]    train-error:0.123249
## [120]    train-error:0.120448
## [121]    train-error:0.120448
## [122]    train-error:0.126050
## [123]    train-error:0.128852
## [124]    train-error:0.128852
## [125]    train-error:0.120448
## [126]    train-error:0.128852
## [127]    train-error:0.126050
## [128]    train-error:0.123249
## [129]    train-error:0.120448
## [130]    train-error:0.120448
## [131]    train-error:0.117647
## [132]    train-error:0.120448
## [133]    train-error:0.117647
## [134]    train-error:0.120448
## [135]    train-error:0.123249
## [136]    train-error:0.123249
## [137]    train-error:0.123249
## [138]    train-error:0.114846
## [139]    train-error:0.117647
## [140]    train-error:0.123249
## [141]    train-error:0.114846
## [142]    train-error:0.112045
## [143]    train-error:0.117647
## [144]    train-error:0.106443
## [145]    train-error:0.106443
## [146]    train-error:0.109244
## [147]    train-error:0.103641
## [148]    train-error:0.109244
## [149]    train-error:0.109244
## [150]    train-error:0.112045
## [151]    train-error:0.114846
## [152]    train-error:0.114846
## [153]    train-error:0.117647
## [154]    train-error:0.114846
## [155]    train-error:0.114846
## [156]    train-error:0.117647
## [157]    train-error:0.114846
## [158]    train-error:0.114846
## [159]    train-error:0.120448
## [160]    train-error:0.123249
## [161]    train-error:0.120448
## [162]    train-error:0.120448
## [163]    train-error:0.117647
## [164]    train-error:0.120448
## [165]    train-error:0.120448
## [166]    train-error:0.120448
## [167]    train-error:0.117647
## [168]    train-error:0.114846
## [169]    train-error:0.114846
## [170]    train-error:0.114846
## [171]    train-error:0.120448
## [172]    train-error:0.117647
## [173]    train-error:0.112045
## [174]    train-error:0.112045
## [175]    train-error:0.120448
## [176]    train-error:0.128852
## [177]    train-error:0.126050
## [178]    train-error:0.123249
## [179]    train-error:0.114846
## [180]    train-error:0.117647
## [181]    train-error:0.106443
## [182]    train-error:0.112045
## [183]    train-error:0.112045
## [184]    train-error:0.112045
## [185]    train-error:0.117647
## [186]    train-error:0.109244
## [187]    train-error:0.106443
## [188]    train-error:0.109244
## [189]    train-error:0.112045
## [190]    train-error:0.112045
## [191]    train-error:0.112045
## [192]    train-error:0.114846
## [193]    train-error:0.120448
## [194]    train-error:0.120448
## [195]    train-error:0.120448
## [196]    train-error:0.120448
## [197]    train-error:0.120448
## [198]    train-error:0.126050
## [199]    train-error:0.120448
## [200]    train-error:0.114846
## [201]    train-error:0.120448
## [202]    train-error:0.106443
## [203]    train-error:0.109244
## [204]    train-error:0.114846
## [205]    train-error:0.112045
## [206]    train-error:0.117647
## [207]    train-error:0.112045
## [208]    train-error:0.106443
## [209]    train-error:0.109244
## [210]    train-error:0.112045
## [211]    train-error:0.114846
## [212]    train-error:0.112045
## [213]    train-error:0.109244
## [214]    train-error:0.109244
## [215]    train-error:0.106443
## [216]    train-error:0.109244
## [217]    train-error:0.109244
## [218]    train-error:0.109244
## [219]    train-error:0.106443
## [220]    train-error:0.112045
## [221]    train-error:0.112045
## [222]    train-error:0.112045
## [223]    train-error:0.112045
## [224]    train-error:0.114846
## [225]    train-error:0.112045
## [226]    train-error:0.114846
## [227]    train-error:0.114846
## [228]    train-error:0.112045
## [229]    train-error:0.117647
## [230]    train-error:0.106443
## [231]    train-error:0.114846
## [232]    train-error:0.109244
## [233]    train-error:0.109244
## [234]    train-error:0.114846
## [235]    train-error:0.114846
## [236]    train-error:0.112045
## [237]    train-error:0.117647
## [238]    train-error:0.117647
## [239]    train-error:0.109244
## [240]    train-error:0.114846
## [241]    train-error:0.109244
## [242]    train-error:0.109244
## [243]    train-error:0.112045
## [244]    train-error:0.112045
## [245]    train-error:0.114846
## [246]    train-error:0.114846
## [247]    train-error:0.112045
## [248]    train-error:0.106443
## [249]    train-error:0.114846
## [250]    train-error:0.114846
## [251]    train-error:0.114846
## [252]    train-error:0.112045
## [253]    train-error:0.103641
## [254]    train-error:0.106443
## [255]    train-error:0.112045
## [256]    train-error:0.103641
## [257]    train-error:0.100840
## [258]    train-error:0.100840
## [259]    train-error:0.100840
## [260]    train-error:0.100840
## [261]    train-error:0.103641
## [262]    train-error:0.109244
## [263]    train-error:0.109244
## [264]    train-error:0.103641
## [265]    train-error:0.100840
## [266]    train-error:0.106443
## [267]    train-error:0.106443
## [268]    train-error:0.103641
## [269]    train-error:0.106443
## [270]    train-error:0.106443
## [271]    train-error:0.106443
## [272]    train-error:0.106443
## [273]    train-error:0.100840
## [274]    train-error:0.100840
## [275]    train-error:0.106443
## [276]    train-error:0.100840
## [277]    train-error:0.098039
## [278]    train-error:0.100840
## [279]    train-error:0.106443
## [280]    train-error:0.106443
## [281]    train-error:0.106443
## [282]    train-error:0.100840
## [283]    train-error:0.103641
## [284]    train-error:0.100840
## [285]    train-error:0.100840
## [286]    train-error:0.103641
## [287]    train-error:0.098039
## [288]    train-error:0.098039
## [289]    train-error:0.098039
## [290]    train-error:0.100840
## [291]    train-error:0.098039
## [292]    train-error:0.095238
## [293]    train-error:0.098039
## [294]    train-error:0.098039
## [295]    train-error:0.098039
## [296]    train-error:0.100840
## [297]    train-error:0.103641
## [298]    train-error:0.103641
## [299]    train-error:0.106443
## [300]    train-error:0.109244
## [301]    train-error:0.109244
## [302]    train-error:0.103641
## [303]    train-error:0.098039
## [304]    train-error:0.103641
## [305]    train-error:0.098039
## [306]    train-error:0.098039
## [307]    train-error:0.103641
## [308]    train-error:0.100840
## [309]    train-error:0.100840
## [310]    train-error:0.106443
## [311]    train-error:0.103641
## [312]    train-error:0.100840
## [313]    train-error:0.103641
## [314]    train-error:0.100840
## [315]    train-error:0.103641
## [316]    train-error:0.100840
## [317]    train-error:0.100840
## [318]    train-error:0.100840
## [319]    train-error:0.103641
## [320]    train-error:0.106443
## [321]    train-error:0.103641
## [322]    train-error:0.103641
## [323]    train-error:0.106443
## [324]    train-error:0.103641
## [325]    train-error:0.103641
## [326]    train-error:0.106443
## [327]    train-error:0.103641
## [328]    train-error:0.106443
## [329]    train-error:0.106443
## [330]    train-error:0.112045
## [331]    train-error:0.109244
## [332]    train-error:0.106443
## [333]    train-error:0.112045
## [334]    train-error:0.103641
## [335]    train-error:0.106443
## [336]    train-error:0.106443
## [337]    train-error:0.106443
## [338]    train-error:0.106443
## [339]    train-error:0.103641
## [340]    train-error:0.106443
## [341]    train-error:0.100840
## [342]    train-error:0.098039
## [343]    train-error:0.092437
## [344]    train-error:0.103641
## [345]    train-error:0.100840
## [346]    train-error:0.100840
## [347]    train-error:0.098039
## [348]    train-error:0.106443
## [349]    train-error:0.100840
## [350]    train-error:0.103641
## [351]    train-error:0.106443
## [352]    train-error:0.103641
## [353]    train-error:0.103641
## [354]    train-error:0.095238
## [355]    train-error:0.100840
## [356]    train-error:0.100840
## [357]    train-error:0.109244
## [358]    train-error:0.103641
## [359]    train-error:0.100840
## [360]    train-error:0.106443
## [361]    train-error:0.106443
## [362]    train-error:0.100840
## [363]    train-error:0.103641
## [364]    train-error:0.098039
## [365]    train-error:0.103641
## [366]    train-error:0.103641
## [367]    train-error:0.106443
## [368]    train-error:0.100840
## [369]    train-error:0.100840
## [370]    train-error:0.100840
## [371]    train-error:0.106443
## [372]    train-error:0.103641
## [373]    train-error:0.109244
## [374]    train-error:0.103641
## [375]    train-error:0.106443
## [376]    train-error:0.109244
## [377]    train-error:0.106443
## [378]    train-error:0.106443
## [379]    train-error:0.106443
## [380]    train-error:0.103641
## [381]    train-error:0.103641
## [382]    train-error:0.100840
## [383]    train-error:0.098039
## [384]    train-error:0.095238
## [385]    train-error:0.095238
## [386]    train-error:0.100840
## [387]    train-error:0.098039
## [388]    train-error:0.103641
## [389]    train-error:0.098039
## [390]    train-error:0.092437
## [391]    train-error:0.095238
## [392]    train-error:0.095238
## [393]    train-error:0.098039
## [394]    train-error:0.100840
## [395]    train-error:0.095238
## [396]    train-error:0.100840
## [397]    train-error:0.100840
## [398]    train-error:0.095238
## [399]    train-error:0.095238
## [400]    train-error:0.095238
## [401]    train-error:0.095238
## [402]    train-error:0.100840
## [403]    train-error:0.100840
## [404]    train-error:0.095238
## [405]    train-error:0.095238
## [406]    train-error:0.095238
## [407]    train-error:0.092437
## [408]    train-error:0.095238
## [409]    train-error:0.092437
## [410]    train-error:0.092437
## [411]    train-error:0.092437
## [412]    train-error:0.095238
## [413]    train-error:0.095238
## [414]    train-error:0.098039
## [415]    train-error:0.095238
## [416]    train-error:0.095238
## [417]    train-error:0.098039
## [418]    train-error:0.095238
## [419]    train-error:0.089636
## [420]    train-error:0.095238
## [421]    train-error:0.098039
## [422]    train-error:0.098039
## [423]    train-error:0.100840
## [424]    train-error:0.098039
## [425]    train-error:0.098039
## [426]    train-error:0.100840
## [427]    train-error:0.095238
## [428]    train-error:0.100840
## [429]    train-error:0.098039
## [430]    train-error:0.103641
## [431]    train-error:0.098039
## [432]    train-error:0.089636
## [433]    train-error:0.095238
## [434]    train-error:0.095238
## [435]    train-error:0.095238
## [436]    train-error:0.092437
## [437]    train-error:0.086835
## [438]    train-error:0.092437
## [439]    train-error:0.095238
## [440]    train-error:0.095238
## [441]    train-error:0.089636
## [442]    train-error:0.095238
## [443]    train-error:0.095238
## [444]    train-error:0.092437
## [445]    train-error:0.095238
## [446]    train-error:0.095238
## [447]    train-error:0.095238
## [448]    train-error:0.095238
## [449]    train-error:0.092437
## [450]    train-error:0.092437
## [451]    train-error:0.092437
## [452]    train-error:0.092437
## [453]    train-error:0.092437
## [454]    train-error:0.095238
## [455]    train-error:0.098039
## [456]    train-error:0.095238
## [457]    train-error:0.098039
## [458]    train-error:0.098039
## [459]    train-error:0.095238
## [460]    train-error:0.095238
## [461]    train-error:0.095238
## [462]    train-error:0.095238
## [463]    train-error:0.098039
## [464]    train-error:0.095238
## [465]    train-error:0.098039
## [466]    train-error:0.098039
## [467]    train-error:0.098039
## [468]    train-error:0.098039
## [469]    train-error:0.100840
## [470]    train-error:0.098039
## [471]    train-error:0.095238
## [472]    train-error:0.095238
## [473]    train-error:0.095238
## [474]    train-error:0.095238
## [475]    train-error:0.098039
## [476]    train-error:0.095238
## [477]    train-error:0.100840
## [478]    train-error:0.098039
## [479]    train-error:0.100840
## [480]    train-error:0.100840
## [481]    train-error:0.098039
## [482]    train-error:0.092437
## [483]    train-error:0.098039
## [484]    train-error:0.098039
## [485]    train-error:0.098039
## [486]    train-error:0.100840
## [487]    train-error:0.098039
## [488]    train-error:0.100840
## [489]    train-error:0.095238
## [490]    train-error:0.095238
## [491]    train-error:0.092437
## [492]    train-error:0.089636
## [493]    train-error:0.092437
## [494]    train-error:0.095238
## [495]    train-error:0.095238
## [496]    train-error:0.092437
## [497]    train-error:0.092437
## [498]    train-error:0.092437
## [499]    train-error:0.092437
## [500]    train-error:0.092437
## [501]    train-error:0.089636
## [502]    train-error:0.095238
## [503]    train-error:0.089636
## [504]    train-error:0.092437
## [505]    train-error:0.098039
## [506]    train-error:0.098039
## [507]    train-error:0.095238
## [508]    train-error:0.098039
## [509]    train-error:0.095238
## [510]    train-error:0.089636
## [511]    train-error:0.089636
## [512]    train-error:0.098039
## [513]    train-error:0.095238
## [514]    train-error:0.098039
## [515]    train-error:0.098039
## [516]    train-error:0.092437
## [517]    train-error:0.089636
## [518]    train-error:0.095238
## [519]    train-error:0.095238
## [520]    train-error:0.092437
## [521]    train-error:0.095238
## [522]    train-error:0.100840
## [523]    train-error:0.095238
## [524]    train-error:0.092437
## [525]    train-error:0.092437
## [526]    train-error:0.089636
## [527]    train-error:0.089636
## [528]    train-error:0.086835
## [529]    train-error:0.086835
## [530]    train-error:0.089636
## [531]    train-error:0.084034
## [532]    train-error:0.084034
## [533]    train-error:0.084034
## [534]    train-error:0.081232
## [535]    train-error:0.086835
## [536]    train-error:0.084034
## [537]    train-error:0.086835
## [538]    train-error:0.089636
## [539]    train-error:0.089636
## [540]    train-error:0.086835
## [541]    train-error:0.086835
## [542]    train-error:0.092437
## [543]    train-error:0.089636
## [544]    train-error:0.092437
## [545]    train-error:0.089636
## [546]    train-error:0.089636
## [547]    train-error:0.092437
## [548]    train-error:0.086835
## [549]    train-error:0.086835
## [550]    train-error:0.089636
## [551]    train-error:0.089636
## [552]    train-error:0.089636
## [553]    train-error:0.095238
## [554]    train-error:0.089636
## [555]    train-error:0.086835
## [556]    train-error:0.086835
## [557]    train-error:0.089636
## [558]    train-error:0.089636
## [559]    train-error:0.089636
## [560]    train-error:0.086835
## [561]    train-error:0.089636
## [562]    train-error:0.089636
## [563]    train-error:0.089636
## [564]    train-error:0.089636
## [565]    train-error:0.086835
## [566]    train-error:0.089636
## [567]    train-error:0.089636
## [568]    train-error:0.084034
## [569]    train-error:0.086835
## [570]    train-error:0.086835
## [571]    train-error:0.084034
## [572]    train-error:0.086835
## [573]    train-error:0.086835
## [574]    train-error:0.086835
## [575]    train-error:0.086835
## [0]  train-error:0.212290
## [1]  train-error:0.251397
## [2]  train-error:0.254190
## [3]  train-error:0.231844
## [4]  train-error:0.245810
## [5]  train-error:0.231844
## [6]  train-error:0.206704
## [7]  train-error:0.209497
## [8]  train-error:0.212290
## [9]  train-error:0.209497
## [10] train-error:0.203911
## [11] train-error:0.220670
## [12] train-error:0.223464
## [13] train-error:0.226257
## [14] train-error:0.209497
## [15] train-error:0.192737
## [16] train-error:0.189944
## [17] train-error:0.192737
## [18] train-error:0.189944
## [19] train-error:0.189944
## [20] train-error:0.189944
## [21] train-error:0.195531
## [22] train-error:0.192737
## [23] train-error:0.187151
## [24] train-error:0.184358
## [25] train-error:0.189944
## [26] train-error:0.187151
## [27] train-error:0.178771
## [28] train-error:0.181564
## [29] train-error:0.189944
## [30] train-error:0.187151
## [31] train-error:0.187151
## [32] train-error:0.195531
## [33] train-error:0.195531
## [34] train-error:0.203911
## [35] train-error:0.198324
## [36] train-error:0.195531
## [37] train-error:0.198324
## [38] train-error:0.198324
## [39] train-error:0.201117
## [40] train-error:0.198324
## [41] train-error:0.198324
## [42] train-error:0.198324
## [43] train-error:0.198324
## [44] train-error:0.195531
## [45] train-error:0.189944
## [46] train-error:0.198324
## [47] train-error:0.192737
## [48] train-error:0.192737
## [49] train-error:0.195531
## [50] train-error:0.192737
## [51] train-error:0.195531
## [52] train-error:0.195531
## [53] train-error:0.195531
## [54] train-error:0.195531
## [55] train-error:0.198324
## [56] train-error:0.198324
## [57] train-error:0.201117
## [58] train-error:0.201117
## [59] train-error:0.203911
## [60] train-error:0.203911
## [61] train-error:0.203911
## [62] train-error:0.209497
## [63] train-error:0.209497
## [64] train-error:0.209497
## [65] train-error:0.209497
## [66] train-error:0.206704
## [67] train-error:0.206704
## [68] train-error:0.206704
## [69] train-error:0.201117
## [70] train-error:0.201117
## [71] train-error:0.201117
## [72] train-error:0.201117
## [73] train-error:0.206704
## [74] train-error:0.206704
## [75] train-error:0.203911
## [76] train-error:0.203911
## [77] train-error:0.203911
## [78] train-error:0.206704
## [79] train-error:0.203911
## [80] train-error:0.203911
## [81] train-error:0.203911
## [82] train-error:0.203911
## [83] train-error:0.206704
## [84] train-error:0.206704
## [85] train-error:0.206704
## [86] train-error:0.203911
## [87] train-error:0.203911
## [88] train-error:0.203911
## [89] train-error:0.203911
## [90] train-error:0.203911
## [91] train-error:0.203911
## [92] train-error:0.198324
## [93] train-error:0.195531
## [94] train-error:0.198324
## [95] train-error:0.201117
## [96] train-error:0.201117
## [97] train-error:0.192737
## [98] train-error:0.192737
## [99] train-error:0.192737
## [100]    train-error:0.192737
## [101]    train-error:0.192737
## [102]    train-error:0.192737
## [103]    train-error:0.192737
## [104]    train-error:0.192737
## [105]    train-error:0.198324
## [106]    train-error:0.192737
## [107]    train-error:0.192737
## [108]    train-error:0.195531
## [109]    train-error:0.192737
## [110]    train-error:0.192737
## [111]    train-error:0.189944
## [112]    train-error:0.192737
## [113]    train-error:0.195531
## [114]    train-error:0.192737
## [115]    train-error:0.192737
## [116]    train-error:0.192737
## [117]    train-error:0.192737
## [118]    train-error:0.192737
## [119]    train-error:0.189944
## [120]    train-error:0.189944
## [121]    train-error:0.189944
## [122]    train-error:0.189944
## [123]    train-error:0.189944
## [124]    train-error:0.189944
## [125]    train-error:0.189944
## [126]    train-error:0.189944
## [127]    train-error:0.189944
## [128]    train-error:0.189944
## [129]    train-error:0.187151
## [130]    train-error:0.184358
## [131]    train-error:0.187151
## [132]    train-error:0.187151
## [133]    train-error:0.184358
## [134]    train-error:0.187151
## [135]    train-error:0.187151
## [136]    train-error:0.189944
## [137]    train-error:0.184358
## [138]    train-error:0.178771
## [139]    train-error:0.178771
## [140]    train-error:0.173184
## [141]    train-error:0.173184
## [142]    train-error:0.175978
## [143]    train-error:0.175978
## [144]    train-error:0.178771
## [145]    train-error:0.178771
## [146]    train-error:0.181564
## [147]    train-error:0.181564
## [148]    train-error:0.184358
## [149]    train-error:0.187151
## [150]    train-error:0.187151
## [151]    train-error:0.187151
## [152]    train-error:0.184358
## [153]    train-error:0.184358
## [154]    train-error:0.187151
## [155]    train-error:0.187151
## [156]    train-error:0.187151
## [157]    train-error:0.187151
## [158]    train-error:0.184358
## [159]    train-error:0.184358
## [160]    train-error:0.184358
## [161]    train-error:0.184358
## [162]    train-error:0.181564
## [163]    train-error:0.184358
## [164]    train-error:0.178771
## [165]    train-error:0.181564
## [166]    train-error:0.184358
## [167]    train-error:0.181564
## [168]    train-error:0.173184
## [169]    train-error:0.181564
## [170]    train-error:0.178771
## [171]    train-error:0.178771
## [172]    train-error:0.173184
## [173]    train-error:0.178771
## [174]    train-error:0.175978
## [175]    train-error:0.173184
## [176]    train-error:0.181564
## [177]    train-error:0.187151
## [178]    train-error:0.187151
## [179]    train-error:0.184358
## [180]    train-error:0.184358
## [181]    train-error:0.187151
## [182]    train-error:0.187151
## [183]    train-error:0.187151
## [184]    train-error:0.187151
## [185]    train-error:0.187151
## [186]    train-error:0.181564
## [187]    train-error:0.184358
## [188]    train-error:0.187151
## [189]    train-error:0.184358
## [190]    train-error:0.184358
## [191]    train-error:0.184358
## [192]    train-error:0.178771
## [193]    train-error:0.178771
## [194]    train-error:0.178771
## [195]    train-error:0.178771
## [196]    train-error:0.181564
## [197]    train-error:0.178771
## [198]    train-error:0.184358
## [199]    train-error:0.181564
## [200]    train-error:0.184358
## [201]    train-error:0.181564
## [202]    train-error:0.181564
## [203]    train-error:0.181564
## [204]    train-error:0.178771
## [205]    train-error:0.181564
## [206]    train-error:0.184358
## [207]    train-error:0.187151
## [208]    train-error:0.187151
## [209]    train-error:0.181564
## [210]    train-error:0.184358
## [211]    train-error:0.181564
## [212]    train-error:0.181564
## [213]    train-error:0.181564
## [214]    train-error:0.181564
## [215]    train-error:0.181564
## [216]    train-error:0.181564
## [217]    train-error:0.178771
## [218]    train-error:0.181564
## [219]    train-error:0.181564
## [220]    train-error:0.181564
## [221]    train-error:0.181564
## [222]    train-error:0.181564
## [223]    train-error:0.184358
## [224]    train-error:0.184358
## [225]    train-error:0.181564
## [226]    train-error:0.178771
## [227]    train-error:0.175978
## [228]    train-error:0.184358
## [229]    train-error:0.187151
## [230]    train-error:0.187151
## [231]    train-error:0.181564
## [232]    train-error:0.187151
## [233]    train-error:0.189944
## [234]    train-error:0.187151
## [235]    train-error:0.178771
## [236]    train-error:0.178771
## [237]    train-error:0.178771
## [238]    train-error:0.178771
## [239]    train-error:0.184358
## [240]    train-error:0.187151
## [241]    train-error:0.181564
## [242]    train-error:0.184358
## [243]    train-error:0.184358
## [244]    train-error:0.178771
## [245]    train-error:0.181564
## [246]    train-error:0.184358
## [247]    train-error:0.184358
## [248]    train-error:0.187151
## [249]    train-error:0.184358
## [250]    train-error:0.178771
## [251]    train-error:0.178771
## [252]    train-error:0.175978
## [253]    train-error:0.181564
## [254]    train-error:0.181564
## [255]    train-error:0.181564
## [256]    train-error:0.181564
## [257]    train-error:0.178771
## [258]    train-error:0.178771
## [259]    train-error:0.178771
## [260]    train-error:0.178771
## [261]    train-error:0.175978
## [262]    train-error:0.175978
## [263]    train-error:0.175978
## [264]    train-error:0.178771
## [265]    train-error:0.181564
## [266]    train-error:0.184358
## [267]    train-error:0.184358
## [268]    train-error:0.181564
## [269]    train-error:0.181564
## [270]    train-error:0.181564
## [271]    train-error:0.178771
## [272]    train-error:0.181564
## [273]    train-error:0.181564
## [274]    train-error:0.181564
## [275]    train-error:0.178771
## [276]    train-error:0.181564
## [277]    train-error:0.181564
## [278]    train-error:0.181564
## [279]    train-error:0.181564
## [280]    train-error:0.181564
## [281]    train-error:0.181564
## [282]    train-error:0.178771
## [283]    train-error:0.178771
## [284]    train-error:0.178771
## [285]    train-error:0.181564
## [286]    train-error:0.178771
## [287]    train-error:0.178771
## [288]    train-error:0.178771
## [289]    train-error:0.178771
## [290]    train-error:0.181564
## [291]    train-error:0.178771
## [292]    train-error:0.181564
## [293]    train-error:0.181564
## [294]    train-error:0.181564
## [295]    train-error:0.181564
## [296]    train-error:0.178771
## [297]    train-error:0.178771
## [298]    train-error:0.178771
## [299]    train-error:0.178771
## [300]    train-error:0.178771
## [301]    train-error:0.178771
## [302]    train-error:0.178771
## [303]    train-error:0.178771
## [304]    train-error:0.178771
## [305]    train-error:0.181564
## [306]    train-error:0.178771
## [307]    train-error:0.178771
## [308]    train-error:0.178771
## [309]    train-error:0.178771
## [310]    train-error:0.181564
## [311]    train-error:0.181564
## [312]    train-error:0.181564
## [313]    train-error:0.181564
## [314]    train-error:0.181564
## [315]    train-error:0.178771
## [316]    train-error:0.181564
## [317]    train-error:0.181564
## [318]    train-error:0.181564
## [319]    train-error:0.173184
## [320]    train-error:0.173184
## [321]    train-error:0.175978
## [322]    train-error:0.181564
## [323]    train-error:0.178771
## [324]    train-error:0.178771
## [325]    train-error:0.175978
## [326]    train-error:0.175978
## [327]    train-error:0.178771
## [328]    train-error:0.175978
## [329]    train-error:0.175978
## [330]    train-error:0.175978
## [331]    train-error:0.173184
## [332]    train-error:0.175978
## [333]    train-error:0.175978
## [334]    train-error:0.175978
## [335]    train-error:0.175978
## [336]    train-error:0.178771
## [337]    train-error:0.178771
## [338]    train-error:0.175978
## [339]    train-error:0.173184
## [340]    train-error:0.173184
## [341]    train-error:0.173184
## [342]    train-error:0.173184
## [343]    train-error:0.173184
## [344]    train-error:0.173184
## [345]    train-error:0.175978
## [346]    train-error:0.175978
## [347]    train-error:0.175978
## [348]    train-error:0.175978
## [349]    train-error:0.175978
## [350]    train-error:0.175978
## [351]    train-error:0.173184
## [352]    train-error:0.175978
## [353]    train-error:0.175978
## [354]    train-error:0.175978
## [355]    train-error:0.178771
## [356]    train-error:0.175978
## [357]    train-error:0.178771
## [358]    train-error:0.178771
## [359]    train-error:0.178771
## [360]    train-error:0.178771
## [361]    train-error:0.181564
## [362]    train-error:0.178771
## [363]    train-error:0.178771
## [364]    train-error:0.178771
## [365]    train-error:0.178771
## [366]    train-error:0.178771
## [367]    train-error:0.178771
## [368]    train-error:0.181564
## [369]    train-error:0.181564
## [370]    train-error:0.181564
## [371]    train-error:0.181564
## [372]    train-error:0.181564
## [373]    train-error:0.181564
## [374]    train-error:0.178771
## [375]    train-error:0.178771
## [376]    train-error:0.178771
## [377]    train-error:0.178771
## [378]    train-error:0.178771
## [379]    train-error:0.178771
## [380]    train-error:0.178771
## [381]    train-error:0.178771
## [382]    train-error:0.178771
## [383]    train-error:0.178771
## [384]    train-error:0.178771
## [385]    train-error:0.178771
## [386]    train-error:0.178771
## [387]    train-error:0.178771
## [388]    train-error:0.178771
## [389]    train-error:0.181564
## [390]    train-error:0.178771
## [391]    train-error:0.178771
## [392]    train-error:0.178771
## [393]    train-error:0.181564
## [394]    train-error:0.178771
## [395]    train-error:0.181564
## [396]    train-error:0.181564
## [397]    train-error:0.181564
## [398]    train-error:0.181564
## [399]    train-error:0.178771
## [400]    train-error:0.181564
## [401]    train-error:0.178771
## [402]    train-error:0.178771
## [403]    train-error:0.178771
## [404]    train-error:0.181564
## [405]    train-error:0.178771
## [406]    train-error:0.175978
## [407]    train-error:0.178771
## [408]    train-error:0.175978
## [409]    train-error:0.175978
## [410]    train-error:0.175978
## [411]    train-error:0.181564
## [412]    train-error:0.175978
## [413]    train-error:0.178771
## [414]    train-error:0.178771
## [415]    train-error:0.181564
## [416]    train-error:0.178771
## [417]    train-error:0.181564
## [418]    train-error:0.175978
## [419]    train-error:0.175978
## [420]    train-error:0.178771
## [421]    train-error:0.175978
## [422]    train-error:0.178771
## [423]    train-error:0.178771
## [424]    train-error:0.178771
## [425]    train-error:0.178771
## [426]    train-error:0.178771
## [427]    train-error:0.178771
## [428]    train-error:0.178771
## [429]    train-error:0.184358
## [430]    train-error:0.181564
## [431]    train-error:0.181564
## [432]    train-error:0.178771
## [433]    train-error:0.181564
## [434]    train-error:0.184358
## [435]    train-error:0.181564
## [436]    train-error:0.181564
## [437]    train-error:0.184358
## [438]    train-error:0.181564
## [439]    train-error:0.184358
## [440]    train-error:0.181564
## [441]    train-error:0.184358
## [442]    train-error:0.181564
## [443]    train-error:0.181564
## [444]    train-error:0.184358
## [445]    train-error:0.184358
## [446]    train-error:0.178771
## [447]    train-error:0.184358
## [448]    train-error:0.184358
## [449]    train-error:0.184358
## [450]    train-error:0.184358
## [451]    train-error:0.184358
## [452]    train-error:0.184358
## [453]    train-error:0.181564
## [454]    train-error:0.181564
## [455]    train-error:0.181564
## [456]    train-error:0.178771
## [457]    train-error:0.181564
## [458]    train-error:0.178771
## [459]    train-error:0.178771
## [460]    train-error:0.178771
## [461]    train-error:0.178771
## [462]    train-error:0.181564
## [463]    train-error:0.178771
## [464]    train-error:0.181564
## [465]    train-error:0.181564
## [466]    train-error:0.184358
## [467]    train-error:0.181564
## [468]    train-error:0.181564
## [469]    train-error:0.181564
## [470]    train-error:0.181564
## [471]    train-error:0.181564
## [472]    train-error:0.181564
## [473]    train-error:0.178771
## [474]    train-error:0.178771
## [475]    train-error:0.178771
## [476]    train-error:0.175978
## [477]    train-error:0.178771
## [478]    train-error:0.178771
## [479]    train-error:0.181564
## [480]    train-error:0.181564
## [481]    train-error:0.175978
## [482]    train-error:0.170391
## [483]    train-error:0.175978
## [484]    train-error:0.178771
## [485]    train-error:0.175978
## [486]    train-error:0.178771
## [487]    train-error:0.178771
## [488]    train-error:0.181564
## [489]    train-error:0.181564
## [490]    train-error:0.181564
## [491]    train-error:0.175978
## [492]    train-error:0.175978
## [493]    train-error:0.178771
## [494]    train-error:0.178771
## [495]    train-error:0.175978
## [496]    train-error:0.175978
## [497]    train-error:0.170391
## [498]    train-error:0.170391
## [499]    train-error:0.173184
## [500]    train-error:0.175978
## [501]    train-error:0.173184
## [502]    train-error:0.175978
## [503]    train-error:0.178771
## [504]    train-error:0.175978
## [505]    train-error:0.173184
## [506]    train-error:0.175978
## [507]    train-error:0.178771
## [508]    train-error:0.175978
## [509]    train-error:0.178771
## [510]    train-error:0.178771
## [511]    train-error:0.181564
## [512]    train-error:0.184358
## [513]    train-error:0.178771
## [514]    train-error:0.175978
## [515]    train-error:0.173184
## [516]    train-error:0.173184
## [517]    train-error:0.173184
## [518]    train-error:0.170391
## [519]    train-error:0.181564
## [520]    train-error:0.181564
## [521]    train-error:0.178771
## [522]    train-error:0.178771
## [523]    train-error:0.181564
## [524]    train-error:0.181564
## [525]    train-error:0.178771
## [526]    train-error:0.178771
## [527]    train-error:0.178771
## [528]    train-error:0.173184
## [529]    train-error:0.173184
## [530]    train-error:0.173184
## [0]  train-error:0.327731
## [1]  train-error:0.238095
## [2]  train-error:0.187675
## [3]  train-error:0.187675
## [4]  train-error:0.190476
## [5]  train-error:0.190476
## [6]  train-error:0.190476
## [7]  train-error:0.190476
## [8]  train-error:0.190476
## [9]  train-error:0.190476
## [10] train-error:0.182073
## [11] train-error:0.187675
## [12] train-error:0.190476
## [13] train-error:0.184874
## [14] train-error:0.193277
## [15] train-error:0.184874
## [16] train-error:0.179272
## [17] train-error:0.184874
## [18] train-error:0.187675
## [19] train-error:0.187675
## [20] train-error:0.184874
## [21] train-error:0.198880
## [22] train-error:0.182073
## [23] train-error:0.190476
## [24] train-error:0.184874
## [25] train-error:0.182073
## [26] train-error:0.184874
## [27] train-error:0.190476
## [28] train-error:0.184874
## [29] train-error:0.182073
## [30] train-error:0.182073
## [31] train-error:0.176471
## [32] train-error:0.182073
## [33] train-error:0.173669
## [34] train-error:0.179272
## [35] train-error:0.179272
## [36] train-error:0.182073
## [37] train-error:0.182073
## [38] train-error:0.182073
## [39] train-error:0.182073
## [40] train-error:0.182073
## [41] train-error:0.182073
## [42] train-error:0.179272
## [43] train-error:0.184874
## [44] train-error:0.184874
## [45] train-error:0.184874
## [46] train-error:0.184874
## [47] train-error:0.184874
## [48] train-error:0.182073
## [49] train-error:0.184874
## [50] train-error:0.184874
## [51] train-error:0.184874
## [52] train-error:0.184874
## [53] train-error:0.184874
## [54] train-error:0.184874
## [55] train-error:0.184874
## [56] train-error:0.184874
## [57] train-error:0.190476
## [58] train-error:0.184874
## [59] train-error:0.184874
## [60] train-error:0.184874
## [61] train-error:0.182073
## [62] train-error:0.184874
## [63] train-error:0.182073
## [64] train-error:0.182073
## [65] train-error:0.182073
## [66] train-error:0.176471
## [67] train-error:0.187675
## [68] train-error:0.182073
## [69] train-error:0.182073
## [70] train-error:0.176471
## [71] train-error:0.184874
## [72] train-error:0.179272
## [73] train-error:0.179272
## [74] train-error:0.165266
## [75] train-error:0.179272
## [76] train-error:0.176471
## [77] train-error:0.170868
## [78] train-error:0.176471
## [79] train-error:0.168067
## [80] train-error:0.173669
## [81] train-error:0.170868
## [82] train-error:0.170868
## [83] train-error:0.173669
## [84] train-error:0.170868
## [85] train-error:0.173669
## [86] train-error:0.173669
## [87] train-error:0.176471
## [88] train-error:0.173669
## [89] train-error:0.165266
## [90] train-error:0.173669
## [91] train-error:0.165266
## [92] train-error:0.165266
## [93] train-error:0.165266
## [94] train-error:0.165266
## [95] train-error:0.162465
## [96] train-error:0.165266
## [97] train-error:0.156863
## [98] train-error:0.156863
## [99] train-error:0.156863
## [100]    train-error:0.156863
## [101]    train-error:0.154062
## [102]    train-error:0.159664
## [103]    train-error:0.156863
## [104]    train-error:0.159664
## [105]    train-error:0.159664
## [106]    train-error:0.165266
## [107]    train-error:0.159664
## [108]    train-error:0.168067
## [109]    train-error:0.165266
## [110]    train-error:0.162465
## [111]    train-error:0.156863
## [112]    train-error:0.159664
## [113]    train-error:0.165266
## [114]    train-error:0.162465
## [115]    train-error:0.168067
## [116]    train-error:0.168067
## [117]    train-error:0.162465
## [118]    train-error:0.168067
## [119]    train-error:0.162465
## [120]    train-error:0.156863
## [121]    train-error:0.156863
## [122]    train-error:0.156863
## [123]    train-error:0.156863
## [124]    train-error:0.165266
## [125]    train-error:0.168067
## [126]    train-error:0.168067
## [127]    train-error:0.162465
## [128]    train-error:0.156863
## [129]    train-error:0.148459
## [130]    train-error:0.154062
## [131]    train-error:0.156863
## [132]    train-error:0.165266
## [133]    train-error:0.165266
## [134]    train-error:0.159664
## [135]    train-error:0.159664
## [136]    train-error:0.156863
## [137]    train-error:0.162465
## [138]    train-error:0.162465
## [139]    train-error:0.168067
## [140]    train-error:0.165266
## [141]    train-error:0.162465
## [142]    train-error:0.170868
## [143]    train-error:0.165266
## [144]    train-error:0.176471
## [145]    train-error:0.165266
## [146]    train-error:0.168067
## [147]    train-error:0.162465
## [148]    train-error:0.165266
## [149]    train-error:0.159664
## [150]    train-error:0.156863
## [151]    train-error:0.159664
## [152]    train-error:0.165266
## [153]    train-error:0.165266
## [154]    train-error:0.165266
## [155]    train-error:0.162465
## [156]    train-error:0.162465
## [157]    train-error:0.165266
## [158]    train-error:0.170868
## [159]    train-error:0.170868
## [160]    train-error:0.159664
## [161]    train-error:0.165266
## [162]    train-error:0.162465
## [163]    train-error:0.165266
## [164]    train-error:0.162465
## [165]    train-error:0.162465
## [166]    train-error:0.165266
## [167]    train-error:0.154062
## [168]    train-error:0.159664
## [169]    train-error:0.159664
## [170]    train-error:0.162465
## [171]    train-error:0.165266
## [172]    train-error:0.162465
## [173]    train-error:0.162465
## [174]    train-error:0.162465
## [175]    train-error:0.162465
## [176]    train-error:0.159664
## [177]    train-error:0.156863
## [178]    train-error:0.156863
## [179]    train-error:0.162465
## [180]    train-error:0.162465
## [181]    train-error:0.165266
## [182]    train-error:0.165266
## [183]    train-error:0.159664
## [184]    train-error:0.159664
## [185]    train-error:0.159664
## [186]    train-error:0.162465
## [187]    train-error:0.162465
## [188]    train-error:0.159664
## [189]    train-error:0.162465
## [190]    train-error:0.159664
## [191]    train-error:0.159664
## [192]    train-error:0.159664
## [193]    train-error:0.165266
## [194]    train-error:0.159664
## [195]    train-error:0.159664
## [196]    train-error:0.162465
## [197]    train-error:0.159664
## [198]    train-error:0.159664
## [199]    train-error:0.159664
## [200]    train-error:0.156863
## [201]    train-error:0.159664
## [202]    train-error:0.159664
## [203]    train-error:0.159664
## [204]    train-error:0.159664
## [205]    train-error:0.159664
## [206]    train-error:0.156863
## [207]    train-error:0.154062
## [208]    train-error:0.156863
## [209]    train-error:0.159664
## [210]    train-error:0.159664
## [211]    train-error:0.162465
## [212]    train-error:0.162465
## [213]    train-error:0.159664
## [214]    train-error:0.168067
## [215]    train-error:0.168067
## [216]    train-error:0.170868
## [217]    train-error:0.162465
## [218]    train-error:0.159664
## [219]    train-error:0.162465
## [220]    train-error:0.165266
## [221]    train-error:0.165266
## [222]    train-error:0.165266
## [223]    train-error:0.165266
## [224]    train-error:0.165266
## [225]    train-error:0.165266
## [226]    train-error:0.165266
## [227]    train-error:0.162465
## [228]    train-error:0.165266
## [229]    train-error:0.165266
## [230]    train-error:0.168067
## [231]    train-error:0.168067
## [232]    train-error:0.168067
## [233]    train-error:0.165266
## [234]    train-error:0.168067
## [235]    train-error:0.170868
## [236]    train-error:0.170868
## [237]    train-error:0.165266
## [238]    train-error:0.165266
## [239]    train-error:0.168067
## [240]    train-error:0.168067
## [241]    train-error:0.170868
## [242]    train-error:0.165266
## [243]    train-error:0.165266
## [244]    train-error:0.173669
## [245]    train-error:0.176471
## [246]    train-error:0.176471
## [247]    train-error:0.173669
## [248]    train-error:0.165266
## [249]    train-error:0.162465
## [250]    train-error:0.162465
## [251]    train-error:0.159664
## [252]    train-error:0.165266
## [253]    train-error:0.162465
## [254]    train-error:0.165266
## [255]    train-error:0.162465
## [256]    train-error:0.168067
## [257]    train-error:0.170868
## [258]    train-error:0.170868
## [259]    train-error:0.173669
## [260]    train-error:0.173669
## [261]    train-error:0.173669
## [262]    train-error:0.173669
## [263]    train-error:0.170868
## [264]    train-error:0.173669
## [265]    train-error:0.173669
## [266]    train-error:0.170868
## [267]    train-error:0.170868
## [268]    train-error:0.173669
## [269]    train-error:0.170868
## [270]    train-error:0.170868
## [271]    train-error:0.170868
## [272]    train-error:0.170868
## [273]    train-error:0.173669
## [274]    train-error:0.170868
## [275]    train-error:0.173669
## [276]    train-error:0.170868
## [277]    train-error:0.170868
## [278]    train-error:0.168067
## [279]    train-error:0.170868
## [280]    train-error:0.170868
## [281]    train-error:0.170868
## [282]    train-error:0.165266
## [283]    train-error:0.165266
## [284]    train-error:0.168067
## [285]    train-error:0.165266
## [286]    train-error:0.165266
## [287]    train-error:0.165266
## [288]    train-error:0.165266
## [289]    train-error:0.165266
## [290]    train-error:0.173669
## [291]    train-error:0.173669
## [292]    train-error:0.173669
## [293]    train-error:0.168067
## [294]    train-error:0.170868
## [295]    train-error:0.170868
## [296]    train-error:0.170868
## [297]    train-error:0.168067
## [298]    train-error:0.168067
## [299]    train-error:0.170868
## [300]    train-error:0.165266
## [301]    train-error:0.170868
## [302]    train-error:0.165266
## [303]    train-error:0.165266
## [304]    train-error:0.162465
## [305]    train-error:0.165266
## [306]    train-error:0.168067
## [307]    train-error:0.170868
## [308]    train-error:0.170868
## [309]    train-error:0.173669
## [310]    train-error:0.173669
## [311]    train-error:0.170868
## [312]    train-error:0.168067
## [313]    train-error:0.159664
## [314]    train-error:0.159664
## [315]    train-error:0.165266
## [316]    train-error:0.162465
## [317]    train-error:0.165266
## [318]    train-error:0.165266
## [319]    train-error:0.162465
## [320]    train-error:0.162465
## [321]    train-error:0.162465
## [322]    train-error:0.159664
## [323]    train-error:0.154062
## [324]    train-error:0.165266
## [325]    train-error:0.154062
## [326]    train-error:0.156863
## [327]    train-error:0.148459
## [328]    train-error:0.145658
## [329]    train-error:0.154062
## [330]    train-error:0.154062
## [331]    train-error:0.151261
## [332]    train-error:0.151261
## [333]    train-error:0.151261
## [334]    train-error:0.142857
## [335]    train-error:0.142857
## [336]    train-error:0.142857
## [337]    train-error:0.148459
## [338]    train-error:0.145658
## [339]    train-error:0.154062
## [340]    train-error:0.145658
## [341]    train-error:0.151261
## [342]    train-error:0.156863
## [343]    train-error:0.159664
## [344]    train-error:0.156863
## [345]    train-error:0.154062
## [346]    train-error:0.156863
## [347]    train-error:0.154062
## [348]    train-error:0.156863
## [349]    train-error:0.154062
## [350]    train-error:0.148459
## [351]    train-error:0.159664
## [352]    train-error:0.145658
## [353]    train-error:0.145658
## [354]    train-error:0.148459
## [355]    train-error:0.162465
## [356]    train-error:0.162465
## [357]    train-error:0.162465
## [358]    train-error:0.162465
## [359]    train-error:0.162465
## [360]    train-error:0.162465
## [361]    train-error:0.162465
## [362]    train-error:0.154062
## [363]    train-error:0.148459
## [364]    train-error:0.151261
## [365]    train-error:0.148459
## [366]    train-error:0.151261
## [367]    train-error:0.159664
## [368]    train-error:0.162465
## [369]    train-error:0.162465
## [370]    train-error:0.159664
## [371]    train-error:0.159664
## [372]    train-error:0.154062
## [373]    train-error:0.159664
## [374]    train-error:0.145658
## [375]    train-error:0.156863
## [376]    train-error:0.162465
## [377]    train-error:0.156863
## [378]    train-error:0.162465
## [379]    train-error:0.159664
## [380]    train-error:0.154062
## [381]    train-error:0.154062
## [382]    train-error:0.156863
## [383]    train-error:0.151261
## [384]    train-error:0.148459
## [385]    train-error:0.148459
## [386]    train-error:0.148459
## [387]    train-error:0.148459
## [388]    train-error:0.145658
## [389]    train-error:0.148459
## [390]    train-error:0.148459
## [391]    train-error:0.151261
## [392]    train-error:0.148459
## [393]    train-error:0.148459
## [394]    train-error:0.148459
## [395]    train-error:0.145658
## [396]    train-error:0.148459
## [397]    train-error:0.148459
## [398]    train-error:0.145658
## [399]    train-error:0.151261
## [400]    train-error:0.151261
## [401]    train-error:0.154062
## [402]    train-error:0.151261
## [403]    train-error:0.154062
## [404]    train-error:0.148459
## [405]    train-error:0.148459
## [406]    train-error:0.148459
## [407]    train-error:0.148459
## [408]    train-error:0.148459
## [409]    train-error:0.148459
## [410]    train-error:0.148459
## [411]    train-error:0.148459
## [412]    train-error:0.148459
## [413]    train-error:0.156863
## [414]    train-error:0.148459
## [415]    train-error:0.148459
## [416]    train-error:0.148459
## [417]    train-error:0.148459
## [418]    train-error:0.148459
## [419]    train-error:0.148459
## [420]    train-error:0.148459
## [421]    train-error:0.148459
## [422]    train-error:0.156863
## [423]    train-error:0.154062
## [424]    train-error:0.154062
## [425]    train-error:0.154062
## [426]    train-error:0.148459
## [427]    train-error:0.154062
## [428]    train-error:0.151261
## [429]    train-error:0.151261
## [430]    train-error:0.151261
## [431]    train-error:0.145658
## [432]    train-error:0.154062
## [433]    train-error:0.148459
## [434]    train-error:0.148459
## [435]    train-error:0.148459
## [436]    train-error:0.156863
## [437]    train-error:0.142857
## [438]    train-error:0.148459
## [439]    train-error:0.145658
## [440]    train-error:0.145658
## [441]    train-error:0.148459
## [442]    train-error:0.151261
## [443]    train-error:0.151261
## [444]    train-error:0.148459
## [445]    train-error:0.148459
## [446]    train-error:0.148459
## [447]    train-error:0.148459
## [448]    train-error:0.148459
## [449]    train-error:0.151261
## [450]    train-error:0.148459
## [451]    train-error:0.154062
## [452]    train-error:0.148459
## [453]    train-error:0.148459
## [454]    train-error:0.148459
## [455]    train-error:0.148459
## [456]    train-error:0.148459
## [457]    train-error:0.148459
## [458]    train-error:0.151261
## [459]    train-error:0.151261
## [460]    train-error:0.156863
## [461]    train-error:0.162465
## [462]    train-error:0.151261
## [463]    train-error:0.159664
## [464]    train-error:0.156863
## [465]    train-error:0.156863
## [466]    train-error:0.156863
## [467]    train-error:0.156863
## [468]    train-error:0.156863
## [469]    train-error:0.154062
## [470]    train-error:0.154062
## [471]    train-error:0.154062
## [472]    train-error:0.154062
## [473]    train-error:0.154062
## [474]    train-error:0.154062
## [475]    train-error:0.154062
## [476]    train-error:0.154062
## [477]    train-error:0.154062
## [478]    train-error:0.154062
## [479]    train-error:0.154062
## [480]    train-error:0.156863
## [481]    train-error:0.156863
## [482]    train-error:0.154062
## [483]    train-error:0.154062
## [484]    train-error:0.154062
## [485]    train-error:0.156863
## [486]    train-error:0.156863
## [487]    train-error:0.156863
## [488]    train-error:0.156863
## [489]    train-error:0.148459
## [490]    train-error:0.148459
## [491]    train-error:0.148459
## [492]    train-error:0.148459
## [493]    train-error:0.148459
## [494]    train-error:0.148459
## [495]    train-error:0.148459
## [496]    train-error:0.148459
## [497]    train-error:0.151261
## [498]    train-error:0.151261
## [499]    train-error:0.151261
## [500]    train-error:0.148459
## [501]    train-error:0.145658
## [502]    train-error:0.145658
## [503]    train-error:0.142857
## [504]    train-error:0.148459
## [505]    train-error:0.145658
## [506]    train-error:0.142857
## [507]    train-error:0.140056
## [508]    train-error:0.142857
## [509]    train-error:0.142857
## [510]    train-error:0.142857
## [511]    train-error:0.142857
## [512]    train-error:0.140056
## [513]    train-error:0.140056
## [514]    train-error:0.151261
## [515]    train-error:0.148459
## [516]    train-error:0.148459
## [517]    train-error:0.148459
## [518]    train-error:0.148459
## [519]    train-error:0.148459
## [520]    train-error:0.148459
## [521]    train-error:0.148459
## [522]    train-error:0.142857
## [523]    train-error:0.140056
## [524]    train-error:0.142857
## [525]    train-error:0.148459
## [526]    train-error:0.148459
## [527]    train-error:0.145658
## [528]    train-error:0.140056
## [529]    train-error:0.142857
## [530]    train-error:0.142857
## [0]  train-error:0.218487
## [1]  train-error:0.263305
## [2]  train-error:0.294118
## [3]  train-error:0.330532
## [4]  train-error:0.277311
## [5]  train-error:0.260504
## [6]  train-error:0.226891
## [7]  train-error:0.207283
## [8]  train-error:0.201681
## [9]  train-error:0.204482
## [10] train-error:0.196078
## [11] train-error:0.201681
## [12] train-error:0.204482
## [13] train-error:0.204482
## [14] train-error:0.198880
## [15] train-error:0.207283
## [16] train-error:0.210084
## [17] train-error:0.198880
## [18] train-error:0.204482
## [19] train-error:0.207283
## [20] train-error:0.204482
## [21] train-error:0.204482
## [22] train-error:0.198880
## [23] train-error:0.193277
## [24] train-error:0.204482
## [25] train-error:0.198880
## [26] train-error:0.187675
## [27] train-error:0.201681
## [28] train-error:0.198880
## [29] train-error:0.198880
## [30] train-error:0.201681
## [31] train-error:0.196078
## [32] train-error:0.196078
## [33] train-error:0.190476
## [34] train-error:0.193277
## [35] train-error:0.193277
## [36] train-error:0.196078
## [37] train-error:0.190476
## [38] train-error:0.187675
## [39] train-error:0.193277
## [40] train-error:0.190476
## [41] train-error:0.184874
## [42] train-error:0.184874
## [43] train-error:0.184874
## [44] train-error:0.190476
## [45] train-error:0.196078
## [46] train-error:0.193277
## [47] train-error:0.193277
## [48] train-error:0.193277
## [49] train-error:0.190476
## [50] train-error:0.184874
## [51] train-error:0.187675
## [52] train-error:0.187675
## [53] train-error:0.190476
## [54] train-error:0.193277
## [55] train-error:0.193277
## [56] train-error:0.190476
## [57] train-error:0.190476
## [58] train-error:0.193277
## [59] train-error:0.193277
## [60] train-error:0.193277
## [61] train-error:0.193277
## [62] train-error:0.193277
## [63] train-error:0.196078
## [64] train-error:0.198880
## [65] train-error:0.196078
## [66] train-error:0.193277
## [67] train-error:0.193277
## [68] train-error:0.193277
## [69] train-error:0.193277
## [70] train-error:0.193277
## [71] train-error:0.190476
## [72] train-error:0.187675
## [73] train-error:0.190476
## [74] train-error:0.190476
## [75] train-error:0.193277
## [76] train-error:0.193277
## [77] train-error:0.190476
## [78] train-error:0.193277
## [79] train-error:0.193277
## [80] train-error:0.193277
## [81] train-error:0.190476
## [82] train-error:0.187675
## [83] train-error:0.190476
## [84] train-error:0.190476
## [85] train-error:0.193277
## [86] train-error:0.196078
## [87] train-error:0.193277
## [88] train-error:0.193277
## [89] train-error:0.193277
## [90] train-error:0.196078
## [91] train-error:0.184874
## [92] train-error:0.193277
## [93] train-error:0.179272
## [94] train-error:0.184874
## [95] train-error:0.182073
## [96] train-error:0.182073
## [97] train-error:0.184874
## [98] train-error:0.176471
## [99] train-error:0.176471
## [100]    train-error:0.176471
## [101]    train-error:0.176471
## [102]    train-error:0.173669
## [103]    train-error:0.182073
## [104]    train-error:0.187675
## [105]    train-error:0.173669
## [106]    train-error:0.173669
## [107]    train-error:0.182073
## [108]    train-error:0.182073
## [109]    train-error:0.184874
## [110]    train-error:0.187675
## [111]    train-error:0.184874
## [112]    train-error:0.184874
## [113]    train-error:0.179272
## [114]    train-error:0.184874
## [115]    train-error:0.182073
## [116]    train-error:0.190476
## [117]    train-error:0.179272
## [118]    train-error:0.176471
## [119]    train-error:0.182073
## [120]    train-error:0.182073
## [121]    train-error:0.182073
## [122]    train-error:0.182073
## [123]    train-error:0.184874
## [124]    train-error:0.184874
## [125]    train-error:0.182073
## [126]    train-error:0.179272
## [127]    train-error:0.187675
## [128]    train-error:0.190476
## [129]    train-error:0.187675
## [130]    train-error:0.184874
## [131]    train-error:0.187675
## [132]    train-error:0.187675
## [133]    train-error:0.184874
## [134]    train-error:0.184874
## [135]    train-error:0.182073
## [136]    train-error:0.182073
## [137]    train-error:0.182073
## [138]    train-error:0.184874
## [139]    train-error:0.179272
## [140]    train-error:0.179272
## [141]    train-error:0.182073
## [142]    train-error:0.182073
## [143]    train-error:0.184874
## [144]    train-error:0.184874
## [145]    train-error:0.182073
## [146]    train-error:0.173669
## [147]    train-error:0.176471
## [148]    train-error:0.170868
## [149]    train-error:0.168067
## [150]    train-error:0.168067
## [151]    train-error:0.168067
## [152]    train-error:0.165266
## [153]    train-error:0.165266
## [154]    train-error:0.165266
## [155]    train-error:0.168067
## [156]    train-error:0.168067
## [157]    train-error:0.170868
## [158]    train-error:0.168067
## [159]    train-error:0.168067
## [160]    train-error:0.168067
## [161]    train-error:0.170868
## [162]    train-error:0.170868
## [163]    train-error:0.173669
## [164]    train-error:0.173669
## [165]    train-error:0.170868
## [166]    train-error:0.173669
## [167]    train-error:0.173669
## [168]    train-error:0.170868
## [169]    train-error:0.170868
## [170]    train-error:0.176471
## [171]    train-error:0.176471
## [172]    train-error:0.176471
## [173]    train-error:0.173669
## [174]    train-error:0.170868
## [175]    train-error:0.173669
## [176]    train-error:0.173669
## [177]    train-error:0.173669
## [178]    train-error:0.176471
## [179]    train-error:0.173669
## [180]    train-error:0.176471
## [181]    train-error:0.173669
## [182]    train-error:0.176471
## [183]    train-error:0.176471
## [184]    train-error:0.176471
## [185]    train-error:0.176471
## [186]    train-error:0.168067
## [187]    train-error:0.168067
## [188]    train-error:0.162465
## [189]    train-error:0.170868
## [190]    train-error:0.173669
## [191]    train-error:0.176471
## [192]    train-error:0.170868
## [193]    train-error:0.168067
## [194]    train-error:0.173669
## [195]    train-error:0.168067
## [196]    train-error:0.168067
## [197]    train-error:0.170868
## [198]    train-error:0.165266
## [199]    train-error:0.170868
## [200]    train-error:0.165266
## [201]    train-error:0.170868
## [202]    train-error:0.173669
## [203]    train-error:0.165266
## [204]    train-error:0.165266
## [205]    train-error:0.165266
## [206]    train-error:0.162465
## [207]    train-error:0.162465
## [208]    train-error:0.165266
## [209]    train-error:0.165266
## [210]    train-error:0.168067
## [211]    train-error:0.170868
## [212]    train-error:0.165266
## [213]    train-error:0.170868
## [214]    train-error:0.165266
## [215]    train-error:0.165266
## [216]    train-error:0.162465
## [217]    train-error:0.168067
## [218]    train-error:0.170868
## [219]    train-error:0.173669
## [220]    train-error:0.165266
## [221]    train-error:0.165266
## [222]    train-error:0.168067
## [223]    train-error:0.162465
## [224]    train-error:0.165266
## [225]    train-error:0.165266
## [226]    train-error:0.162465
## [227]    train-error:0.165266
## [228]    train-error:0.165266
## [229]    train-error:0.162465
## [230]    train-error:0.165266
## [231]    train-error:0.162465
## [232]    train-error:0.168067
## [233]    train-error:0.162465
## [234]    train-error:0.165266
## [235]    train-error:0.168067
## [236]    train-error:0.165266
## [237]    train-error:0.165266
## [238]    train-error:0.165266
## [239]    train-error:0.165266
## [240]    train-error:0.168067
## [241]    train-error:0.168067
## [242]    train-error:0.165266
## [243]    train-error:0.168067
## [244]    train-error:0.170868
## [245]    train-error:0.165266
## [246]    train-error:0.165266
## [247]    train-error:0.165266
## [248]    train-error:0.162465
## [249]    train-error:0.159664
## [250]    train-error:0.159664
## [251]    train-error:0.159664
## [252]    train-error:0.159664
## [253]    train-error:0.162465
## [254]    train-error:0.159664
## [255]    train-error:0.156863
## [256]    train-error:0.154062
## [257]    train-error:0.159664
## [258]    train-error:0.156863
## [259]    train-error:0.156863
## [260]    train-error:0.156863
## [261]    train-error:0.156863
## [262]    train-error:0.154062
## [263]    train-error:0.154062
## [264]    train-error:0.156863
## [265]    train-error:0.154062
## [266]    train-error:0.156863
## [267]    train-error:0.156863
## [268]    train-error:0.151261
## [269]    train-error:0.154062
## [270]    train-error:0.154062
## [271]    train-error:0.154062
## [272]    train-error:0.151261
## [273]    train-error:0.151261
## [274]    train-error:0.154062
## [275]    train-error:0.156863
## [276]    train-error:0.154062
## [277]    train-error:0.156863
## [278]    train-error:0.151261
## [279]    train-error:0.151261
## [280]    train-error:0.154062
## [281]    train-error:0.151261
## [282]    train-error:0.156863
## [283]    train-error:0.156863
## [284]    train-error:0.159664
## [285]    train-error:0.154062
## [286]    train-error:0.154062
## [287]    train-error:0.156863
## [288]    train-error:0.156863
## [289]    train-error:0.156863
## [290]    train-error:0.156863
## [291]    train-error:0.154062
## [292]    train-error:0.159664
## [293]    train-error:0.159664
## [294]    train-error:0.162465
## [295]    train-error:0.162465
## [296]    train-error:0.162465
## [297]    train-error:0.162465
## [298]    train-error:0.159664
## [299]    train-error:0.159664
## [300]    train-error:0.159664
## [301]    train-error:0.156863
## [302]    train-error:0.162465
## [303]    train-error:0.165266
## [304]    train-error:0.156863
## [305]    train-error:0.162465
## [306]    train-error:0.162465
## [307]    train-error:0.156863
## [308]    train-error:0.162465
## [309]    train-error:0.154062
## [310]    train-error:0.162465
## [311]    train-error:0.162465
## [312]    train-error:0.159664
## [313]    train-error:0.162465
## [314]    train-error:0.159664
## [315]    train-error:0.162465
## [316]    train-error:0.159664
## [317]    train-error:0.159664
## [318]    train-error:0.159664
## [319]    train-error:0.159664
## [320]    train-error:0.162465
## [321]    train-error:0.159664
## [322]    train-error:0.165266
## [323]    train-error:0.159664
## [324]    train-error:0.156863
## [325]    train-error:0.159664
## [326]    train-error:0.159664
## [327]    train-error:0.159664
## [328]    train-error:0.159664
## [329]    train-error:0.162465
## [330]    train-error:0.162465
## [331]    train-error:0.159664
## [332]    train-error:0.159664
## [333]    train-error:0.165266
## [334]    train-error:0.165266
## [335]    train-error:0.162465
## [336]    train-error:0.162465
## [337]    train-error:0.162465
## [338]    train-error:0.162465
## [339]    train-error:0.165266
## [340]    train-error:0.165266
## [341]    train-error:0.159664
## [342]    train-error:0.162465
## [343]    train-error:0.165266
## [344]    train-error:0.165266
## [345]    train-error:0.162465
## [346]    train-error:0.162465
## [347]    train-error:0.162465
## [348]    train-error:0.162465
## [349]    train-error:0.159664
## [350]    train-error:0.159664
## [351]    train-error:0.159664
## [352]    train-error:0.159664
## [353]    train-error:0.159664
## [354]    train-error:0.159664
## [355]    train-error:0.159664
## [356]    train-error:0.159664
## [357]    train-error:0.159664
## [358]    train-error:0.154062
## [359]    train-error:0.159664
## [360]    train-error:0.159664
## [361]    train-error:0.159664
## [362]    train-error:0.162465
## [363]    train-error:0.162465
## [364]    train-error:0.162465
## [365]    train-error:0.162465
## [366]    train-error:0.162465
## [367]    train-error:0.162465
## [368]    train-error:0.162465
## [369]    train-error:0.162465
## [370]    train-error:0.159664
## [371]    train-error:0.156863
## [372]    train-error:0.156863
## [373]    train-error:0.154062
## [374]    train-error:0.154062
## [375]    train-error:0.154062
## [376]    train-error:0.156863
## [377]    train-error:0.156863
## [378]    train-error:0.156863
## [379]    train-error:0.154062
## [380]    train-error:0.154062
## [381]    train-error:0.154062
## [382]    train-error:0.156863
## [383]    train-error:0.148459
## [384]    train-error:0.151261
## [385]    train-error:0.151261
## [386]    train-error:0.151261
## [387]    train-error:0.151261
## [388]    train-error:0.151261
## [389]    train-error:0.154062
## [390]    train-error:0.154062
## [391]    train-error:0.151261
## [392]    train-error:0.151261
## [393]    train-error:0.151261
## [394]    train-error:0.151261
## [395]    train-error:0.154062
## [396]    train-error:0.154062
## [397]    train-error:0.154062
## [398]    train-error:0.151261
## [399]    train-error:0.151261
## [400]    train-error:0.151261
## [401]    train-error:0.151261
## [402]    train-error:0.148459
## [403]    train-error:0.148459
## [404]    train-error:0.148459
## [405]    train-error:0.154062
## [406]    train-error:0.159664
## [407]    train-error:0.156863
## [408]    train-error:0.156863
## [409]    train-error:0.154062
## [410]    train-error:0.151261
## [411]    train-error:0.154062
## [412]    train-error:0.154062
## [413]    train-error:0.156863
## [414]    train-error:0.156863
## [415]    train-error:0.156863
## [416]    train-error:0.156863
## [417]    train-error:0.156863
## [418]    train-error:0.151261
## [419]    train-error:0.151261
## [420]    train-error:0.148459
## [421]    train-error:0.151261
## [422]    train-error:0.154062
## [423]    train-error:0.151261
## [424]    train-error:0.154062
## [425]    train-error:0.154062
## [426]    train-error:0.154062
## [427]    train-error:0.151261
## [428]    train-error:0.151261
## [429]    train-error:0.151261
## [430]    train-error:0.151261
## [431]    train-error:0.148459
## [432]    train-error:0.154062
## [433]    train-error:0.154062
## [434]    train-error:0.154062
## [435]    train-error:0.154062
## [436]    train-error:0.154062
## [437]    train-error:0.154062
## [438]    train-error:0.151261
## [439]    train-error:0.151261
## [440]    train-error:0.154062
## [441]    train-error:0.151261
## [442]    train-error:0.151261
## [443]    train-error:0.148459
## [444]    train-error:0.151261
## [445]    train-error:0.151261
## [446]    train-error:0.151261
## [447]    train-error:0.154062
## [448]    train-error:0.154062
## [449]    train-error:0.151261
## [450]    train-error:0.151261
## [451]    train-error:0.154062
## [452]    train-error:0.151261
## [453]    train-error:0.151261
## [454]    train-error:0.151261
## [455]    train-error:0.154062
## [456]    train-error:0.154062
## [457]    train-error:0.154062
## [458]    train-error:0.154062
## [459]    train-error:0.154062
## [460]    train-error:0.154062
## [461]    train-error:0.154062
## [462]    train-error:0.154062
## [463]    train-error:0.154062
## [464]    train-error:0.154062
## [465]    train-error:0.151261
## [466]    train-error:0.154062
## [467]    train-error:0.151261
## [468]    train-error:0.154062
## [469]    train-error:0.148459
## [470]    train-error:0.142857
## [471]    train-error:0.142857
## [472]    train-error:0.140056
## [473]    train-error:0.140056
## [474]    train-error:0.142857
## [475]    train-error:0.142857
## [476]    train-error:0.140056
## [477]    train-error:0.140056
## [478]    train-error:0.140056
## [479]    train-error:0.140056
## [480]    train-error:0.140056
## [481]    train-error:0.137255
## [482]    train-error:0.140056
## [483]    train-error:0.140056
## [484]    train-error:0.142857
## [485]    train-error:0.142857
## [486]    train-error:0.142857
## [487]    train-error:0.145658
## [488]    train-error:0.145658
## [489]    train-error:0.145658
## [490]    train-error:0.145658
## [491]    train-error:0.145658
## [492]    train-error:0.142857
## [493]    train-error:0.140056
## [494]    train-error:0.145658
## [495]    train-error:0.145658
## [496]    train-error:0.145658
## [497]    train-error:0.145658
## [498]    train-error:0.145658
## [499]    train-error:0.145658
## [500]    train-error:0.145658
## [501]    train-error:0.145658
## [502]    train-error:0.145658
## [503]    train-error:0.142857
## [504]    train-error:0.148459
## [505]    train-error:0.151261
## [506]    train-error:0.142857
## [507]    train-error:0.145658
## [508]    train-error:0.145658
## [509]    train-error:0.145658
## [510]    train-error:0.145658
## [511]    train-error:0.142857
## [512]    train-error:0.148459
## [513]    train-error:0.145658
## [514]    train-error:0.148459
## [515]    train-error:0.145658
## [516]    train-error:0.148459
## [517]    train-error:0.148459
## [518]    train-error:0.148459
## [519]    train-error:0.145658
## [520]    train-error:0.145658
## [521]    train-error:0.145658
## [522]    train-error:0.145658
## [523]    train-error:0.148459
## [524]    train-error:0.151261
## [525]    train-error:0.148459
## [526]    train-error:0.154062
## [527]    train-error:0.148459
## [528]    train-error:0.154062
## [529]    train-error:0.148459
## [530]    train-error:0.148459
## [0]  train-error:0.335196
## [1]  train-error:0.223464
## [2]  train-error:0.212290
## [3]  train-error:0.212290
## [4]  train-error:0.212290
## [5]  train-error:0.215084
## [6]  train-error:0.217877
## [7]  train-error:0.220670
## [8]  train-error:0.220670
## [9]  train-error:0.217877
## [10] train-error:0.215084
## [11] train-error:0.206704
## [12] train-error:0.206704
## [13] train-error:0.220670
## [14] train-error:0.220670
## [15] train-error:0.220670
## [16] train-error:0.212290
## [17] train-error:0.203911
## [18] train-error:0.206704
## [19] train-error:0.203911
## [20] train-error:0.203911
## [21] train-error:0.203911
## [22] train-error:0.198324
## [23] train-error:0.201117
## [24] train-error:0.201117
## [25] train-error:0.203911
## [26] train-error:0.209497
## [27] train-error:0.209497
## [28] train-error:0.203911
## [29] train-error:0.209497
## [30] train-error:0.206704
## [31] train-error:0.195531
## [32] train-error:0.203911
## [33] train-error:0.203911
## [34] train-error:0.206704
## [35] train-error:0.201117
## [36] train-error:0.209497
## [37] train-error:0.209497
## [38] train-error:0.209497
## [39] train-error:0.209497
## [40] train-error:0.209497
## [41] train-error:0.192737
## [42] train-error:0.198324
## [43] train-error:0.203911
## [44] train-error:0.201117
## [45] train-error:0.201117
## [46] train-error:0.206704
## [47] train-error:0.201117
## [48] train-error:0.203911
## [49] train-error:0.201117
## [50] train-error:0.198324
## [51] train-error:0.201117
## [52] train-error:0.209497
## [53] train-error:0.209497
## [54] train-error:0.209497
## [55] train-error:0.206704
## [56] train-error:0.201117
## [57] train-error:0.206704
## [58] train-error:0.195531
## [59] train-error:0.206704
## [60] train-error:0.203911
## [61] train-error:0.203911
## [62] train-error:0.201117
## [63] train-error:0.198324
## [64] train-error:0.198324
## [65] train-error:0.198324
## [66] train-error:0.198324
## [67] train-error:0.195531
## [68] train-error:0.206704
## [69] train-error:0.195531
## [70] train-error:0.203911
## [71] train-error:0.189944
## [72] train-error:0.192737
## [73] train-error:0.192737
## [74] train-error:0.201117
## [75] train-error:0.195531
## [76] train-error:0.192737
## [77] train-error:0.187151
## [78] train-error:0.192737
## [79] train-error:0.203911
## [80] train-error:0.206704
## [81] train-error:0.195531
## [82] train-error:0.206704
## [83] train-error:0.192737
## [84] train-error:0.192737
## [85] train-error:0.201117
## [86] train-error:0.203911
## [87] train-error:0.206704
## [88] train-error:0.209497
## [89] train-error:0.201117
## [90] train-error:0.192737
## [91] train-error:0.206704
## [92] train-error:0.209497
## [93] train-error:0.198324
## [94] train-error:0.198324
## [95] train-error:0.206704
## [96] train-error:0.198324
## [97] train-error:0.198324
## [98] train-error:0.198324
## [99] train-error:0.201117
## [100]    train-error:0.217877
## [101]    train-error:0.209497
## [102]    train-error:0.212290
## [103]    train-error:0.226257
## [104]    train-error:0.209497
## [105]    train-error:0.201117
## [106]    train-error:0.201117
## [107]    train-error:0.192737
## [108]    train-error:0.223464
## [109]    train-error:0.220670
## [110]    train-error:0.212290
## [111]    train-error:0.220670
## [112]    train-error:0.209497
## [113]    train-error:0.217877
## [114]    train-error:0.201117
## [115]    train-error:0.195531
## [116]    train-error:0.215084
## [117]    train-error:0.195531
## [118]    train-error:0.212290
## [119]    train-error:0.212290
## [120]    train-error:0.212290
## [121]    train-error:0.203911
## [122]    train-error:0.206704
## [123]    train-error:0.223464
## [124]    train-error:0.220670
## [125]    train-error:0.229050
## [126]    train-error:0.212290
## [127]    train-error:0.206704
## [128]    train-error:0.201117
## [129]    train-error:0.195531
## [130]    train-error:0.201117
## [131]    train-error:0.212290
## [132]    train-error:0.201117
## [133]    train-error:0.212290
## [134]    train-error:0.212290
## [135]    train-error:0.215084
## [136]    train-error:0.198324
## [137]    train-error:0.203911
## [138]    train-error:0.201117
## [139]    train-error:0.189944
## [140]    train-error:0.198324
## [141]    train-error:0.209497
## [142]    train-error:0.206704
## [143]    train-error:0.212290
## [144]    train-error:0.209497
## [145]    train-error:0.203911
## [146]    train-error:0.195531
## [147]    train-error:0.187151
## [148]    train-error:0.181564
## [149]    train-error:0.178771
## [150]    train-error:0.184358
## [151]    train-error:0.187151
## [152]    train-error:0.187151
## [153]    train-error:0.181564
## [154]    train-error:0.178771
## [155]    train-error:0.178771
## [156]    train-error:0.170391
## [157]    train-error:0.175978
## [158]    train-error:0.164804
## [159]    train-error:0.164804
## [160]    train-error:0.175978
## [161]    train-error:0.173184
## [162]    train-error:0.167598
## [163]    train-error:0.175978
## [164]    train-error:0.181564
## [165]    train-error:0.175978
## [166]    train-error:0.173184
## [167]    train-error:0.178771
## [168]    train-error:0.181564
## [169]    train-error:0.189944
## [170]    train-error:0.184358
## [171]    train-error:0.184358
## [172]    train-error:0.170391
## [173]    train-error:0.170391
## [174]    train-error:0.178771
## [175]    train-error:0.175978
## [176]    train-error:0.184358
## [177]    train-error:0.173184
## [178]    train-error:0.181564
## [179]    train-error:0.170391
## [180]    train-error:0.178771
## [181]    train-error:0.170391
## [182]    train-error:0.173184
## [183]    train-error:0.181564
## [184]    train-error:0.192737
## [185]    train-error:0.189944
## [186]    train-error:0.178771
## [187]    train-error:0.178771
## [188]    train-error:0.173184
## [189]    train-error:0.170391
## [190]    train-error:0.170391
## [191]    train-error:0.173184
## [192]    train-error:0.170391
## [193]    train-error:0.167598
## [194]    train-error:0.164804
## [195]    train-error:0.178771
## [196]    train-error:0.181564
## [197]    train-error:0.175978
## [198]    train-error:0.170391
## [199]    train-error:0.173184
## [200]    train-error:0.181564
## [201]    train-error:0.178771
## [202]    train-error:0.178771
## [203]    train-error:0.181564
## [204]    train-error:0.181564
## [205]    train-error:0.181564
## [206]    train-error:0.181564
## [207]    train-error:0.181564
## [208]    train-error:0.178771
## [209]    train-error:0.173184
## [210]    train-error:0.178771
## [211]    train-error:0.173184
## [212]    train-error:0.189944
## [213]    train-error:0.181564
## [214]    train-error:0.184358
## [215]    train-error:0.181564
## [216]    train-error:0.189944
## [217]    train-error:0.189944
## [218]    train-error:0.187151
## [219]    train-error:0.178771
## [220]    train-error:0.192737
## [221]    train-error:0.192737
## [222]    train-error:0.170391
## [223]    train-error:0.170391
## [224]    train-error:0.173184
## [225]    train-error:0.159218
## [226]    train-error:0.173184
## [227]    train-error:0.184358
## [228]    train-error:0.173184
## [229]    train-error:0.175978
## [230]    train-error:0.162011
## [231]    train-error:0.162011
## [232]    train-error:0.181564
## [233]    train-error:0.173184
## [234]    train-error:0.173184
## [235]    train-error:0.181564
## [236]    train-error:0.181564
## [237]    train-error:0.175978
## [238]    train-error:0.178771
## [239]    train-error:0.187151
## [240]    train-error:0.187151
## [241]    train-error:0.181564
## [242]    train-error:0.181564
## [243]    train-error:0.181564
## [244]    train-error:0.181564
## [245]    train-error:0.189944
## [246]    train-error:0.192737
## [247]    train-error:0.187151
## [248]    train-error:0.184358
## [249]    train-error:0.181564
## [250]    train-error:0.195531
## [251]    train-error:0.189944
## [252]    train-error:0.189944
## [253]    train-error:0.187151
## [254]    train-error:0.184358
## [255]    train-error:0.192737
## [256]    train-error:0.189944
## [257]    train-error:0.184358
## [258]    train-error:0.189944
## [259]    train-error:0.189944
## [260]    train-error:0.181564
## [261]    train-error:0.184358
## [262]    train-error:0.187151
## [263]    train-error:0.189944
## [264]    train-error:0.184358
## [265]    train-error:0.203911
## [266]    train-error:0.192737
## [267]    train-error:0.189944
## [268]    train-error:0.198324
## [269]    train-error:0.187151
## [270]    train-error:0.195531
## [271]    train-error:0.178771
## [272]    train-error:0.195531
## [273]    train-error:0.198324
## [274]    train-error:0.198324
## [275]    train-error:0.187151
## [276]    train-error:0.192737
## [277]    train-error:0.195531
## [278]    train-error:0.187151
## [279]    train-error:0.189944
## [280]    train-error:0.189944
## [281]    train-error:0.198324
## [282]    train-error:0.198324
## [283]    train-error:0.187151
## [284]    train-error:0.195531
## [285]    train-error:0.181564
## [286]    train-error:0.181564
## [287]    train-error:0.178771
## [288]    train-error:0.178771
## [289]    train-error:0.181564
## [290]    train-error:0.192737
## [291]    train-error:0.189944
## [292]    train-error:0.175978
## [293]    train-error:0.175978
## [294]    train-error:0.181564
## [295]    train-error:0.181564
## [296]    train-error:0.184358
## [297]    train-error:0.181564
## [298]    train-error:0.175978
## [299]    train-error:0.167598
## [300]    train-error:0.167598
## [301]    train-error:0.170391
## [302]    train-error:0.175978
## [303]    train-error:0.175978
## [304]    train-error:0.181564
## [305]    train-error:0.175978
## [306]    train-error:0.187151
## [307]    train-error:0.173184
## [308]    train-error:0.181564
## [309]    train-error:0.173184
## [310]    train-error:0.184358
## [311]    train-error:0.184358
## [312]    train-error:0.184358
## [313]    train-error:0.184358
## [314]    train-error:0.187151
## [315]    train-error:0.187151
## [316]    train-error:0.178771
## [317]    train-error:0.181564
## [318]    train-error:0.181564
## [319]    train-error:0.175978
## [320]    train-error:0.175978
## [321]    train-error:0.181564
## [322]    train-error:0.181564
## [323]    train-error:0.187151
## [324]    train-error:0.189944
## [325]    train-error:0.181564
## [326]    train-error:0.175978
## [327]    train-error:0.187151
## [328]    train-error:0.181564
## [329]    train-error:0.187151
## [330]    train-error:0.184358
## [331]    train-error:0.184358
## [332]    train-error:0.181564
## [333]    train-error:0.184358
## [334]    train-error:0.175978
## [335]    train-error:0.178771
## [336]    train-error:0.184358
## [337]    train-error:0.189944
## [338]    train-error:0.189944
## [339]    train-error:0.195531
## [340]    train-error:0.187151
## [341]    train-error:0.181564
## [342]    train-error:0.187151
## [343]    train-error:0.189944
## [344]    train-error:0.187151
## [345]    train-error:0.178771
## [346]    train-error:0.189944
## [347]    train-error:0.184358
## [348]    train-error:0.187151
## [349]    train-error:0.189944
## [350]    train-error:0.189944
## [351]    train-error:0.192737
## [352]    train-error:0.187151
## [353]    train-error:0.189944
## [354]    train-error:0.187151
## [355]    train-error:0.175978
## [356]    train-error:0.184358
## [357]    train-error:0.189944
## [358]    train-error:0.184358
## [359]    train-error:0.173184
## [360]    train-error:0.187151
## [361]    train-error:0.184358
## [362]    train-error:0.181564
## [363]    train-error:0.181564
## [364]    train-error:0.173184
## [365]    train-error:0.175978
## [366]    train-error:0.181564
## [367]    train-error:0.175978
## [368]    train-error:0.181564
## [369]    train-error:0.181564
## [370]    train-error:0.184358
## [371]    train-error:0.175978
## [372]    train-error:0.173184
## [373]    train-error:0.178771
## [374]    train-error:0.178771
## [375]    train-error:0.175978
## [376]    train-error:0.170391
## [377]    train-error:0.173184
## [378]    train-error:0.175978
## [379]    train-error:0.175978
## [380]    train-error:0.173184
## [381]    train-error:0.170391
## [382]    train-error:0.170391
## [383]    train-error:0.170391
## [384]    train-error:0.170391
## [385]    train-error:0.181564
## [386]    train-error:0.173184
## [387]    train-error:0.181564
## [388]    train-error:0.173184
## [389]    train-error:0.170391
## [390]    train-error:0.170391
## [391]    train-error:0.175978
## [392]    train-error:0.175978
## [393]    train-error:0.173184
## [394]    train-error:0.175978
## [395]    train-error:0.175978
## [396]    train-error:0.164804
## [397]    train-error:0.181564
## [398]    train-error:0.173184
## [399]    train-error:0.175978
## [400]    train-error:0.178771
## [401]    train-error:0.175978
## [402]    train-error:0.184358
## [403]    train-error:0.192737
## [404]    train-error:0.184358
## [405]    train-error:0.175978
## [406]    train-error:0.164804
## [407]    train-error:0.175978
## [408]    train-error:0.173184
## [409]    train-error:0.170391
## [410]    train-error:0.184358
## [411]    train-error:0.164804
## [412]    train-error:0.167598
## [413]    train-error:0.173184
## [414]    train-error:0.189944
## [415]    train-error:0.187151
## [416]    train-error:0.173184
## [417]    train-error:0.170391
## [418]    train-error:0.167598
## [419]    train-error:0.167598
## [420]    train-error:0.164804
## [421]    train-error:0.170391
## [422]    train-error:0.170391
## [423]    train-error:0.159218
## [424]    train-error:0.175978
## [425]    train-error:0.164804
## [426]    train-error:0.162011
## [427]    train-error:0.181564
## [428]    train-error:0.187151
## [429]    train-error:0.173184
## [430]    train-error:0.167598
## [431]    train-error:0.164804
## [432]    train-error:0.162011
## [433]    train-error:0.170391
## [434]    train-error:0.178771
## [435]    train-error:0.178771
## [436]    train-error:0.167598
## [437]    train-error:0.175978
## [438]    train-error:0.178771
## [439]    train-error:0.181564
## [440]    train-error:0.181564
## [441]    train-error:0.189944
## [442]    train-error:0.184358
## [443]    train-error:0.173184
## [444]    train-error:0.173184
## [445]    train-error:0.173184
## [446]    train-error:0.173184
## [447]    train-error:0.173184
## [448]    train-error:0.184358
## [449]    train-error:0.184358
## [450]    train-error:0.181564
## [451]    train-error:0.178771
## [452]    train-error:0.170391
## [453]    train-error:0.175978
## [454]    train-error:0.175978
## [455]    train-error:0.170391
## [456]    train-error:0.178771
## [457]    train-error:0.175978
## [458]    train-error:0.175978
## [459]    train-error:0.175978
## [460]    train-error:0.187151
## [461]    train-error:0.181564
## [462]    train-error:0.173184
## [463]    train-error:0.170391
## [464]    train-error:0.170391
## [465]    train-error:0.175978
## [466]    train-error:0.170391
## [467]    train-error:0.167598
## [468]    train-error:0.184358
## [469]    train-error:0.167598
## [470]    train-error:0.162011
## [471]    train-error:0.162011
## [472]    train-error:0.167598
## [473]    train-error:0.173184
## [474]    train-error:0.164804
## [475]    train-error:0.162011
## [0]  train-error:0.316527
## [1]  train-error:0.274510
## [2]  train-error:0.280112
## [3]  train-error:0.271709
## [4]  train-error:0.215686
## [5]  train-error:0.196078
## [6]  train-error:0.207283
## [7]  train-error:0.182073
## [8]  train-error:0.182073
## [9]  train-error:0.179272
## [10] train-error:0.190476
## [11] train-error:0.187675
## [12] train-error:0.187675
## [13] train-error:0.182073
## [14] train-error:0.184874
## [15] train-error:0.176471
## [16] train-error:0.173669
## [17] train-error:0.170868
## [18] train-error:0.179272
## [19] train-error:0.168067
## [20] train-error:0.173669
## [21] train-error:0.168067
## [22] train-error:0.165266
## [23] train-error:0.168067
## [24] train-error:0.170868
## [25] train-error:0.170868
## [26] train-error:0.162465
## [27] train-error:0.156863
## [28] train-error:0.168067
## [29] train-error:0.162465
## [30] train-error:0.162465
## [31] train-error:0.168067
## [32] train-error:0.190476
## [33] train-error:0.182073
## [34] train-error:0.182073
## [35] train-error:0.173669
## [36] train-error:0.176471
## [37] train-error:0.179272
## [38] train-error:0.173669
## [39] train-error:0.173669
## [40] train-error:0.173669
## [41] train-error:0.168067
## [42] train-error:0.176471
## [43] train-error:0.176471
## [44] train-error:0.173669
## [45] train-error:0.170868
## [46] train-error:0.173669
## [47] train-error:0.173669
## [48] train-error:0.165266
## [49] train-error:0.156863
## [50] train-error:0.154062
## [51] train-error:0.168067
## [52] train-error:0.173669
## [53] train-error:0.168067
## [54] train-error:0.165266
## [55] train-error:0.165266
## [56] train-error:0.165266
## [57] train-error:0.159664
## [58] train-error:0.162465
## [59] train-error:0.162465
## [60] train-error:0.162465
## [61] train-error:0.159664
## [62] train-error:0.159664
## [63] train-error:0.156863
## [64] train-error:0.165266
## [65] train-error:0.165266
## [66] train-error:0.165266
## [67] train-error:0.165266
## [68] train-error:0.148459
## [69] train-error:0.151261
## [70] train-error:0.151261
## [71] train-error:0.151261
## [72] train-error:0.168067
## [73] train-error:0.142857
## [74] train-error:0.151261
## [75] train-error:0.134454
## [76] train-error:0.137255
## [77] train-error:0.148459
## [78] train-error:0.142857
## [79] train-error:0.154062
## [80] train-error:0.151261
## [81] train-error:0.151261
## [82] train-error:0.159664
## [83] train-error:0.145658
## [84] train-error:0.151261
## [85] train-error:0.148459
## [86] train-error:0.148459
## [87] train-error:0.145658
## [88] train-error:0.145658
## [89] train-error:0.151261
## [90] train-error:0.145658
## [91] train-error:0.145658
## [92] train-error:0.154062
## [93] train-error:0.145658
## [94] train-error:0.142857
## [95] train-error:0.159664
## [96] train-error:0.145658
## [97] train-error:0.145658
## [98] train-error:0.148459
## [99] train-error:0.156863
## [100]    train-error:0.159664
## [101]    train-error:0.154062
## [102]    train-error:0.151261
## [103]    train-error:0.154062
## [104]    train-error:0.165266
## [105]    train-error:0.159664
## [106]    train-error:0.162465
## [107]    train-error:0.145658
## [108]    train-error:0.145658
## [109]    train-error:0.151261
## [110]    train-error:0.170868
## [111]    train-error:0.170868
## [112]    train-error:0.165266
## [113]    train-error:0.162465
## [114]    train-error:0.159664
## [115]    train-error:0.154062
## [116]    train-error:0.156863
## [117]    train-error:0.159664
## [118]    train-error:0.156863
## [119]    train-error:0.148459
## [120]    train-error:0.140056
## [121]    train-error:0.140056
## [122]    train-error:0.156863
## [123]    train-error:0.140056
## [124]    train-error:0.148459
## [125]    train-error:0.145658
## [126]    train-error:0.145658
## [127]    train-error:0.165266
## [128]    train-error:0.142857
## [129]    train-error:0.140056
## [130]    train-error:0.154062
## [131]    train-error:0.142857
## [132]    train-error:0.142857
## [133]    train-error:0.140056
## [134]    train-error:0.148459
## [135]    train-error:0.137255
## [136]    train-error:0.151261
## [137]    train-error:0.145658
## [138]    train-error:0.128852
## [139]    train-error:0.140056
## [140]    train-error:0.140056
## [141]    train-error:0.145658
## [142]    train-error:0.142857
## [143]    train-error:0.140056
## [144]    train-error:0.140056
## [145]    train-error:0.159664
## [146]    train-error:0.154062
## [147]    train-error:0.173669
## [148]    train-error:0.148459
## [149]    train-error:0.154062
## [150]    train-error:0.148459
## [151]    train-error:0.140056
## [152]    train-error:0.151261
## [153]    train-error:0.140056
## [154]    train-error:0.148459
## [155]    train-error:0.142857
## [156]    train-error:0.148459
## [157]    train-error:0.145658
## [158]    train-error:0.142857
## [159]    train-error:0.156863
## [160]    train-error:0.156863
## [161]    train-error:0.156863
## [162]    train-error:0.151261
## [163]    train-error:0.145658
## [164]    train-error:0.156863
## [165]    train-error:0.137255
## [166]    train-error:0.137255
## [167]    train-error:0.137255
## [168]    train-error:0.140056
## [169]    train-error:0.148459
## [170]    train-error:0.156863
## [171]    train-error:0.154062
## [172]    train-error:0.156863
## [173]    train-error:0.159664
## [174]    train-error:0.159664
## [175]    train-error:0.162465
## [176]    train-error:0.168067
## [177]    train-error:0.162465
## [178]    train-error:0.170868
## [179]    train-error:0.168067
## [180]    train-error:0.159664
## [181]    train-error:0.151261
## [182]    train-error:0.151261
## [183]    train-error:0.162465
## [184]    train-error:0.168067
## [185]    train-error:0.162465
## [186]    train-error:0.159664
## [187]    train-error:0.156863
## [188]    train-error:0.159664
## [189]    train-error:0.154062
## [190]    train-error:0.159664
## [191]    train-error:0.182073
## [192]    train-error:0.173669
## [193]    train-error:0.165266
## [194]    train-error:0.162465
## [195]    train-error:0.168067
## [196]    train-error:0.156863
## [197]    train-error:0.154062
## [198]    train-error:0.154062
## [199]    train-error:0.154062
## [200]    train-error:0.151261
## [201]    train-error:0.159664
## [202]    train-error:0.156863
## [203]    train-error:0.140056
## [204]    train-error:0.151261
## [205]    train-error:0.162465
## [206]    train-error:0.156863
## [207]    train-error:0.159664
## [208]    train-error:0.159664
## [209]    train-error:0.148459
## [210]    train-error:0.159664
## [211]    train-error:0.151261
## [212]    train-error:0.151261
## [213]    train-error:0.154062
## [214]    train-error:0.156863
## [215]    train-error:0.148459
## [216]    train-error:0.148459
## [217]    train-error:0.165266
## [218]    train-error:0.162465
## [219]    train-error:0.151261
## [220]    train-error:0.154062
## [221]    train-error:0.156863
## [222]    train-error:0.162465
## [223]    train-error:0.148459
## [224]    train-error:0.159664
## [225]    train-error:0.154062
## [226]    train-error:0.156863
## [227]    train-error:0.173669
## [228]    train-error:0.159664
## [229]    train-error:0.162465
## [230]    train-error:0.154062
## [231]    train-error:0.145658
## [232]    train-error:0.148459
## [233]    train-error:0.148459
## [234]    train-error:0.154062
## [235]    train-error:0.154062
## [236]    train-error:0.145658
## [237]    train-error:0.154062
## [238]    train-error:0.142857
## [239]    train-error:0.148459
## [240]    train-error:0.151261
## [241]    train-error:0.148459
## [242]    train-error:0.145658
## [243]    train-error:0.145658
## [244]    train-error:0.154062
## [245]    train-error:0.154062
## [246]    train-error:0.148459
## [247]    train-error:0.151261
## [248]    train-error:0.154062
## [249]    train-error:0.159664
## [250]    train-error:0.151261
## [251]    train-error:0.168067
## [252]    train-error:0.162465
## [253]    train-error:0.145658
## [254]    train-error:0.156863
## [255]    train-error:0.148459
## [256]    train-error:0.154062
## [257]    train-error:0.148459
## [258]    train-error:0.151261
## [259]    train-error:0.156863
## [260]    train-error:0.159664
## [261]    train-error:0.148459
## [262]    train-error:0.156863
## [263]    train-error:0.159664
## [264]    train-error:0.165266
## [265]    train-error:0.159664
## [266]    train-error:0.154062
## [267]    train-error:0.159664
## [268]    train-error:0.170868
## [269]    train-error:0.151261
## [270]    train-error:0.148459
## [271]    train-error:0.148459
## [272]    train-error:0.173669
## [273]    train-error:0.165266
## [274]    train-error:0.159664
## [275]    train-error:0.165266
## [276]    train-error:0.151261
## [277]    train-error:0.162465
## [278]    train-error:0.165266
## [279]    train-error:0.162465
## [280]    train-error:0.168067
## [281]    train-error:0.168067
## [282]    train-error:0.165266
## [283]    train-error:0.162465
## [284]    train-error:0.159664
## [285]    train-error:0.154062
## [286]    train-error:0.165266
## [287]    train-error:0.170868
## [288]    train-error:0.170868
## [289]    train-error:0.173669
## [290]    train-error:0.173669
## [291]    train-error:0.176471
## [292]    train-error:0.162465
## [293]    train-error:0.168067
## [294]    train-error:0.173669
## [295]    train-error:0.173669
## [296]    train-error:0.170868
## [297]    train-error:0.170868
## [298]    train-error:0.168067
## [299]    train-error:0.165266
## [300]    train-error:0.162465
## [301]    train-error:0.162465
## [302]    train-error:0.154062
## [303]    train-error:0.145658
## [304]    train-error:0.151261
## [305]    train-error:0.151261
## [306]    train-error:0.159664
## [307]    train-error:0.151261
## [308]    train-error:0.154062
## [309]    train-error:0.159664
## [310]    train-error:0.162465
## [311]    train-error:0.154062
## [312]    train-error:0.148459
## [313]    train-error:0.156863
## [314]    train-error:0.151261
## [315]    train-error:0.159664
## [316]    train-error:0.156863
## [317]    train-error:0.148459
## [318]    train-error:0.142857
## [319]    train-error:0.156863
## [320]    train-error:0.156863
## [321]    train-error:0.142857
## [322]    train-error:0.156863
## [323]    train-error:0.156863
## [324]    train-error:0.140056
## [325]    train-error:0.151261
## [326]    train-error:0.142857
## [327]    train-error:0.145658
## [328]    train-error:0.148459
## [329]    train-error:0.137255
## [330]    train-error:0.137255
## [331]    train-error:0.140056
## [332]    train-error:0.154062
## [333]    train-error:0.145658
## [334]    train-error:0.154062
## [335]    train-error:0.165266
## [336]    train-error:0.159664
## [337]    train-error:0.156863
## [338]    train-error:0.162465
## [339]    train-error:0.159664
## [340]    train-error:0.156863
## [341]    train-error:0.156863
## [342]    train-error:0.154062
## [343]    train-error:0.145658
## [344]    train-error:0.162465
## [345]    train-error:0.148459
## [346]    train-error:0.156863
## [347]    train-error:0.156863
## [348]    train-error:0.154062
## [349]    train-error:0.154062
## [350]    train-error:0.151261
## [351]    train-error:0.148459
## [352]    train-error:0.140056
## [353]    train-error:0.140056
## [354]    train-error:0.142857
## [355]    train-error:0.145658
## [356]    train-error:0.142857
## [357]    train-error:0.154062
## [358]    train-error:0.145658
## [359]    train-error:0.148459
## [360]    train-error:0.148459
## [361]    train-error:0.145658
## [362]    train-error:0.137255
## [363]    train-error:0.142857
## [364]    train-error:0.142857
## [365]    train-error:0.148459
## [366]    train-error:0.140056
## [367]    train-error:0.148459
## [368]    train-error:0.137255
## [369]    train-error:0.151261
## [370]    train-error:0.148459
## [371]    train-error:0.148459
## [372]    train-error:0.128852
## [373]    train-error:0.131653
## [374]    train-error:0.140056
## [375]    train-error:0.142857
## [376]    train-error:0.142857
## [377]    train-error:0.142857
## [378]    train-error:0.142857
## [379]    train-error:0.142857
## [380]    train-error:0.148459
## [381]    train-error:0.151261
## [382]    train-error:0.145658
## [383]    train-error:0.145658
## [384]    train-error:0.142857
## [385]    train-error:0.148459
## [386]    train-error:0.142857
## [387]    train-error:0.140056
## [388]    train-error:0.145658
## [389]    train-error:0.140056
## [390]    train-error:0.142857
## [391]    train-error:0.134454
## [392]    train-error:0.145658
## [393]    train-error:0.140056
## [394]    train-error:0.140056
## [395]    train-error:0.137255
## [396]    train-error:0.134454
## [397]    train-error:0.134454
## [398]    train-error:0.137255
## [399]    train-error:0.137255
## [400]    train-error:0.128852
## [401]    train-error:0.134454
## [402]    train-error:0.134454
## [403]    train-error:0.131653
## [404]    train-error:0.131653
## [405]    train-error:0.131653
## [406]    train-error:0.131653
## [407]    train-error:0.142857
## [408]    train-error:0.134454
## [409]    train-error:0.140056
## [410]    train-error:0.131653
## [411]    train-error:0.128852
## [412]    train-error:0.140056
## [413]    train-error:0.140056
## [414]    train-error:0.137255
## [415]    train-error:0.140056
## [416]    train-error:0.140056
## [417]    train-error:0.137255
## [418]    train-error:0.145658
## [419]    train-error:0.148459
## [420]    train-error:0.140056
## [421]    train-error:0.131653
## [422]    train-error:0.131653
## [423]    train-error:0.131653
## [424]    train-error:0.148459
## [425]    train-error:0.151261
## [426]    train-error:0.137255
## [427]    train-error:0.145658
## [428]    train-error:0.154062
## [429]    train-error:0.148459
## [430]    train-error:0.137255
## [431]    train-error:0.151261
## [432]    train-error:0.131653
## [433]    train-error:0.126050
## [434]    train-error:0.142857
## [435]    train-error:0.154062
## [436]    train-error:0.148459
## [437]    train-error:0.142857
## [438]    train-error:0.142857
## [439]    train-error:0.142857
## [440]    train-error:0.148459
## [441]    train-error:0.131653
## [442]    train-error:0.126050
## [443]    train-error:0.145658
## [444]    train-error:0.131653
## [445]    train-error:0.128852
## [446]    train-error:0.148459
## [447]    train-error:0.154062
## [448]    train-error:0.148459
## [449]    train-error:0.140056
## [450]    train-error:0.162465
## [451]    train-error:0.137255
## [452]    train-error:0.137255
## [453]    train-error:0.159664
## [454]    train-error:0.140056
## [455]    train-error:0.142857
## [456]    train-error:0.142857
## [457]    train-error:0.140056
## [458]    train-error:0.148459
## [459]    train-error:0.162465
## [460]    train-error:0.154062
## [461]    train-error:0.142857
## [462]    train-error:0.131653
## [463]    train-error:0.140056
## [464]    train-error:0.142857
## [465]    train-error:0.131653
## [466]    train-error:0.128852
## [467]    train-error:0.151261
## [468]    train-error:0.151261
## [469]    train-error:0.148459
## [470]    train-error:0.145658
## [471]    train-error:0.137255
## [472]    train-error:0.123249
## [473]    train-error:0.140056
## [474]    train-error:0.151261
## [475]    train-error:0.131653
## [0]  train-error:0.344538
## [1]  train-error:0.327731
## [2]  train-error:0.229692
## [3]  train-error:0.224090
## [4]  train-error:0.221289
## [5]  train-error:0.201681
## [6]  train-error:0.187675
## [7]  train-error:0.193277
## [8]  train-error:0.196078
## [9]  train-error:0.198880
## [10] train-error:0.198880
## [11] train-error:0.190476
## [12] train-error:0.190476
## [13] train-error:0.207283
## [14] train-error:0.207283
## [15] train-error:0.201681
## [16] train-error:0.210084
## [17] train-error:0.182073
## [18] train-error:0.201681
## [19] train-error:0.201681
## [20] train-error:0.193277
## [21] train-error:0.190476
## [22] train-error:0.196078
## [23] train-error:0.190476
## [24] train-error:0.198880
## [25] train-error:0.204482
## [26] train-error:0.218487
## [27] train-error:0.207283
## [28] train-error:0.204482
## [29] train-error:0.210084
## [30] train-error:0.190476
## [31] train-error:0.190476
## [32] train-error:0.182073
## [33] train-error:0.182073
## [34] train-error:0.193277
## [35] train-error:0.198880
## [36] train-error:0.201681
## [37] train-error:0.204482
## [38] train-error:0.187675
## [39] train-error:0.182073
## [40] train-error:0.204482
## [41] train-error:0.201681
## [42] train-error:0.187675
## [43] train-error:0.187675
## [44] train-error:0.207283
## [45] train-error:0.182073
## [46] train-error:0.193277
## [47] train-error:0.190476
## [48] train-error:0.182073
## [49] train-error:0.201681
## [50] train-error:0.196078
## [51] train-error:0.193277
## [52] train-error:0.182073
## [53] train-error:0.182073
## [54] train-error:0.176471
## [55] train-error:0.201681
## [56] train-error:0.193277
## [57] train-error:0.196078
## [58] train-error:0.201681
## [59] train-error:0.198880
## [60] train-error:0.187675
## [61] train-error:0.193277
## [62] train-error:0.193277
## [63] train-error:0.184874
## [64] train-error:0.190476
## [65] train-error:0.179272
## [66] train-error:0.176471
## [67] train-error:0.182073
## [68] train-error:0.190476
## [69] train-error:0.173669
## [70] train-error:0.168067
## [71] train-error:0.165266
## [72] train-error:0.176471
## [73] train-error:0.168067
## [74] train-error:0.176471
## [75] train-error:0.176471
## [76] train-error:0.173669
## [77] train-error:0.168067
## [78] train-error:0.168067
## [79] train-error:0.182073
## [80] train-error:0.182073
## [81] train-error:0.190476
## [82] train-error:0.193277
## [83] train-error:0.176471
## [84] train-error:0.170868
## [85] train-error:0.179272
## [86] train-error:0.168067
## [87] train-error:0.179272
## [88] train-error:0.170868
## [89] train-error:0.182073
## [90] train-error:0.182073
## [91] train-error:0.165266
## [92] train-error:0.151261
## [93] train-error:0.182073
## [94] train-error:0.184874
## [95] train-error:0.190476
## [96] train-error:0.193277
## [97] train-error:0.179272
## [98] train-error:0.179272
## [99] train-error:0.190476
## [100]    train-error:0.190476
## [101]    train-error:0.190476
## [102]    train-error:0.187675
## [103]    train-error:0.190476
## [104]    train-error:0.187675
## [105]    train-error:0.179272
## [106]    train-error:0.182073
## [107]    train-error:0.187675
## [108]    train-error:0.184874
## [109]    train-error:0.182073
## [110]    train-error:0.182073
## [111]    train-error:0.176471
## [112]    train-error:0.179272
## [113]    train-error:0.179272
## [114]    train-error:0.196078
## [115]    train-error:0.184874
## [116]    train-error:0.182073
## [117]    train-error:0.176471
## [118]    train-error:0.193277
## [119]    train-error:0.193277
## [120]    train-error:0.190476
## [121]    train-error:0.187675
## [122]    train-error:0.204482
## [123]    train-error:0.193277
## [124]    train-error:0.173669
## [125]    train-error:0.182073
## [126]    train-error:0.170868
## [127]    train-error:0.182073
## [128]    train-error:0.190476
## [129]    train-error:0.193277
## [130]    train-error:0.190476
## [131]    train-error:0.187675
## [132]    train-error:0.184874
## [133]    train-error:0.182073
## [134]    train-error:0.190476
## [135]    train-error:0.187675
## [136]    train-error:0.182073
## [137]    train-error:0.173669
## [138]    train-error:0.176471
## [139]    train-error:0.179272
## [140]    train-error:0.170868
## [141]    train-error:0.168067
## [142]    train-error:0.182073
## [143]    train-error:0.184874
## [144]    train-error:0.182073
## [145]    train-error:0.179272
## [146]    train-error:0.173669
## [147]    train-error:0.176471
## [148]    train-error:0.168067
## [149]    train-error:0.190476
## [150]    train-error:0.176471
## [151]    train-error:0.176471
## [152]    train-error:0.182073
## [153]    train-error:0.182073
## [154]    train-error:0.182073
## [155]    train-error:0.184874
## [156]    train-error:0.179272
## [157]    train-error:0.182073
## [158]    train-error:0.184874
## [159]    train-error:0.173669
## [160]    train-error:0.179272
## [161]    train-error:0.179272
## [162]    train-error:0.179272
## [163]    train-error:0.179272
## [164]    train-error:0.170868
## [165]    train-error:0.184874
## [166]    train-error:0.190476
## [167]    train-error:0.184874
## [168]    train-error:0.187675
## [169]    train-error:0.179272
## [170]    train-error:0.176471
## [171]    train-error:0.179272
## [172]    train-error:0.179272
## [173]    train-error:0.179272
## [174]    train-error:0.187675
## [175]    train-error:0.187675
## [176]    train-error:0.165266
## [177]    train-error:0.179272
## [178]    train-error:0.168067
## [179]    train-error:0.173669
## [180]    train-error:0.168067
## [181]    train-error:0.168067
## [182]    train-error:0.173669
## [183]    train-error:0.170868
## [184]    train-error:0.176471
## [185]    train-error:0.187675
## [186]    train-error:0.182073
## [187]    train-error:0.179272
## [188]    train-error:0.176471
## [189]    train-error:0.176471
## [190]    train-error:0.170868
## [191]    train-error:0.176471
## [192]    train-error:0.187675
## [193]    train-error:0.176471
## [194]    train-error:0.179272
## [195]    train-error:0.173669
## [196]    train-error:0.184874
## [197]    train-error:0.173669
## [198]    train-error:0.170868
## [199]    train-error:0.173669
## [200]    train-error:0.176471
## [201]    train-error:0.168067
## [202]    train-error:0.162465
## [203]    train-error:0.156863
## [204]    train-error:0.154062
## [205]    train-error:0.148459
## [206]    train-error:0.156863
## [207]    train-error:0.154062
## [208]    train-error:0.176471
## [209]    train-error:0.170868
## [210]    train-error:0.156863
## [211]    train-error:0.156863
## [212]    train-error:0.159664
## [213]    train-error:0.159664
## [214]    train-error:0.162465
## [215]    train-error:0.170868
## [216]    train-error:0.170868
## [217]    train-error:0.170868
## [218]    train-error:0.170868
## [219]    train-error:0.162465
## [220]    train-error:0.173669
## [221]    train-error:0.173669
## [222]    train-error:0.173669
## [223]    train-error:0.168067
## [224]    train-error:0.168067
## [225]    train-error:0.162465
## [226]    train-error:0.154062
## [227]    train-error:0.162465
## [228]    train-error:0.151261
## [229]    train-error:0.148459
## [230]    train-error:0.165266
## [231]    train-error:0.156863
## [232]    train-error:0.156863
## [233]    train-error:0.154062
## [234]    train-error:0.151261
## [235]    train-error:0.159664
## [236]    train-error:0.165266
## [237]    train-error:0.165266
## [238]    train-error:0.159664
## [239]    train-error:0.156863
## [240]    train-error:0.159664
## [241]    train-error:0.154062
## [242]    train-error:0.154062
## [243]    train-error:0.151261
## [244]    train-error:0.148459
## [245]    train-error:0.159664
## [246]    train-error:0.151261
## [247]    train-error:0.159664
## [248]    train-error:0.156863
## [249]    train-error:0.165266
## [250]    train-error:0.165266
## [251]    train-error:0.154062
## [252]    train-error:0.151261
## [253]    train-error:0.151261
## [254]    train-error:0.151261
## [255]    train-error:0.154062
## [256]    train-error:0.148459
## [257]    train-error:0.151261
## [258]    train-error:0.151261
## [259]    train-error:0.145658
## [260]    train-error:0.151261
## [261]    train-error:0.154062
## [262]    train-error:0.151261
## [263]    train-error:0.170868
## [264]    train-error:0.168067
## [265]    train-error:0.156863
## [266]    train-error:0.165266
## [267]    train-error:0.176471
## [268]    train-error:0.182073
## [269]    train-error:0.156863
## [270]    train-error:0.173669
## [271]    train-error:0.151261
## [272]    train-error:0.159664
## [273]    train-error:0.154062
## [274]    train-error:0.156863
## [275]    train-error:0.151261
## [276]    train-error:0.151261
## [277]    train-error:0.142857
## [278]    train-error:0.148459
## [279]    train-error:0.156863
## [280]    train-error:0.148459
## [281]    train-error:0.148459
## [282]    train-error:0.154062
## [283]    train-error:0.168067
## [284]    train-error:0.165266
## [285]    train-error:0.168067
## [286]    train-error:0.154062
## [287]    train-error:0.145658
## [288]    train-error:0.154062
## [289]    train-error:0.156863
## [290]    train-error:0.142857
## [291]    train-error:0.151261
## [292]    train-error:0.148459
## [293]    train-error:0.142857
## [294]    train-error:0.148459
## [295]    train-error:0.145658
## [296]    train-error:0.137255
## [297]    train-error:0.142857
## [298]    train-error:0.154062
## [299]    train-error:0.159664
## [300]    train-error:0.151261
## [301]    train-error:0.151261
## [302]    train-error:0.145658
## [303]    train-error:0.148459
## [304]    train-error:0.156863
## [305]    train-error:0.154062
## [306]    train-error:0.145658
## [307]    train-error:0.142857
## [308]    train-error:0.145658
## [309]    train-error:0.148459
## [310]    train-error:0.140056
## [311]    train-error:0.145658
## [312]    train-error:0.148459
## [313]    train-error:0.145658
## [314]    train-error:0.142857
## [315]    train-error:0.154062
## [316]    train-error:0.151261
## [317]    train-error:0.142857
## [318]    train-error:0.154062
## [319]    train-error:0.154062
## [320]    train-error:0.151261
## [321]    train-error:0.148459
## [322]    train-error:0.148459
## [323]    train-error:0.148459
## [324]    train-error:0.148459
## [325]    train-error:0.145658
## [326]    train-error:0.151261
## [327]    train-error:0.148459
## [328]    train-error:0.151261
## [329]    train-error:0.148459
## [330]    train-error:0.154062
## [331]    train-error:0.162465
## [332]    train-error:0.148459
## [333]    train-error:0.137255
## [334]    train-error:0.145658
## [335]    train-error:0.140056
## [336]    train-error:0.159664
## [337]    train-error:0.159664
## [338]    train-error:0.159664
## [339]    train-error:0.165266
## [340]    train-error:0.162465
## [341]    train-error:0.151261
## [342]    train-error:0.156863
## [343]    train-error:0.154062
## [344]    train-error:0.134454
## [345]    train-error:0.140056
## [346]    train-error:0.137255
## [347]    train-error:0.137255
## [348]    train-error:0.140056
## [349]    train-error:0.140056
## [350]    train-error:0.148459
## [351]    train-error:0.137255
## [352]    train-error:0.137255
## [353]    train-error:0.151261
## [354]    train-error:0.151261
## [355]    train-error:0.165266
## [356]    train-error:0.154062
## [357]    train-error:0.142857
## [358]    train-error:0.134454
## [359]    train-error:0.145658
## [360]    train-error:0.151261
## [361]    train-error:0.156863
## [362]    train-error:0.148459
## [363]    train-error:0.159664
## [364]    train-error:0.154062
## [365]    train-error:0.148459
## [366]    train-error:0.151261
## [367]    train-error:0.154062
## [368]    train-error:0.145658
## [369]    train-error:0.145658
## [370]    train-error:0.148459
## [371]    train-error:0.148459
## [372]    train-error:0.145658
## [373]    train-error:0.156863
## [374]    train-error:0.140056
## [375]    train-error:0.151261
## [376]    train-error:0.151261
## [377]    train-error:0.154062
## [378]    train-error:0.137255
## [379]    train-error:0.142857
## [380]    train-error:0.151261
## [381]    train-error:0.140056
## [382]    train-error:0.145658
## [383]    train-error:0.142857
## [384]    train-error:0.154062
## [385]    train-error:0.148459
## [386]    train-error:0.165266
## [387]    train-error:0.156863
## [388]    train-error:0.154062
## [389]    train-error:0.145658
## [390]    train-error:0.145658
## [391]    train-error:0.151261
## [392]    train-error:0.142857
## [393]    train-error:0.145658
## [394]    train-error:0.145658
## [395]    train-error:0.140056
## [396]    train-error:0.137255
## [397]    train-error:0.145658
## [398]    train-error:0.140056
## [399]    train-error:0.142857
## [400]    train-error:0.142857
## [401]    train-error:0.145658
## [402]    train-error:0.148459
## [403]    train-error:0.140056
## [404]    train-error:0.154062
## [405]    train-error:0.156863
## [406]    train-error:0.165266
## [407]    train-error:0.162465
## [408]    train-error:0.145658
## [409]    train-error:0.151261
## [410]    train-error:0.151261
## [411]    train-error:0.168067
## [412]    train-error:0.159664
## [413]    train-error:0.156863
## [414]    train-error:0.151261
## [415]    train-error:0.151261
## [416]    train-error:0.151261
## [417]    train-error:0.151261
## [418]    train-error:0.156863
## [419]    train-error:0.156863
## [420]    train-error:0.168067
## [421]    train-error:0.168067
## [422]    train-error:0.162465
## [423]    train-error:0.151261
## [424]    train-error:0.151261
## [425]    train-error:0.151261
## [426]    train-error:0.148459
## [427]    train-error:0.145658
## [428]    train-error:0.148459
## [429]    train-error:0.154062
## [430]    train-error:0.165266
## [431]    train-error:0.142857
## [432]    train-error:0.151261
## [433]    train-error:0.148459
## [434]    train-error:0.156863
## [435]    train-error:0.156863
## [436]    train-error:0.154062
## [437]    train-error:0.162465
## [438]    train-error:0.159664
## [439]    train-error:0.162465
## [440]    train-error:0.159664
## [441]    train-error:0.159664
## [442]    train-error:0.159664
## [443]    train-error:0.151261
## [444]    train-error:0.154062
## [445]    train-error:0.156863
## [446]    train-error:0.154062
## [447]    train-error:0.145658
## [448]    train-error:0.165266
## [449]    train-error:0.148459
## [450]    train-error:0.159664
## [451]    train-error:0.162465
## [452]    train-error:0.159664
## [453]    train-error:0.159664
## [454]    train-error:0.154062
## [455]    train-error:0.154062
## [456]    train-error:0.156863
## [457]    train-error:0.159664
## [458]    train-error:0.156863
## [459]    train-error:0.145658
## [460]    train-error:0.140056
## [461]    train-error:0.154062
## [462]    train-error:0.145658
## [463]    train-error:0.162465
## [464]    train-error:0.145658
## [465]    train-error:0.148459
## [466]    train-error:0.151261
## [467]    train-error:0.154062
## [468]    train-error:0.165266
## [469]    train-error:0.162465
## [470]    train-error:0.159664
## [471]    train-error:0.156863
## [472]    train-error:0.156863
## [473]    train-error:0.159664
## [474]    train-error:0.151261
## [475]    train-error:0.156863
## [0]  train-error:0.215084
## [1]  train-error:0.212290
## [2]  train-error:0.189944
## [3]  train-error:0.184358
## [4]  train-error:0.201117
## [5]  train-error:0.195531
## [6]  train-error:0.189944
## [7]  train-error:0.195531
## [8]  train-error:0.195531
## [9]  train-error:0.181564
## [10] train-error:0.173184
## [11] train-error:0.173184
## [12] train-error:0.178771
## [13] train-error:0.181564
## [14] train-error:0.178771
## [15] train-error:0.173184
## [16] train-error:0.170391
## [17] train-error:0.164804
## [18] train-error:0.167598
## [19] train-error:0.162011
## [20] train-error:0.153631
## [21] train-error:0.156425
## [22] train-error:0.156425
## [23] train-error:0.156425
## [24] train-error:0.159218
## [25] train-error:0.150838
## [26] train-error:0.156425
## [27] train-error:0.153631
## [28] train-error:0.150838
## [29] train-error:0.153631
## [30] train-error:0.150838
## [31] train-error:0.150838
## [32] train-error:0.156425
## [33] train-error:0.156425
## [34] train-error:0.156425
## [35] train-error:0.153631
## [36] train-error:0.150838
## [37] train-error:0.156425
## [38] train-error:0.150838
## [39] train-error:0.150838
## [40] train-error:0.153631
## [41] train-error:0.153631
## [42] train-error:0.156425
## [43] train-error:0.156425
## [44] train-error:0.153631
## [45] train-error:0.153631
## [46] train-error:0.153631
## [47] train-error:0.148045
## [48] train-error:0.139665
## [49] train-error:0.142458
## [50] train-error:0.139665
## [51] train-error:0.142458
## [52] train-error:0.145251
## [53] train-error:0.145251
## [54] train-error:0.145251
## [55] train-error:0.148045
## [56] train-error:0.136872
## [57] train-error:0.142458
## [58] train-error:0.142458
## [59] train-error:0.142458
## [60] train-error:0.142458
## [61] train-error:0.148045
## [62] train-error:0.148045
## [63] train-error:0.148045
## [64] train-error:0.145251
## [65] train-error:0.142458
## [66] train-error:0.136872
## [67] train-error:0.134078
## [68] train-error:0.142458
## [69] train-error:0.142458
## [70] train-error:0.139665
## [71] train-error:0.136872
## [72] train-error:0.139665
## [73] train-error:0.131285
## [74] train-error:0.134078
## [75] train-error:0.131285
## [76] train-error:0.136872
## [77] train-error:0.136872
## [78] train-error:0.131285
## [79] train-error:0.136872
## [80] train-error:0.136872
## [81] train-error:0.134078
## [82] train-error:0.139665
## [83] train-error:0.136872
## [84] train-error:0.136872
## [85] train-error:0.131285
## [86] train-error:0.134078
## [87] train-error:0.136872
## [88] train-error:0.131285
## [89] train-error:0.134078
## [90] train-error:0.128492
## [91] train-error:0.131285
## [92] train-error:0.134078
## [93] train-error:0.139665
## [94] train-error:0.134078
## [95] train-error:0.134078
## [96] train-error:0.131285
## [97] train-error:0.134078
## [98] train-error:0.134078
## [99] train-error:0.134078
## [100]    train-error:0.134078
## [101]    train-error:0.136872
## [102]    train-error:0.128492
## [103]    train-error:0.125698
## [104]    train-error:0.125698
## [105]    train-error:0.128492
## [106]    train-error:0.125698
## [107]    train-error:0.125698
## [108]    train-error:0.128492
## [109]    train-error:0.128492
## [110]    train-error:0.131285
## [111]    train-error:0.134078
## [112]    train-error:0.131285
## [113]    train-error:0.125698
## [114]    train-error:0.122905
## [115]    train-error:0.125698
## [116]    train-error:0.122905
## [117]    train-error:0.125698
## [118]    train-error:0.128492
## [119]    train-error:0.122905
## [120]    train-error:0.125698
## [121]    train-error:0.125698
## [122]    train-error:0.128492
## [123]    train-error:0.128492
## [124]    train-error:0.125698
## [125]    train-error:0.120112
## [126]    train-error:0.122905
## [127]    train-error:0.125698
## [128]    train-error:0.125698
## [129]    train-error:0.131285
## [130]    train-error:0.122905
## [131]    train-error:0.120112
## [132]    train-error:0.114525
## [133]    train-error:0.122905
## [134]    train-error:0.120112
## [135]    train-error:0.120112
## [136]    train-error:0.122905
## [137]    train-error:0.120112
## [138]    train-error:0.114525
## [139]    train-error:0.120112
## [140]    train-error:0.117318
## [141]    train-error:0.114525
## [142]    train-error:0.125698
## [143]    train-error:0.120112
## [144]    train-error:0.117318
## [145]    train-error:0.120112
## [146]    train-error:0.125698
## [147]    train-error:0.117318
## [148]    train-error:0.114525
## [149]    train-error:0.125698
## [150]    train-error:0.122905
## [151]    train-error:0.125698
## [152]    train-error:0.128492
## [153]    train-error:0.122905
## [154]    train-error:0.122905
## [155]    train-error:0.120112
## [156]    train-error:0.117318
## [157]    train-error:0.120112
## [158]    train-error:0.114525
## [159]    train-error:0.120112
## [160]    train-error:0.117318
## [161]    train-error:0.117318
## [162]    train-error:0.117318
## [163]    train-error:0.106145
## [164]    train-error:0.108939
## [165]    train-error:0.111732
## [166]    train-error:0.111732
## [167]    train-error:0.108939
## [168]    train-error:0.108939
## [169]    train-error:0.108939
## [170]    train-error:0.111732
## [171]    train-error:0.114525
## [172]    train-error:0.117318
## [173]    train-error:0.114525
## [174]    train-error:0.114525
## [175]    train-error:0.111732
## [176]    train-error:0.111732
## [177]    train-error:0.117318
## [178]    train-error:0.108939
## [179]    train-error:0.108939
## [180]    train-error:0.108939
## [181]    train-error:0.114525
## [182]    train-error:0.108939
## [183]    train-error:0.106145
## [184]    train-error:0.111732
## [185]    train-error:0.106145
## [186]    train-error:0.106145
## [187]    train-error:0.106145
## [188]    train-error:0.108939
## [189]    train-error:0.106145
## [190]    train-error:0.108939
## [191]    train-error:0.103352
## [192]    train-error:0.103352
## [193]    train-error:0.103352
## [194]    train-error:0.097765
## [195]    train-error:0.100559
## [196]    train-error:0.103352
## [197]    train-error:0.106145
## [198]    train-error:0.108939
## [199]    train-error:0.108939
## [200]    train-error:0.106145
## [201]    train-error:0.103352
## [202]    train-error:0.106145
## [203]    train-error:0.106145
## [204]    train-error:0.103352
## [205]    train-error:0.103352
## [206]    train-error:0.100559
## [207]    train-error:0.097765
## [208]    train-error:0.106145
## [209]    train-error:0.106145
## [210]    train-error:0.108939
## [211]    train-error:0.106145
## [212]    train-error:0.106145
## [213]    train-error:0.108939
## [214]    train-error:0.108939
## [215]    train-error:0.108939
## [216]    train-error:0.097765
## [217]    train-error:0.100559
## [218]    train-error:0.103352
## [219]    train-error:0.103352
## [220]    train-error:0.100559
## [221]    train-error:0.100559
## [222]    train-error:0.103352
## [223]    train-error:0.100559
## [224]    train-error:0.100559
## [225]    train-error:0.100559
## [226]    train-error:0.097765
## [227]    train-error:0.094972
## [228]    train-error:0.097765
## [229]    train-error:0.094972
## [230]    train-error:0.094972
## [231]    train-error:0.097765
## [232]    train-error:0.097765
## [233]    train-error:0.097765
## [234]    train-error:0.094972
## [235]    train-error:0.097765
## [236]    train-error:0.094972
## [237]    train-error:0.094972
## [238]    train-error:0.097765
## [239]    train-error:0.094972
## [240]    train-error:0.097765
## [241]    train-error:0.103352
## [242]    train-error:0.097765
## [243]    train-error:0.097765
## [244]    train-error:0.100559
## [245]    train-error:0.097765
## [246]    train-error:0.097765
## [247]    train-error:0.097765
## [248]    train-error:0.094972
## [249]    train-error:0.097765
## [250]    train-error:0.094972
## [251]    train-error:0.094972
## [252]    train-error:0.100559
## [253]    train-error:0.097765
## [254]    train-error:0.097765
## [255]    train-error:0.094972
## [256]    train-error:0.097765
## [257]    train-error:0.092179
## [258]    train-error:0.094972
## [259]    train-error:0.097765
## [260]    train-error:0.094972
## [261]    train-error:0.092179
## [262]    train-error:0.094972
## [263]    train-error:0.092179
## [264]    train-error:0.094972
## [265]    train-error:0.097765
## [266]    train-error:0.092179
## [267]    train-error:0.092179
## [268]    train-error:0.097765
## [269]    train-error:0.092179
## [270]    train-error:0.092179
## [271]    train-error:0.092179
## [272]    train-error:0.089385
## [273]    train-error:0.089385
## [274]    train-error:0.089385
## [275]    train-error:0.089385
## [276]    train-error:0.086592
## [277]    train-error:0.083799
## [278]    train-error:0.086592
## [279]    train-error:0.089385
## [280]    train-error:0.092179
## [281]    train-error:0.086592
## [282]    train-error:0.092179
## [283]    train-error:0.083799
## [284]    train-error:0.089385
## [285]    train-error:0.089385
## [286]    train-error:0.089385
## [287]    train-error:0.089385
## [288]    train-error:0.092179
## [289]    train-error:0.092179
## [290]    train-error:0.094972
## [291]    train-error:0.092179
## [292]    train-error:0.094972
## [293]    train-error:0.089385
## [294]    train-error:0.089385
## [295]    train-error:0.092179
## [296]    train-error:0.092179
## [297]    train-error:0.089385
## [298]    train-error:0.089385
## [299]    train-error:0.086592
## [300]    train-error:0.089385
## [301]    train-error:0.086592
## [302]    train-error:0.086592
## [303]    train-error:0.089385
## [304]    train-error:0.094972
## [305]    train-error:0.083799
## [306]    train-error:0.086592
## [307]    train-error:0.089385
## [308]    train-error:0.086592
## [309]    train-error:0.086592
## [310]    train-error:0.083799
## [311]    train-error:0.083799
## [312]    train-error:0.083799
## [313]    train-error:0.083799
## [314]    train-error:0.086592
## [315]    train-error:0.089385
## [316]    train-error:0.083799
## [317]    train-error:0.086592
## [318]    train-error:0.083799
## [319]    train-error:0.086592
## [320]    train-error:0.086592
## [321]    train-error:0.086592
## [322]    train-error:0.086592
## [323]    train-error:0.092179
## [324]    train-error:0.089385
## [325]    train-error:0.092179
## [326]    train-error:0.092179
## [327]    train-error:0.092179
## [328]    train-error:0.089385
## [329]    train-error:0.089385
## [330]    train-error:0.086592
## [331]    train-error:0.086592
## [332]    train-error:0.089385
## [333]    train-error:0.092179
## [334]    train-error:0.089385
## [335]    train-error:0.083799
## [336]    train-error:0.081006
## [337]    train-error:0.083799
## [338]    train-error:0.086592
## [339]    train-error:0.081006
## [340]    train-error:0.081006
## [341]    train-error:0.086592
## [342]    train-error:0.081006
## [343]    train-error:0.083799
## [344]    train-error:0.081006
## [345]    train-error:0.083799
## [346]    train-error:0.086592
## [347]    train-error:0.089385
## [348]    train-error:0.092179
## [349]    train-error:0.086592
## [350]    train-error:0.083799
## [351]    train-error:0.086592
## [352]    train-error:0.089385
## [353]    train-error:0.092179
## [354]    train-error:0.083799
## [355]    train-error:0.081006
## [356]    train-error:0.081006
## [357]    train-error:0.081006
## [358]    train-error:0.081006
## [359]    train-error:0.083799
## [360]    train-error:0.083799
## [361]    train-error:0.083799
## [362]    train-error:0.083799
## [363]    train-error:0.083799
## [364]    train-error:0.083799
## [365]    train-error:0.083799
## [366]    train-error:0.083799
## [367]    train-error:0.089385
## [368]    train-error:0.086592
## [369]    train-error:0.086592
## [370]    train-error:0.086592
## [371]    train-error:0.086592
## [372]    train-error:0.086592
## [373]    train-error:0.086592
## [374]    train-error:0.086592
## [375]    train-error:0.089385
## [376]    train-error:0.083799
## [377]    train-error:0.081006
## [378]    train-error:0.083799
## [379]    train-error:0.083799
## [380]    train-error:0.083799
## [381]    train-error:0.086592
## [382]    train-error:0.086592
## [383]    train-error:0.086592
## [384]    train-error:0.086592
## [385]    train-error:0.086592
## [386]    train-error:0.086592
## [387]    train-error:0.086592
## [388]    train-error:0.086592
## [389]    train-error:0.086592
## [390]    train-error:0.089385
## [391]    train-error:0.089385
## [392]    train-error:0.086592
## [393]    train-error:0.086592
## [394]    train-error:0.086592
## [395]    train-error:0.092179
## [396]    train-error:0.092179
## [397]    train-error:0.092179
## [398]    train-error:0.086592
## [399]    train-error:0.089385
## [400]    train-error:0.086592
## [401]    train-error:0.083799
## [402]    train-error:0.081006
## [403]    train-error:0.083799
## [404]    train-error:0.083799
## [405]    train-error:0.086592
## [406]    train-error:0.086592
## [407]    train-error:0.083799
## [408]    train-error:0.086592
## [409]    train-error:0.081006
## [410]    train-error:0.086592
## [411]    train-error:0.089385
## [412]    train-error:0.086592
## [413]    train-error:0.089385
## [414]    train-error:0.083799
## [415]    train-error:0.086592
## [416]    train-error:0.089385
## [417]    train-error:0.094972
## [418]    train-error:0.092179
## [419]    train-error:0.089385
## [420]    train-error:0.089385
## [421]    train-error:0.089385
## [422]    train-error:0.089385
## [423]    train-error:0.086592
## [424]    train-error:0.086592
## [425]    train-error:0.086592
## [426]    train-error:0.086592
## [427]    train-error:0.086592
## [428]    train-error:0.086592
## [429]    train-error:0.089385
## [430]    train-error:0.089385
## [431]    train-error:0.089385
## [432]    train-error:0.086592
## [433]    train-error:0.089385
## [434]    train-error:0.086592
## [435]    train-error:0.089385
## [436]    train-error:0.089385
## [437]    train-error:0.089385
## [438]    train-error:0.089385
## [439]    train-error:0.083799
## [440]    train-error:0.089385
## [441]    train-error:0.089385
## [442]    train-error:0.086592
## [443]    train-error:0.089385
## [444]    train-error:0.089385
## [445]    train-error:0.086592
## [446]    train-error:0.086592
## [447]    train-error:0.083799
## [448]    train-error:0.083799
## [449]    train-error:0.081006
## [450]    train-error:0.081006
## [451]    train-error:0.078212
## [452]    train-error:0.078212
## [453]    train-error:0.081006
## [454]    train-error:0.083799
## [455]    train-error:0.075419
## [456]    train-error:0.078212
## [457]    train-error:0.078212
## [458]    train-error:0.081006
## [459]    train-error:0.081006
## [460]    train-error:0.078212
## [461]    train-error:0.078212
## [462]    train-error:0.081006
## [463]    train-error:0.081006
## [464]    train-error:0.081006
## [465]    train-error:0.086592
## [466]    train-error:0.078212
## [467]    train-error:0.078212
## [468]    train-error:0.083799
## [469]    train-error:0.083799
## [470]    train-error:0.086592
## [471]    train-error:0.078212
## [472]    train-error:0.078212
## [473]    train-error:0.083799
## [474]    train-error:0.086592
## [475]    train-error:0.081006
## [476]    train-error:0.083799
## [477]    train-error:0.081006
## [478]    train-error:0.081006
## [479]    train-error:0.083799
## [480]    train-error:0.081006
## [481]    train-error:0.086592
## [482]    train-error:0.078212
## [483]    train-error:0.083799
## [484]    train-error:0.078212
## [485]    train-error:0.072626
## [486]    train-error:0.075419
## [487]    train-error:0.075419
## [488]    train-error:0.078212
## [489]    train-error:0.075419
## [490]    train-error:0.075419
## [491]    train-error:0.072626
## [492]    train-error:0.067039
## [493]    train-error:0.072626
## [494]    train-error:0.072626
## [495]    train-error:0.078212
## [496]    train-error:0.075419
## [497]    train-error:0.078212
## [498]    train-error:0.072626
## [499]    train-error:0.067039
## [500]    train-error:0.072626
## [501]    train-error:0.072626
## [502]    train-error:0.067039
## [503]    train-error:0.069832
## [504]    train-error:0.075419
## [505]    train-error:0.069832
## [0]  train-error:0.291317
## [1]  train-error:0.173669
## [2]  train-error:0.173669
## [3]  train-error:0.184874
## [4]  train-error:0.173669
## [5]  train-error:0.179272
## [6]  train-error:0.154062
## [7]  train-error:0.154062
## [8]  train-error:0.154062
## [9]  train-error:0.151261
## [10] train-error:0.148459
## [11] train-error:0.159664
## [12] train-error:0.142857
## [13] train-error:0.151261
## [14] train-error:0.142857
## [15] train-error:0.142857
## [16] train-error:0.148459
## [17] train-error:0.159664
## [18] train-error:0.142857
## [19] train-error:0.142857
## [20] train-error:0.148459
## [21] train-error:0.140056
## [22] train-error:0.145658
## [23] train-error:0.134454
## [24] train-error:0.134454
## [25] train-error:0.137255
## [26] train-error:0.126050
## [27] train-error:0.126050
## [28] train-error:0.137255
## [29] train-error:0.123249
## [30] train-error:0.126050
## [31] train-error:0.126050
## [32] train-error:0.117647
## [33] train-error:0.117647
## [34] train-error:0.117647
## [35] train-error:0.120448
## [36] train-error:0.117647
## [37] train-error:0.117647
## [38] train-error:0.120448
## [39] train-error:0.120448
## [40] train-error:0.123249
## [41] train-error:0.120448
## [42] train-error:0.123249
## [43] train-error:0.117647
## [44] train-error:0.112045
## [45] train-error:0.106443
## [46] train-error:0.114846
## [47] train-error:0.109244
## [48] train-error:0.103641
## [49] train-error:0.100840
## [50] train-error:0.112045
## [51] train-error:0.109244
## [52] train-error:0.109244
## [53] train-error:0.106443
## [54] train-error:0.103641
## [55] train-error:0.112045
## [56] train-error:0.117647
## [57] train-error:0.114846
## [58] train-error:0.114846
## [59] train-error:0.112045
## [60] train-error:0.106443
## [61] train-error:0.109244
## [62] train-error:0.109244
## [63] train-error:0.112045
## [64] train-error:0.112045
## [65] train-error:0.109244
## [66] train-error:0.112045
## [67] train-error:0.114846
## [68] train-error:0.112045
## [69] train-error:0.112045
## [70] train-error:0.114846
## [71] train-error:0.114846
## [72] train-error:0.117647
## [73] train-error:0.117647
## [74] train-error:0.117647
## [75] train-error:0.114846
## [76] train-error:0.117647
## [77] train-error:0.117647
## [78] train-error:0.109244
## [79] train-error:0.106443
## [80] train-error:0.109244
## [81] train-error:0.112045
## [82] train-error:0.109244
## [83] train-error:0.112045
## [84] train-error:0.109244
## [85] train-error:0.114846
## [86] train-error:0.109244
## [87] train-error:0.103641
## [88] train-error:0.100840
## [89] train-error:0.106443
## [90] train-error:0.103641
## [91] train-error:0.106443
## [92] train-error:0.109244
## [93] train-error:0.103641
## [94] train-error:0.109244
## [95] train-error:0.106443
## [96] train-error:0.100840
## [97] train-error:0.100840
## [98] train-error:0.103641
## [99] train-error:0.106443
## [100]    train-error:0.103641
## [101]    train-error:0.109244
## [102]    train-error:0.100840
## [103]    train-error:0.100840
## [104]    train-error:0.100840
## [105]    train-error:0.103641
## [106]    train-error:0.098039
## [107]    train-error:0.098039
## [108]    train-error:0.089636
## [109]    train-error:0.089636
## [110]    train-error:0.086835
## [111]    train-error:0.092437
## [112]    train-error:0.092437
## [113]    train-error:0.086835
## [114]    train-error:0.089636
## [115]    train-error:0.089636
## [116]    train-error:0.092437
## [117]    train-error:0.092437
## [118]    train-error:0.095238
## [119]    train-error:0.092437
## [120]    train-error:0.098039
## [121]    train-error:0.100840
## [122]    train-error:0.100840
## [123]    train-error:0.098039
## [124]    train-error:0.095238
## [125]    train-error:0.092437
## [126]    train-error:0.092437
## [127]    train-error:0.092437
## [128]    train-error:0.095238
## [129]    train-error:0.098039
## [130]    train-error:0.100840
## [131]    train-error:0.098039
## [132]    train-error:0.092437
## [133]    train-error:0.095238
## [134]    train-error:0.095238
## [135]    train-error:0.098039
## [136]    train-error:0.095238
## [137]    train-error:0.092437
## [138]    train-error:0.095238
## [139]    train-error:0.095238
## [140]    train-error:0.095238
## [141]    train-error:0.092437
## [142]    train-error:0.095238
## [143]    train-error:0.098039
## [144]    train-error:0.098039
## [145]    train-error:0.095238
## [146]    train-error:0.098039
## [147]    train-error:0.098039
## [148]    train-error:0.095238
## [149]    train-error:0.095238
## [150]    train-error:0.098039
## [151]    train-error:0.089636
## [152]    train-error:0.095238
## [153]    train-error:0.095238
## [154]    train-error:0.095238
## [155]    train-error:0.095238
## [156]    train-error:0.092437
## [157]    train-error:0.092437
## [158]    train-error:0.089636
## [159]    train-error:0.092437
## [160]    train-error:0.092437
## [161]    train-error:0.092437
## [162]    train-error:0.092437
## [163]    train-error:0.092437
## [164]    train-error:0.095238
## [165]    train-error:0.089636
## [166]    train-error:0.092437
## [167]    train-error:0.095238
## [168]    train-error:0.092437
## [169]    train-error:0.092437
## [170]    train-error:0.092437
## [171]    train-error:0.092437
## [172]    train-error:0.092437
## [173]    train-error:0.092437
## [174]    train-error:0.092437
## [175]    train-error:0.092437
## [176]    train-error:0.092437
## [177]    train-error:0.092437
## [178]    train-error:0.089636
## [179]    train-error:0.092437
## [180]    train-error:0.092437
## [181]    train-error:0.092437
## [182]    train-error:0.086835
## [183]    train-error:0.095238
## [184]    train-error:0.089636
## [185]    train-error:0.089636
## [186]    train-error:0.086835
## [187]    train-error:0.086835
## [188]    train-error:0.089636
## [189]    train-error:0.089636
## [190]    train-error:0.092437
## [191]    train-error:0.092437
## [192]    train-error:0.086835
## [193]    train-error:0.086835
## [194]    train-error:0.092437
## [195]    train-error:0.084034
## [196]    train-error:0.086835
## [197]    train-error:0.086835
## [198]    train-error:0.086835
## [199]    train-error:0.086835
## [200]    train-error:0.086835
## [201]    train-error:0.081232
## [202]    train-error:0.086835
## [203]    train-error:0.081232
## [204]    train-error:0.084034
## [205]    train-error:0.084034
## [206]    train-error:0.081232
## [207]    train-error:0.081232
## [208]    train-error:0.086835
## [209]    train-error:0.092437
## [210]    train-error:0.086835
## [211]    train-error:0.086835
## [212]    train-error:0.086835
## [213]    train-error:0.086835
## [214]    train-error:0.092437
## [215]    train-error:0.089636
## [216]    train-error:0.086835
## [217]    train-error:0.086835
## [218]    train-error:0.084034
## [219]    train-error:0.086835
## [220]    train-error:0.084034
## [221]    train-error:0.084034
## [222]    train-error:0.081232
## [223]    train-error:0.086835
## [224]    train-error:0.084034
## [225]    train-error:0.086835
## [226]    train-error:0.086835
## [227]    train-error:0.086835
## [228]    train-error:0.089636
## [229]    train-error:0.089636
## [230]    train-error:0.086835
## [231]    train-error:0.086835
## [232]    train-error:0.086835
## [233]    train-error:0.086835
## [234]    train-error:0.086835
## [235]    train-error:0.086835
## [236]    train-error:0.089636
## [237]    train-error:0.084034
## [238]    train-error:0.086835
## [239]    train-error:0.084034
## [240]    train-error:0.086835
## [241]    train-error:0.086835
## [242]    train-error:0.084034
## [243]    train-error:0.089636
## [244]    train-error:0.084034
## [245]    train-error:0.086835
## [246]    train-error:0.081232
## [247]    train-error:0.084034
## [248]    train-error:0.084034
## [249]    train-error:0.086835
## [250]    train-error:0.084034
## [251]    train-error:0.086835
## [252]    train-error:0.086835
## [253]    train-error:0.089636
## [254]    train-error:0.086835
## [255]    train-error:0.084034
## [256]    train-error:0.086835
## [257]    train-error:0.092437
## [258]    train-error:0.086835
## [259]    train-error:0.084034
## [260]    train-error:0.084034
## [261]    train-error:0.086835
## [262]    train-error:0.089636
## [263]    train-error:0.089636
## [264]    train-error:0.086835
## [265]    train-error:0.086835
## [266]    train-error:0.084034
## [267]    train-error:0.081232
## [268]    train-error:0.081232
## [269]    train-error:0.081232
## [270]    train-error:0.081232
## [271]    train-error:0.078431
## [272]    train-error:0.075630
## [273]    train-error:0.075630
## [274]    train-error:0.084034
## [275]    train-error:0.078431
## [276]    train-error:0.078431
## [277]    train-error:0.075630
## [278]    train-error:0.078431
## [279]    train-error:0.075630
## [280]    train-error:0.078431
## [281]    train-error:0.078431
## [282]    train-error:0.078431
## [283]    train-error:0.078431
## [284]    train-error:0.078431
## [285]    train-error:0.084034
## [286]    train-error:0.078431
## [287]    train-error:0.078431
## [288]    train-error:0.078431
## [289]    train-error:0.081232
## [290]    train-error:0.078431
## [291]    train-error:0.081232
## [292]    train-error:0.084034
## [293]    train-error:0.084034
## [294]    train-error:0.084034
## [295]    train-error:0.084034
## [296]    train-error:0.081232
## [297]    train-error:0.084034
## [298]    train-error:0.084034
## [299]    train-error:0.081232
## [300]    train-error:0.084034
## [301]    train-error:0.084034
## [302]    train-error:0.086835
## [303]    train-error:0.084034
## [304]    train-error:0.086835
## [305]    train-error:0.086835
## [306]    train-error:0.086835
## [307]    train-error:0.086835
## [308]    train-error:0.084034
## [309]    train-error:0.084034
## [310]    train-error:0.084034
## [311]    train-error:0.081232
## [312]    train-error:0.081232
## [313]    train-error:0.078431
## [314]    train-error:0.081232
## [315]    train-error:0.081232
## [316]    train-error:0.081232
## [317]    train-error:0.081232
## [318]    train-error:0.081232
## [319]    train-error:0.078431
## [320]    train-error:0.081232
## [321]    train-error:0.078431
## [322]    train-error:0.078431
## [323]    train-error:0.081232
## [324]    train-error:0.081232
## [325]    train-error:0.078431
## [326]    train-error:0.078431
## [327]    train-error:0.081232
## [328]    train-error:0.081232
## [329]    train-error:0.078431
## [330]    train-error:0.084034
## [331]    train-error:0.075630
## [332]    train-error:0.072829
## [333]    train-error:0.075630
## [334]    train-error:0.078431
## [335]    train-error:0.075630
## [336]    train-error:0.075630
## [337]    train-error:0.078431
## [338]    train-error:0.078431
## [339]    train-error:0.075630
## [340]    train-error:0.075630
## [341]    train-error:0.078431
## [342]    train-error:0.075630
## [343]    train-error:0.075630
## [344]    train-error:0.075630
## [345]    train-error:0.075630
## [346]    train-error:0.072829
## [347]    train-error:0.072829
## [348]    train-error:0.072829
## [349]    train-error:0.078431
## [350]    train-error:0.072829
## [351]    train-error:0.075630
## [352]    train-error:0.078431
## [353]    train-error:0.078431
## [354]    train-error:0.075630
## [355]    train-error:0.075630
## [356]    train-error:0.075630
## [357]    train-error:0.072829
## [358]    train-error:0.072829
## [359]    train-error:0.075630
## [360]    train-error:0.075630
## [361]    train-error:0.072829
## [362]    train-error:0.072829
## [363]    train-error:0.072829
## [364]    train-error:0.072829
## [365]    train-error:0.072829
## [366]    train-error:0.070028
## [367]    train-error:0.072829
## [368]    train-error:0.072829
## [369]    train-error:0.072829
## [370]    train-error:0.075630
## [371]    train-error:0.072829
## [372]    train-error:0.072829
## [373]    train-error:0.072829
## [374]    train-error:0.072829
## [375]    train-error:0.075630
## [376]    train-error:0.075630
## [377]    train-error:0.075630
## [378]    train-error:0.078431
## [379]    train-error:0.078431
## [380]    train-error:0.078431
## [381]    train-error:0.078431
## [382]    train-error:0.075630
## [383]    train-error:0.075630
## [384]    train-error:0.078431
## [385]    train-error:0.078431
## [386]    train-error:0.081232
## [387]    train-error:0.078431
## [388]    train-error:0.072829
## [389]    train-error:0.078431
## [390]    train-error:0.070028
## [391]    train-error:0.070028
## [392]    train-error:0.070028
## [393]    train-error:0.072829
## [394]    train-error:0.067227
## [395]    train-error:0.072829
## [396]    train-error:0.075630
## [397]    train-error:0.070028
## [398]    train-error:0.072829
## [399]    train-error:0.070028
## [400]    train-error:0.072829
## [401]    train-error:0.070028
## [402]    train-error:0.070028
## [403]    train-error:0.067227
## [404]    train-error:0.067227
## [405]    train-error:0.067227
## [406]    train-error:0.067227
## [407]    train-error:0.072829
## [408]    train-error:0.072829
## [409]    train-error:0.070028
## [410]    train-error:0.070028
## [411]    train-error:0.070028
## [412]    train-error:0.067227
## [413]    train-error:0.070028
## [414]    train-error:0.070028
## [415]    train-error:0.078431
## [416]    train-error:0.070028
## [417]    train-error:0.070028
## [418]    train-error:0.070028
## [419]    train-error:0.072829
## [420]    train-error:0.072829
## [421]    train-error:0.072829
## [422]    train-error:0.072829
## [423]    train-error:0.075630
## [424]    train-error:0.072829
## [425]    train-error:0.078431
## [426]    train-error:0.078431
## [427]    train-error:0.075630
## [428]    train-error:0.075630
## [429]    train-error:0.072829
## [430]    train-error:0.070028
## [431]    train-error:0.070028
## [432]    train-error:0.072829
## [433]    train-error:0.072829
## [434]    train-error:0.070028
## [435]    train-error:0.070028
## [436]    train-error:0.070028
## [437]    train-error:0.072829
## [438]    train-error:0.072829
## [439]    train-error:0.072829
## [440]    train-error:0.072829
## [441]    train-error:0.072829
## [442]    train-error:0.070028
## [443]    train-error:0.070028
## [444]    train-error:0.072829
## [445]    train-error:0.075630
## [446]    train-error:0.075630
## [447]    train-error:0.075630
## [448]    train-error:0.072829
## [449]    train-error:0.075630
## [450]    train-error:0.070028
## [451]    train-error:0.075630
## [452]    train-error:0.072829
## [453]    train-error:0.070028
## [454]    train-error:0.070028
## [455]    train-error:0.072829
## [456]    train-error:0.072829
## [457]    train-error:0.070028
## [458]    train-error:0.070028
## [459]    train-error:0.072829
## [460]    train-error:0.067227
## [461]    train-error:0.070028
## [462]    train-error:0.070028
## [463]    train-error:0.070028
## [464]    train-error:0.067227
## [465]    train-error:0.072829
## [466]    train-error:0.075630
## [467]    train-error:0.075630
## [468]    train-error:0.072829
## [469]    train-error:0.075630
## [470]    train-error:0.072829
## [471]    train-error:0.072829
## [472]    train-error:0.072829
## [473]    train-error:0.072829
## [474]    train-error:0.072829
## [475]    train-error:0.072829
## [476]    train-error:0.075630
## [477]    train-error:0.070028
## [478]    train-error:0.070028
## [479]    train-error:0.070028
## [480]    train-error:0.070028
## [481]    train-error:0.072829
## [482]    train-error:0.078431
## [483]    train-error:0.075630
## [484]    train-error:0.075630
## [485]    train-error:0.075630
## [486]    train-error:0.072829
## [487]    train-error:0.072829
## [488]    train-error:0.072829
## [489]    train-error:0.070028
## [490]    train-error:0.067227
## [491]    train-error:0.067227
## [492]    train-error:0.070028
## [493]    train-error:0.070028
## [494]    train-error:0.070028
## [495]    train-error:0.070028
## [496]    train-error:0.070028
## [497]    train-error:0.067227
## [498]    train-error:0.067227
## [499]    train-error:0.067227
## [500]    train-error:0.067227
## [501]    train-error:0.072829
## [502]    train-error:0.070028
## [503]    train-error:0.070028
## [504]    train-error:0.072829
## [505]    train-error:0.072829
## [0]  train-error:0.260504
## [1]  train-error:0.204482
## [2]  train-error:0.232493
## [3]  train-error:0.221289
## [4]  train-error:0.190476
## [5]  train-error:0.170868
## [6]  train-error:0.168067
## [7]  train-error:0.162465
## [8]  train-error:0.173669
## [9]  train-error:0.170868
## [10] train-error:0.165266
## [11] train-error:0.165266
## [12] train-error:0.162465
## [13] train-error:0.168067
## [14] train-error:0.159664
## [15] train-error:0.148459
## [16] train-error:0.156863
## [17] train-error:0.137255
## [18] train-error:0.145658
## [19] train-error:0.142857
## [20] train-error:0.140056
## [21] train-error:0.134454
## [22] train-error:0.128852
## [23] train-error:0.134454
## [24] train-error:0.134454
## [25] train-error:0.137255
## [26] train-error:0.128852
## [27] train-error:0.117647
## [28] train-error:0.126050
## [29] train-error:0.134454
## [30] train-error:0.134454
## [31] train-error:0.123249
## [32] train-error:0.123249
## [33] train-error:0.128852
## [34] train-error:0.126050
## [35] train-error:0.123249
## [36] train-error:0.128852
## [37] train-error:0.123249
## [38] train-error:0.117647
## [39] train-error:0.123249
## [40] train-error:0.117647
## [41] train-error:0.117647
## [42] train-error:0.120448
## [43] train-error:0.123249
## [44] train-error:0.120448
## [45] train-error:0.120448
## [46] train-error:0.112045
## [47] train-error:0.114846
## [48] train-error:0.112045
## [49] train-error:0.112045
## [50] train-error:0.112045
## [51] train-error:0.114846
## [52] train-error:0.117647
## [53] train-error:0.114846
## [54] train-error:0.114846
## [55] train-error:0.109244
## [56] train-error:0.112045
## [57] train-error:0.112045
## [58] train-error:0.109244
## [59] train-error:0.109244
## [60] train-error:0.112045
## [61] train-error:0.109244
## [62] train-error:0.106443
## [63] train-error:0.106443
## [64] train-error:0.106443
## [65] train-error:0.109244
## [66] train-error:0.106443
## [67] train-error:0.100840
## [68] train-error:0.098039
## [69] train-error:0.112045
## [70] train-error:0.106443
## [71] train-error:0.112045
## [72] train-error:0.112045
## [73] train-error:0.112045
## [74] train-error:0.106443
## [75] train-error:0.112045
## [76] train-error:0.109244
## [77] train-error:0.112045
## [78] train-error:0.109244
## [79] train-error:0.106443
## [80] train-error:0.109244
## [81] train-error:0.109244
## [82] train-error:0.109244
## [83] train-error:0.106443
## [84] train-error:0.103641
## [85] train-error:0.103641
## [86] train-error:0.100840
## [87] train-error:0.103641
## [88] train-error:0.106443
## [89] train-error:0.109244
## [90] train-error:0.114846
## [91] train-error:0.106443
## [92] train-error:0.103641
## [93] train-error:0.103641
## [94] train-error:0.103641
## [95] train-error:0.103641
## [96] train-error:0.112045
## [97] train-error:0.109244
## [98] train-error:0.109244
## [99] train-error:0.103641
## [100]    train-error:0.109244
## [101]    train-error:0.109244
## [102]    train-error:0.109244
## [103]    train-error:0.109244
## [104]    train-error:0.114846
## [105]    train-error:0.112045
## [106]    train-error:0.106443
## [107]    train-error:0.106443
## [108]    train-error:0.106443
## [109]    train-error:0.106443
## [110]    train-error:0.098039
## [111]    train-error:0.098039
## [112]    train-error:0.100840
## [113]    train-error:0.103641
## [114]    train-error:0.100840
## [115]    train-error:0.103641
## [116]    train-error:0.100840
## [117]    train-error:0.106443
## [118]    train-error:0.109244
## [119]    train-error:0.106443
## [120]    train-error:0.098039
## [121]    train-error:0.106443
## [122]    train-error:0.100840
## [123]    train-error:0.103641
## [124]    train-error:0.106443
## [125]    train-error:0.109244
## [126]    train-error:0.109244
## [127]    train-error:0.106443
## [128]    train-error:0.109244
## [129]    train-error:0.100840
## [130]    train-error:0.103641
## [131]    train-error:0.100840
## [132]    train-error:0.098039
## [133]    train-error:0.098039
## [134]    train-error:0.092437
## [135]    train-error:0.100840
## [136]    train-error:0.100840
## [137]    train-error:0.106443
## [138]    train-error:0.106443
## [139]    train-error:0.106443
## [140]    train-error:0.106443
## [141]    train-error:0.106443
## [142]    train-error:0.103641
## [143]    train-error:0.103641
## [144]    train-error:0.103641
## [145]    train-error:0.100840
## [146]    train-error:0.100840
## [147]    train-error:0.103641
## [148]    train-error:0.106443
## [149]    train-error:0.106443
## [150]    train-error:0.103641
## [151]    train-error:0.103641
## [152]    train-error:0.103641
## [153]    train-error:0.103641
## [154]    train-error:0.103641
## [155]    train-error:0.100840
## [156]    train-error:0.103641
## [157]    train-error:0.100840
## [158]    train-error:0.100840
## [159]    train-error:0.100840
## [160]    train-error:0.103641
## [161]    train-error:0.098039
## [162]    train-error:0.098039
## [163]    train-error:0.100840
## [164]    train-error:0.100840
## [165]    train-error:0.103641
## [166]    train-error:0.103641
## [167]    train-error:0.100840
## [168]    train-error:0.098039
## [169]    train-error:0.100840
## [170]    train-error:0.098039
## [171]    train-error:0.100840
## [172]    train-error:0.103641
## [173]    train-error:0.100840
## [174]    train-error:0.100840
## [175]    train-error:0.100840
## [176]    train-error:0.100840
## [177]    train-error:0.098039
## [178]    train-error:0.100840
## [179]    train-error:0.098039
## [180]    train-error:0.098039
## [181]    train-error:0.089636
## [182]    train-error:0.089636
## [183]    train-error:0.098039
## [184]    train-error:0.095238
## [185]    train-error:0.098039
## [186]    train-error:0.098039
## [187]    train-error:0.092437
## [188]    train-error:0.086835
## [189]    train-error:0.092437
## [190]    train-error:0.092437
## [191]    train-error:0.095238
## [192]    train-error:0.098039
## [193]    train-error:0.095238
## [194]    train-error:0.095238
## [195]    train-error:0.095238
## [196]    train-error:0.092437
## [197]    train-error:0.100840
## [198]    train-error:0.098039
## [199]    train-error:0.109244
## [200]    train-error:0.095238
## [201]    train-error:0.095238
## [202]    train-error:0.092437
## [203]    train-error:0.089636
## [204]    train-error:0.092437
## [205]    train-error:0.095238
## [206]    train-error:0.089636
## [207]    train-error:0.092437
## [208]    train-error:0.089636
## [209]    train-error:0.089636
## [210]    train-error:0.092437
## [211]    train-error:0.095238
## [212]    train-error:0.092437
## [213]    train-error:0.103641
## [214]    train-error:0.103641
## [215]    train-error:0.100840
## [216]    train-error:0.095238
## [217]    train-error:0.098039
## [218]    train-error:0.100840
## [219]    train-error:0.098039
## [220]    train-error:0.100840
## [221]    train-error:0.095238
## [222]    train-error:0.095238
## [223]    train-error:0.100840
## [224]    train-error:0.095238
## [225]    train-error:0.098039
## [226]    train-error:0.100840
## [227]    train-error:0.098039
## [228]    train-error:0.095238
## [229]    train-error:0.095238
## [230]    train-error:0.098039
## [231]    train-error:0.100840
## [232]    train-error:0.100840
## [233]    train-error:0.100840
## [234]    train-error:0.100840
## [235]    train-error:0.092437
## [236]    train-error:0.089636
## [237]    train-error:0.092437
## [238]    train-error:0.095238
## [239]    train-error:0.092437
## [240]    train-error:0.092437
## [241]    train-error:0.089636
## [242]    train-error:0.092437
## [243]    train-error:0.086835
## [244]    train-error:0.086835
## [245]    train-error:0.086835
## [246]    train-error:0.089636
## [247]    train-error:0.086835
## [248]    train-error:0.086835
## [249]    train-error:0.084034
## [250]    train-error:0.084034
## [251]    train-error:0.084034
## [252]    train-error:0.078431
## [253]    train-error:0.084034
## [254]    train-error:0.084034
## [255]    train-error:0.086835
## [256]    train-error:0.084034
## [257]    train-error:0.081232
## [258]    train-error:0.084034
## [259]    train-error:0.081232
## [260]    train-error:0.078431
## [261]    train-error:0.081232
## [262]    train-error:0.084034
## [263]    train-error:0.084034
## [264]    train-error:0.086835
## [265]    train-error:0.084034
## [266]    train-error:0.084034
## [267]    train-error:0.084034
## [268]    train-error:0.086835
## [269]    train-error:0.084034
## [270]    train-error:0.089636
## [271]    train-error:0.084034
## [272]    train-error:0.078431
## [273]    train-error:0.078431
## [274]    train-error:0.078431
## [275]    train-error:0.078431
## [276]    train-error:0.081232
## [277]    train-error:0.078431
## [278]    train-error:0.078431
## [279]    train-error:0.075630
## [280]    train-error:0.075630
## [281]    train-error:0.072829
## [282]    train-error:0.072829
## [283]    train-error:0.075630
## [284]    train-error:0.078431
## [285]    train-error:0.075630
## [286]    train-error:0.078431
## [287]    train-error:0.075630
## [288]    train-error:0.081232
## [289]    train-error:0.084034
## [290]    train-error:0.084034
## [291]    train-error:0.081232
## [292]    train-error:0.084034
## [293]    train-error:0.081232
## [294]    train-error:0.078431
## [295]    train-error:0.078431
## [296]    train-error:0.084034
## [297]    train-error:0.084034
## [298]    train-error:0.081232
## [299]    train-error:0.078431
## [300]    train-error:0.081232
## [301]    train-error:0.078431
## [302]    train-error:0.081232
## [303]    train-error:0.081232
## [304]    train-error:0.078431
## [305]    train-error:0.081232
## [306]    train-error:0.084034
## [307]    train-error:0.084034
## [308]    train-error:0.078431
## [309]    train-error:0.081232
## [310]    train-error:0.084034
## [311]    train-error:0.086835
## [312]    train-error:0.084034
## [313]    train-error:0.081232
## [314]    train-error:0.084034
## [315]    train-error:0.089636
## [316]    train-error:0.084034
## [317]    train-error:0.081232
## [318]    train-error:0.084034
## [319]    train-error:0.086835
## [320]    train-error:0.084034
## [321]    train-error:0.089636
## [322]    train-error:0.081232
## [323]    train-error:0.084034
## [324]    train-error:0.086835
## [325]    train-error:0.081232
## [326]    train-error:0.078431
## [327]    train-error:0.081232
## [328]    train-error:0.084034
## [329]    train-error:0.081232
## [330]    train-error:0.081232
## [331]    train-error:0.084034
## [332]    train-error:0.084034
## [333]    train-error:0.081232
## [334]    train-error:0.078431
## [335]    train-error:0.086835
## [336]    train-error:0.086835
## [337]    train-error:0.081232
## [338]    train-error:0.078431
## [339]    train-error:0.078431
## [340]    train-error:0.075630
## [341]    train-error:0.075630
## [342]    train-error:0.075630
## [343]    train-error:0.072829
## [344]    train-error:0.078431
## [345]    train-error:0.070028
## [346]    train-error:0.072829
## [347]    train-error:0.075630
## [348]    train-error:0.075630
## [349]    train-error:0.072829
## [350]    train-error:0.072829
## [351]    train-error:0.072829
## [352]    train-error:0.075630
## [353]    train-error:0.075630
## [354]    train-error:0.067227
## [355]    train-error:0.067227
## [356]    train-error:0.070028
## [357]    train-error:0.072829
## [358]    train-error:0.078431
## [359]    train-error:0.081232
## [360]    train-error:0.075630
## [361]    train-error:0.075630
## [362]    train-error:0.075630
## [363]    train-error:0.078431
## [364]    train-error:0.078431
## [365]    train-error:0.070028
## [366]    train-error:0.075630
## [367]    train-error:0.075630
## [368]    train-error:0.070028
## [369]    train-error:0.070028
## [370]    train-error:0.072829
## [371]    train-error:0.070028
## [372]    train-error:0.070028
## [373]    train-error:0.072829
## [374]    train-error:0.072829
## [375]    train-error:0.072829
## [376]    train-error:0.070028
## [377]    train-error:0.072829
## [378]    train-error:0.072829
## [379]    train-error:0.075630
## [380]    train-error:0.075630
## [381]    train-error:0.075630
## [382]    train-error:0.075630
## [383]    train-error:0.078431
## [384]    train-error:0.078431
## [385]    train-error:0.075630
## [386]    train-error:0.078431
## [387]    train-error:0.075630
## [388]    train-error:0.075630
## [389]    train-error:0.067227
## [390]    train-error:0.072829
## [391]    train-error:0.070028
## [392]    train-error:0.067227
## [393]    train-error:0.067227
## [394]    train-error:0.067227
## [395]    train-error:0.072829
## [396]    train-error:0.070028
## [397]    train-error:0.075630
## [398]    train-error:0.072829
## [399]    train-error:0.075630
## [400]    train-error:0.078431
## [401]    train-error:0.075630
## [402]    train-error:0.075630
## [403]    train-error:0.075630
## [404]    train-error:0.072829
## [405]    train-error:0.072829
## [406]    train-error:0.072829
## [407]    train-error:0.078431
## [408]    train-error:0.075630
## [409]    train-error:0.072829
## [410]    train-error:0.075630
## [411]    train-error:0.075630
## [412]    train-error:0.075630
## [413]    train-error:0.078431
## [414]    train-error:0.078431
## [415]    train-error:0.081232
## [416]    train-error:0.078431
## [417]    train-error:0.078431
## [418]    train-error:0.075630
## [419]    train-error:0.078431
## [420]    train-error:0.072829
## [421]    train-error:0.070028
## [422]    train-error:0.075630
## [423]    train-error:0.078431
## [424]    train-error:0.078431
## [425]    train-error:0.075630
## [426]    train-error:0.078431
## [427]    train-error:0.078431
## [428]    train-error:0.075630
## [429]    train-error:0.078431
## [430]    train-error:0.081232
## [431]    train-error:0.075630
## [432]    train-error:0.081232
## [433]    train-error:0.081232
## [434]    train-error:0.078431
## [435]    train-error:0.075630
## [436]    train-error:0.078431
## [437]    train-error:0.078431
## [438]    train-error:0.078431
## [439]    train-error:0.081232
## [440]    train-error:0.081232
## [441]    train-error:0.081232
## [442]    train-error:0.084034
## [443]    train-error:0.084034
## [444]    train-error:0.081232
## [445]    train-error:0.081232
## [446]    train-error:0.078431
## [447]    train-error:0.081232
## [448]    train-error:0.078431
## [449]    train-error:0.075630
## [450]    train-error:0.075630
## [451]    train-error:0.078431
## [452]    train-error:0.075630
## [453]    train-error:0.072829
## [454]    train-error:0.072829
## [455]    train-error:0.075630
## [456]    train-error:0.075630
## [457]    train-error:0.075630
## [458]    train-error:0.075630
## [459]    train-error:0.078431
## [460]    train-error:0.078431
## [461]    train-error:0.078431
## [462]    train-error:0.078431
## [463]    train-error:0.078431
## [464]    train-error:0.078431
## [465]    train-error:0.081232
## [466]    train-error:0.081232
## [467]    train-error:0.081232
## [468]    train-error:0.084034
## [469]    train-error:0.081232
## [470]    train-error:0.072829
## [471]    train-error:0.072829
## [472]    train-error:0.072829
## [473]    train-error:0.078431
## [474]    train-error:0.072829
## [475]    train-error:0.078431
## [476]    train-error:0.072829
## [477]    train-error:0.072829
## [478]    train-error:0.072829
## [479]    train-error:0.072829
## [480]    train-error:0.072829
## [481]    train-error:0.072829
## [482]    train-error:0.072829
## [483]    train-error:0.075630
## [484]    train-error:0.072829
## [485]    train-error:0.072829
## [486]    train-error:0.075630
## [487]    train-error:0.067227
## [488]    train-error:0.070028
## [489]    train-error:0.075630
## [490]    train-error:0.078431
## [491]    train-error:0.070028
## [492]    train-error:0.072829
## [493]    train-error:0.075630
## [494]    train-error:0.064426
## [495]    train-error:0.067227
## [496]    train-error:0.067227
## [497]    train-error:0.078431
## [498]    train-error:0.078431
## [499]    train-error:0.075630
## [500]    train-error:0.072829
## [501]    train-error:0.070028
## [502]    train-error:0.072829
## [503]    train-error:0.070028
## [504]    train-error:0.070028
## [505]    train-error:0.070028
## [0]  train-error:0.329609
## [1]  train-error:0.296089
## [2]  train-error:0.273743
## [3]  train-error:0.262570
## [4]  train-error:0.256983
## [5]  train-error:0.229050
## [6]  train-error:0.223464
## [7]  train-error:0.217877
## [8]  train-error:0.209497
## [9]  train-error:0.215084
## [10] train-error:0.212290
## [11] train-error:0.215084
## [12] train-error:0.212290
## [13] train-error:0.192737
## [14] train-error:0.201117
## [15] train-error:0.209497
## [16] train-error:0.192737
## [17] train-error:0.198324
## [18] train-error:0.192737
## [19] train-error:0.195531
## [20] train-error:0.187151
## [21] train-error:0.184358
## [22] train-error:0.187151
## [23] train-error:0.192737
## [24] train-error:0.203911
## [25] train-error:0.203911
## [26] train-error:0.203911
## [27] train-error:0.201117
## [28] train-error:0.203911
## [29] train-error:0.203911
## [30] train-error:0.189944
## [31] train-error:0.198324
## [32] train-error:0.192737
## [33] train-error:0.187151
## [34] train-error:0.189944
## [35] train-error:0.195531
## [36] train-error:0.189944
## [37] train-error:0.192737
## [38] train-error:0.187151
## [39] train-error:0.201117
## [40] train-error:0.187151
## [41] train-error:0.187151
## [42] train-error:0.187151
## [43] train-error:0.189944
## [44] train-error:0.173184
## [45] train-error:0.178771
## [46] train-error:0.178771
## [47] train-error:0.181564
## [48] train-error:0.170391
## [49] train-error:0.181564
## [50] train-error:0.175978
## [51] train-error:0.184358
## [52] train-error:0.178771
## [53] train-error:0.178771
## [54] train-error:0.189944
## [55] train-error:0.187151
## [56] train-error:0.187151
## [57] train-error:0.178771
## [58] train-error:0.192737
## [59] train-error:0.189944
## [60] train-error:0.192737
## [61] train-error:0.187151
## [62] train-error:0.187151
## [63] train-error:0.184358
## [64] train-error:0.189944
## [65] train-error:0.189944
## [66] train-error:0.189944
## [67] train-error:0.184358
## [68] train-error:0.184358
## [69] train-error:0.175978
## [70] train-error:0.192737
## [71] train-error:0.192737
## [72] train-error:0.192737
## [73] train-error:0.192737
## [74] train-error:0.195531
## [75] train-error:0.187151
## [76] train-error:0.181564
## [77] train-error:0.192737
## [78] train-error:0.203911
## [79] train-error:0.192737
## [80] train-error:0.201117
## [81] train-error:0.189944
## [82] train-error:0.184358
## [83] train-error:0.184358
## [84] train-error:0.187151
## [85] train-error:0.178771
## [86] train-error:0.181564
## [87] train-error:0.173184
## [88] train-error:0.184358
## [89] train-error:0.181564
## [90] train-error:0.189944
## [91] train-error:0.189944
## [92] train-error:0.175978
## [93] train-error:0.178771
## [94] train-error:0.175978
## [95] train-error:0.170391
## [96] train-error:0.170391
## [97] train-error:0.175978
## [98] train-error:0.173184
## [99] train-error:0.170391
## [100]    train-error:0.164804
## [101]    train-error:0.164804
## [102]    train-error:0.167598
## [103]    train-error:0.173184
## [104]    train-error:0.175978
## [105]    train-error:0.173184
## [106]    train-error:0.175978
## [107]    train-error:0.173184
## [108]    train-error:0.170391
## [109]    train-error:0.178771
## [110]    train-error:0.178771
## [111]    train-error:0.173184
## [112]    train-error:0.173184
## [113]    train-error:0.167598
## [114]    train-error:0.175978
## [115]    train-error:0.178771
## [116]    train-error:0.159218
## [117]    train-error:0.167598
## [118]    train-error:0.162011
## [119]    train-error:0.164804
## [120]    train-error:0.175978
## [121]    train-error:0.167598
## [122]    train-error:0.164804
## [123]    train-error:0.170391
## [124]    train-error:0.162011
## [125]    train-error:0.162011
## [126]    train-error:0.164804
## [127]    train-error:0.167598
## [128]    train-error:0.159218
## [129]    train-error:0.167598
## [130]    train-error:0.170391
## [131]    train-error:0.167598
## [132]    train-error:0.170391
## [133]    train-error:0.153631
## [134]    train-error:0.153631
## [135]    train-error:0.167598
## [136]    train-error:0.170391
## [137]    train-error:0.159218
## [138]    train-error:0.164804
## [139]    train-error:0.159218
## [140]    train-error:0.162011
## [141]    train-error:0.170391
## [142]    train-error:0.164804
## [143]    train-error:0.170391
## [144]    train-error:0.173184
## [145]    train-error:0.175978
## [146]    train-error:0.164804
## [147]    train-error:0.167598
## [148]    train-error:0.159218
## [149]    train-error:0.162011
## [150]    train-error:0.159218
## [151]    train-error:0.156425
## [152]    train-error:0.170391
## [153]    train-error:0.170391
## [154]    train-error:0.164804
## [155]    train-error:0.170391
## [156]    train-error:0.173184
## [157]    train-error:0.170391
## [158]    train-error:0.170391
## [159]    train-error:0.173184
## [160]    train-error:0.164804
## [161]    train-error:0.159218
## [162]    train-error:0.153631
## [163]    train-error:0.153631
## [164]    train-error:0.156425
## [165]    train-error:0.156425
## [166]    train-error:0.159218
## [167]    train-error:0.156425
## [168]    train-error:0.159218
## [169]    train-error:0.153631
## [170]    train-error:0.159218
## [171]    train-error:0.164804
## [172]    train-error:0.159218
## [173]    train-error:0.159218
## [174]    train-error:0.164804
## [175]    train-error:0.159218
## [176]    train-error:0.162011
## [177]    train-error:0.164804
## [178]    train-error:0.153631
## [179]    train-error:0.150838
## [180]    train-error:0.156425
## [181]    train-error:0.164804
## [182]    train-error:0.156425
## [183]    train-error:0.162011
## [184]    train-error:0.162011
## [185]    train-error:0.162011
## [186]    train-error:0.156425
## [187]    train-error:0.150838
## [188]    train-error:0.156425
## [189]    train-error:0.153631
## [190]    train-error:0.159218
## [191]    train-error:0.162011
## [192]    train-error:0.153631
## [193]    train-error:0.164804
## [194]    train-error:0.156425
## [195]    train-error:0.162011
## [196]    train-error:0.159218
## [197]    train-error:0.156425
## [198]    train-error:0.156425
## [199]    train-error:0.159218
## [200]    train-error:0.159218
## [201]    train-error:0.150838
## [202]    train-error:0.150838
## [203]    train-error:0.159218
## [204]    train-error:0.148045
## [205]    train-error:0.150838
## [206]    train-error:0.150838
## [207]    train-error:0.153631
## [208]    train-error:0.156425
## [209]    train-error:0.156425
## [210]    train-error:0.153631
## [211]    train-error:0.156425
## [212]    train-error:0.153631
## [213]    train-error:0.159218
## [214]    train-error:0.153631
## [215]    train-error:0.153631
## [216]    train-error:0.159218
## [217]    train-error:0.162011
## [218]    train-error:0.162011
## [219]    train-error:0.159218
## [220]    train-error:0.153631
## [221]    train-error:0.159218
## [222]    train-error:0.156425
## [223]    train-error:0.150838
## [224]    train-error:0.150838
## [225]    train-error:0.150838
## [226]    train-error:0.153631
## [227]    train-error:0.156425
## [228]    train-error:0.159218
## [229]    train-error:0.153631
## [230]    train-error:0.153631
## [231]    train-error:0.156425
## [232]    train-error:0.153631
## [233]    train-error:0.153631
## [234]    train-error:0.150838
## [235]    train-error:0.153631
## [236]    train-error:0.159218
## [237]    train-error:0.150838
## [238]    train-error:0.159218
## [239]    train-error:0.150838
## [240]    train-error:0.153631
## [241]    train-error:0.153631
## [242]    train-error:0.162011
## [243]    train-error:0.150838
## [244]    train-error:0.156425
## [245]    train-error:0.159218
## [246]    train-error:0.159218
## [247]    train-error:0.162011
## [248]    train-error:0.162011
## [249]    train-error:0.162011
## [250]    train-error:0.162011
## [251]    train-error:0.159218
## [252]    train-error:0.164804
## [253]    train-error:0.162011
## [254]    train-error:0.153631
## [255]    train-error:0.153631
## [256]    train-error:0.159218
## [257]    train-error:0.164804
## [258]    train-error:0.162011
## [259]    train-error:0.167598
## [260]    train-error:0.156425
## [261]    train-error:0.153631
## [262]    train-error:0.148045
## [263]    train-error:0.148045
## [264]    train-error:0.150838
## [265]    train-error:0.156425
## [266]    train-error:0.159218
## [267]    train-error:0.159218
## [268]    train-error:0.156425
## [269]    train-error:0.162011
## [270]    train-error:0.162011
## [271]    train-error:0.173184
## [272]    train-error:0.159218
## [273]    train-error:0.153631
## [274]    train-error:0.153631
## [275]    train-error:0.156425
## [276]    train-error:0.159218
## [277]    train-error:0.159218
## [278]    train-error:0.159218
## [279]    train-error:0.164804
## [280]    train-error:0.164804
## [281]    train-error:0.170391
## [282]    train-error:0.162011
## [283]    train-error:0.159218
## [284]    train-error:0.162011
## [285]    train-error:0.159218
## [286]    train-error:0.153631
## [287]    train-error:0.150838
## [288]    train-error:0.150838
## [289]    train-error:0.150838
## [290]    train-error:0.150838
## [291]    train-error:0.159218
## [292]    train-error:0.156425
## [293]    train-error:0.153631
## [294]    train-error:0.153631
## [295]    train-error:0.150838
## [296]    train-error:0.145251
## [297]    train-error:0.148045
## [298]    train-error:0.145251
## [299]    train-error:0.136872
## [300]    train-error:0.136872
## [301]    train-error:0.136872
## [302]    train-error:0.148045
## [303]    train-error:0.142458
## [304]    train-error:0.148045
## [305]    train-error:0.142458
## [306]    train-error:0.142458
## [307]    train-error:0.142458
## [308]    train-error:0.142458
## [309]    train-error:0.136872
## [310]    train-error:0.134078
## [311]    train-error:0.139665
## [312]    train-error:0.136872
## [313]    train-error:0.142458
## [314]    train-error:0.136872
## [315]    train-error:0.142458
## [316]    train-error:0.136872
## [317]    train-error:0.139665
## [318]    train-error:0.139665
## [319]    train-error:0.136872
## [320]    train-error:0.136872
## [321]    train-error:0.136872
## [322]    train-error:0.142458
## [323]    train-error:0.142458
## [324]    train-error:0.139665
## [325]    train-error:0.142458
## [326]    train-error:0.139665
## [327]    train-error:0.139665
## [328]    train-error:0.136872
## [329]    train-error:0.142458
## [330]    train-error:0.150838
## [331]    train-error:0.145251
## [332]    train-error:0.150838
## [333]    train-error:0.153631
## [334]    train-error:0.148045
## [335]    train-error:0.139665
## [336]    train-error:0.136872
## [337]    train-error:0.134078
## [338]    train-error:0.145251
## [339]    train-error:0.142458
## [340]    train-error:0.139665
## [341]    train-error:0.142458
## [342]    train-error:0.136872
## [343]    train-error:0.139665
## [344]    train-error:0.142458
## [345]    train-error:0.142458
## [346]    train-error:0.136872
## [347]    train-error:0.148045
## [348]    train-error:0.150838
## [349]    train-error:0.150838
## [350]    train-error:0.153631
## [351]    train-error:0.145251
## [352]    train-error:0.148045
## [353]    train-error:0.153631
## [354]    train-error:0.148045
## [355]    train-error:0.148045
## [356]    train-error:0.131285
## [357]    train-error:0.148045
## [358]    train-error:0.142458
## [359]    train-error:0.153631
## [360]    train-error:0.150838
## [361]    train-error:0.142458
## [362]    train-error:0.142458
## [363]    train-error:0.145251
## [364]    train-error:0.139665
## [365]    train-error:0.142458
## [366]    train-error:0.139665
## [367]    train-error:0.139665
## [368]    train-error:0.139665
## [369]    train-error:0.136872
## [370]    train-error:0.139665
## [371]    train-error:0.139665
## [372]    train-error:0.136872
## [373]    train-error:0.139665
## [374]    train-error:0.142458
## [375]    train-error:0.139665
## [376]    train-error:0.142458
## [377]    train-error:0.142458
## [378]    train-error:0.142458
## [379]    train-error:0.134078
## [380]    train-error:0.134078
## [381]    train-error:0.136872
## [382]    train-error:0.134078
## [383]    train-error:0.136872
## [384]    train-error:0.136872
## [385]    train-error:0.142458
## [386]    train-error:0.142458
## [387]    train-error:0.145251
## [388]    train-error:0.142458
## [389]    train-error:0.145251
## [390]    train-error:0.139665
## [391]    train-error:0.150838
## [392]    train-error:0.148045
## [393]    train-error:0.148045
## [394]    train-error:0.136872
## [395]    train-error:0.139665
## [396]    train-error:0.136872
## [397]    train-error:0.134078
## [398]    train-error:0.134078
## [399]    train-error:0.131285
## [400]    train-error:0.131285
## [401]    train-error:0.128492
## [402]    train-error:0.136872
## [403]    train-error:0.131285
## [404]    train-error:0.134078
## [405]    train-error:0.128492
## [406]    train-error:0.131285
## [407]    train-error:0.122905
## [408]    train-error:0.128492
## [409]    train-error:0.136872
## [410]    train-error:0.128492
## [411]    train-error:0.125698
## [412]    train-error:0.128492
## [413]    train-error:0.120112
## [414]    train-error:0.122905
## [415]    train-error:0.125698
## [416]    train-error:0.117318
## [417]    train-error:0.120112
## [418]    train-error:0.120112
## [419]    train-error:0.122905
## [420]    train-error:0.122905
## [421]    train-error:0.120112
## [422]    train-error:0.122905
## [423]    train-error:0.122905
## [424]    train-error:0.128492
## [425]    train-error:0.131285
## [426]    train-error:0.122905
## [427]    train-error:0.125698
## [428]    train-error:0.128492
## [429]    train-error:0.120112
## [430]    train-error:0.114525
## [431]    train-error:0.117318
## [432]    train-error:0.122905
## [433]    train-error:0.131285
## [434]    train-error:0.122905
## [435]    train-error:0.122905
## [436]    train-error:0.122905
## [437]    train-error:0.125698
## [438]    train-error:0.134078
## [439]    train-error:0.131285
## [440]    train-error:0.134078
## [441]    train-error:0.134078
## [442]    train-error:0.131285
## [443]    train-error:0.134078
## [444]    train-error:0.131285
## [445]    train-error:0.117318
## [446]    train-error:0.120112
## [447]    train-error:0.111732
## [448]    train-error:0.117318
## [449]    train-error:0.120112
## [450]    train-error:0.125698
## [451]    train-error:0.120112
## [452]    train-error:0.117318
## [453]    train-error:0.125698
## [454]    train-error:0.128492
## [455]    train-error:0.120112
## [456]    train-error:0.122905
## [457]    train-error:0.117318
## [458]    train-error:0.120112
## [459]    train-error:0.120112
## [460]    train-error:0.120112
## [461]    train-error:0.114525
## [462]    train-error:0.122905
## [463]    train-error:0.117318
## [464]    train-error:0.122905
## [465]    train-error:0.128492
## [466]    train-error:0.125698
## [467]    train-error:0.120112
## [468]    train-error:0.120112
## [469]    train-error:0.117318
## [470]    train-error:0.117318
## [471]    train-error:0.120112
## [472]    train-error:0.117318
## [473]    train-error:0.114525
## [474]    train-error:0.117318
## [475]    train-error:0.120112
## [476]    train-error:0.120112
## [477]    train-error:0.117318
## [478]    train-error:0.111732
## [479]    train-error:0.120112
## [480]    train-error:0.122905
## [481]    train-error:0.117318
## [482]    train-error:0.114525
## [483]    train-error:0.117318
## [484]    train-error:0.122905
## [485]    train-error:0.114525
## [486]    train-error:0.120112
## [487]    train-error:0.111732
## [488]    train-error:0.114525
## [489]    train-error:0.117318
## [490]    train-error:0.111732
## [491]    train-error:0.114525
## [492]    train-error:0.114525
## [493]    train-error:0.108939
## [494]    train-error:0.103352
## [495]    train-error:0.106145
## [496]    train-error:0.108939
## [497]    train-error:0.106145
## [498]    train-error:0.106145
## [499]    train-error:0.097765
## [500]    train-error:0.103352
## [501]    train-error:0.106145
## [502]    train-error:0.108939
## [503]    train-error:0.108939
## [504]    train-error:0.111732
## [505]    train-error:0.108939
## [506]    train-error:0.108939
## [507]    train-error:0.114525
## [508]    train-error:0.111732
## [509]    train-error:0.111732
## [510]    train-error:0.106145
## [511]    train-error:0.108939
## [512]    train-error:0.108939
## [513]    train-error:0.108939
## [514]    train-error:0.108939
## [515]    train-error:0.103352
## [516]    train-error:0.103352
## [517]    train-error:0.106145
## [518]    train-error:0.103352
## [519]    train-error:0.114525
## [520]    train-error:0.117318
## [521]    train-error:0.117318
## [522]    train-error:0.108939
## [523]    train-error:0.108939
## [524]    train-error:0.114525
## [525]    train-error:0.117318
## [526]    train-error:0.114525
## [527]    train-error:0.108939
## [528]    train-error:0.108939
## [529]    train-error:0.111732
## [530]    train-error:0.111732
## [531]    train-error:0.120112
## [532]    train-error:0.117318
## [533]    train-error:0.114525
## [534]    train-error:0.120112
## [535]    train-error:0.117318
## [536]    train-error:0.117318
## [537]    train-error:0.120112
## [538]    train-error:0.111732
## [539]    train-error:0.111732
## [540]    train-error:0.122905
## [541]    train-error:0.122905
## [542]    train-error:0.117318
## [543]    train-error:0.111732
## [544]    train-error:0.122905
## [545]    train-error:0.125698
## [546]    train-error:0.125698
## [547]    train-error:0.122905
## [548]    train-error:0.120112
## [549]    train-error:0.131285
## [550]    train-error:0.125698
## [551]    train-error:0.125698
## [552]    train-error:0.120112
## [553]    train-error:0.131285
## [554]    train-error:0.125698
## [555]    train-error:0.122905
## [556]    train-error:0.117318
## [557]    train-error:0.117318
## [558]    train-error:0.122905
## [559]    train-error:0.111732
## [560]    train-error:0.117318
## [561]    train-error:0.120112
## [562]    train-error:0.117318
## [563]    train-error:0.114525
## [564]    train-error:0.108939
## [565]    train-error:0.108939
## [566]    train-error:0.108939
## [567]    train-error:0.108939
## [568]    train-error:0.108939
## [569]    train-error:0.108939
## [570]    train-error:0.111732
## [571]    train-error:0.106145
## [572]    train-error:0.111732
## [573]    train-error:0.106145
## [574]    train-error:0.106145
## [575]    train-error:0.108939
## [576]    train-error:0.111732
## [577]    train-error:0.108939
## [578]    train-error:0.111732
## [579]    train-error:0.111732
## [580]    train-error:0.114525
## [581]    train-error:0.111732
## [582]    train-error:0.106145
## [583]    train-error:0.117318
## [584]    train-error:0.111732
## [585]    train-error:0.108939
## [586]    train-error:0.106145
## [587]    train-error:0.103352
## [588]    train-error:0.103352
## [589]    train-error:0.106145
## [590]    train-error:0.106145
## [0]  train-error:0.190476
## [1]  train-error:0.190476
## [2]  train-error:0.190476
## [3]  train-error:0.179272
## [4]  train-error:0.190476
## [5]  train-error:0.184874
## [6]  train-error:0.173669
## [7]  train-error:0.184874
## [8]  train-error:0.184874
## [9]  train-error:0.176471
## [10] train-error:0.176471
## [11] train-error:0.159664
## [12] train-error:0.159664
## [13] train-error:0.159664
## [14] train-error:0.154062
## [15] train-error:0.159664
## [16] train-error:0.159664
## [17] train-error:0.156863
## [18] train-error:0.159664
## [19] train-error:0.182073
## [20] train-error:0.168067
## [21] train-error:0.165266
## [22] train-error:0.182073
## [23] train-error:0.159664
## [24] train-error:0.173669
## [25] train-error:0.151261
## [26] train-error:0.170868
## [27] train-error:0.159664
## [28] train-error:0.168067
## [29] train-error:0.168067
## [30] train-error:0.184874
## [31] train-error:0.170868
## [32] train-error:0.170868
## [33] train-error:0.179272
## [34] train-error:0.162465
## [35] train-error:0.162465
## [36] train-error:0.168067
## [37] train-error:0.165266
## [38] train-error:0.179272
## [39] train-error:0.162465
## [40] train-error:0.168067
## [41] train-error:0.168067
## [42] train-error:0.168067
## [43] train-error:0.168067
## [44] train-error:0.170868
## [45] train-error:0.168067
## [46] train-error:0.168067
## [47] train-error:0.165266
## [48] train-error:0.165266
## [49] train-error:0.162465
## [50] train-error:0.170868
## [51] train-error:0.168067
## [52] train-error:0.170868
## [53] train-error:0.176471
## [54] train-error:0.170868
## [55] train-error:0.165266
## [56] train-error:0.159664
## [57] train-error:0.165266
## [58] train-error:0.179272
## [59] train-error:0.173669
## [60] train-error:0.159664
## [61] train-error:0.159664
## [62] train-error:0.162465
## [63] train-error:0.156863
## [64] train-error:0.156863
## [65] train-error:0.159664
## [66] train-error:0.159664
## [67] train-error:0.145658
## [68] train-error:0.162465
## [69] train-error:0.154062
## [70] train-error:0.156863
## [71] train-error:0.154062
## [72] train-error:0.159664
## [73] train-error:0.148459
## [74] train-error:0.148459
## [75] train-error:0.156863
## [76] train-error:0.151261
## [77] train-error:0.154062
## [78] train-error:0.168067
## [79] train-error:0.151261
## [80] train-error:0.156863
## [81] train-error:0.159664
## [82] train-error:0.154062
## [83] train-error:0.156863
## [84] train-error:0.151261
## [85] train-error:0.154062
## [86] train-error:0.156863
## [87] train-error:0.156863
## [88] train-error:0.142857
## [89] train-error:0.142857
## [90] train-error:0.142857
## [91] train-error:0.156863
## [92] train-error:0.134454
## [93] train-error:0.145658
## [94] train-error:0.148459
## [95] train-error:0.142857
## [96] train-error:0.145658
## [97] train-error:0.142857
## [98] train-error:0.142857
## [99] train-error:0.145658
## [100]    train-error:0.148459
## [101]    train-error:0.151261
## [102]    train-error:0.148459
## [103]    train-error:0.145658
## [104]    train-error:0.154062
## [105]    train-error:0.156863
## [106]    train-error:0.159664
## [107]    train-error:0.148459
## [108]    train-error:0.142857
## [109]    train-error:0.145658
## [110]    train-error:0.140056
## [111]    train-error:0.145658
## [112]    train-error:0.145658
## [113]    train-error:0.137255
## [114]    train-error:0.142857
## [115]    train-error:0.137255
## [116]    train-error:0.134454
## [117]    train-error:0.145658
## [118]    train-error:0.151261
## [119]    train-error:0.151261
## [120]    train-error:0.123249
## [121]    train-error:0.134454
## [122]    train-error:0.128852
## [123]    train-error:0.128852
## [124]    train-error:0.137255
## [125]    train-error:0.148459
## [126]    train-error:0.131653
## [127]    train-error:0.137255
## [128]    train-error:0.140056
## [129]    train-error:0.134454
## [130]    train-error:0.137255
## [131]    train-error:0.137255
## [132]    train-error:0.140056
## [133]    train-error:0.148459
## [134]    train-error:0.145658
## [135]    train-error:0.140056
## [136]    train-error:0.134454
## [137]    train-error:0.131653
## [138]    train-error:0.142857
## [139]    train-error:0.134454
## [140]    train-error:0.137255
## [141]    train-error:0.140056
## [142]    train-error:0.137255
## [143]    train-error:0.148459
## [144]    train-error:0.140056
## [145]    train-error:0.142857
## [146]    train-error:0.140056
## [147]    train-error:0.128852
## [148]    train-error:0.131653
## [149]    train-error:0.134454
## [150]    train-error:0.131653
## [151]    train-error:0.126050
## [152]    train-error:0.134454
## [153]    train-error:0.134454
## [154]    train-error:0.137255
## [155]    train-error:0.137255
## [156]    train-error:0.140056
## [157]    train-error:0.142857
## [158]    train-error:0.145658
## [159]    train-error:0.142857
## [160]    train-error:0.137255
## [161]    train-error:0.134454
## [162]    train-error:0.137255
## [163]    train-error:0.131653
## [164]    train-error:0.134454
## [165]    train-error:0.134454
## [166]    train-error:0.128852
## [167]    train-error:0.134454
## [168]    train-error:0.126050
## [169]    train-error:0.128852
## [170]    train-error:0.128852
## [171]    train-error:0.134454
## [172]    train-error:0.126050
## [173]    train-error:0.117647
## [174]    train-error:0.123249
## [175]    train-error:0.128852
## [176]    train-error:0.128852
## [177]    train-error:0.128852
## [178]    train-error:0.128852
## [179]    train-error:0.128852
## [180]    train-error:0.123249
## [181]    train-error:0.123249
## [182]    train-error:0.128852
## [183]    train-error:0.131653
## [184]    train-error:0.131653
## [185]    train-error:0.126050
## [186]    train-error:0.126050
## [187]    train-error:0.134454
## [188]    train-error:0.131653
## [189]    train-error:0.131653
## [190]    train-error:0.131653
## [191]    train-error:0.128852
## [192]    train-error:0.120448
## [193]    train-error:0.131653
## [194]    train-error:0.128852
## [195]    train-error:0.128852
## [196]    train-error:0.126050
## [197]    train-error:0.123249
## [198]    train-error:0.131653
## [199]    train-error:0.128852
## [200]    train-error:0.123249
## [201]    train-error:0.120448
## [202]    train-error:0.126050
## [203]    train-error:0.123249
## [204]    train-error:0.126050
## [205]    train-error:0.126050
## [206]    train-error:0.123249
## [207]    train-error:0.120448
## [208]    train-error:0.126050
## [209]    train-error:0.123249
## [210]    train-error:0.126050
## [211]    train-error:0.120448
## [212]    train-error:0.126050
## [213]    train-error:0.123249
## [214]    train-error:0.128852
## [215]    train-error:0.117647
## [216]    train-error:0.117647
## [217]    train-error:0.114846
## [218]    train-error:0.117647
## [219]    train-error:0.114846
## [220]    train-error:0.120448
## [221]    train-error:0.123249
## [222]    train-error:0.126050
## [223]    train-error:0.123249
## [224]    train-error:0.123249
## [225]    train-error:0.126050
## [226]    train-error:0.123249
## [227]    train-error:0.120448
## [228]    train-error:0.120448
## [229]    train-error:0.120448
## [230]    train-error:0.123249
## [231]    train-error:0.120448
## [232]    train-error:0.117647
## [233]    train-error:0.123249
## [234]    train-error:0.123249
## [235]    train-error:0.120448
## [236]    train-error:0.128852
## [237]    train-error:0.120448
## [238]    train-error:0.123249
## [239]    train-error:0.117647
## [240]    train-error:0.114846
## [241]    train-error:0.117647
## [242]    train-error:0.117647
## [243]    train-error:0.117647
## [244]    train-error:0.120448
## [245]    train-error:0.114846
## [246]    train-error:0.114846
## [247]    train-error:0.109244
## [248]    train-error:0.123249
## [249]    train-error:0.117647
## [250]    train-error:0.114846
## [251]    train-error:0.114846
## [252]    train-error:0.109244
## [253]    train-error:0.120448
## [254]    train-error:0.112045
## [255]    train-error:0.117647
## [256]    train-error:0.112045
## [257]    train-error:0.112045
## [258]    train-error:0.114846
## [259]    train-error:0.114846
## [260]    train-error:0.120448
## [261]    train-error:0.134454
## [262]    train-error:0.128852
## [263]    train-error:0.131653
## [264]    train-error:0.128852
## [265]    train-error:0.126050
## [266]    train-error:0.126050
## [267]    train-error:0.120448
## [268]    train-error:0.123249
## [269]    train-error:0.126050
## [270]    train-error:0.134454
## [271]    train-error:0.134454
## [272]    train-error:0.131653
## [273]    train-error:0.131653
## [274]    train-error:0.128852
## [275]    train-error:0.137255
## [276]    train-error:0.123249
## [277]    train-error:0.131653
## [278]    train-error:0.126050
## [279]    train-error:0.126050
## [280]    train-error:0.123249
## [281]    train-error:0.120448
## [282]    train-error:0.128852
## [283]    train-error:0.128852
## [284]    train-error:0.128852
## [285]    train-error:0.131653
## [286]    train-error:0.126050
## [287]    train-error:0.128852
## [288]    train-error:0.128852
## [289]    train-error:0.126050
## [290]    train-error:0.131653
## [291]    train-error:0.131653
## [292]    train-error:0.131653
## [293]    train-error:0.123249
## [294]    train-error:0.126050
## [295]    train-error:0.128852
## [296]    train-error:0.128852
## [297]    train-error:0.117647
## [298]    train-error:0.123249
## [299]    train-error:0.123249
## [300]    train-error:0.128852
## [301]    train-error:0.123249
## [302]    train-error:0.123249
## [303]    train-error:0.131653
## [304]    train-error:0.131653
## [305]    train-error:0.134454
## [306]    train-error:0.137255
## [307]    train-error:0.131653
## [308]    train-error:0.134454
## [309]    train-error:0.128852
## [310]    train-error:0.134454
## [311]    train-error:0.123249
## [312]    train-error:0.131653
## [313]    train-error:0.128852
## [314]    train-error:0.128852
## [315]    train-error:0.131653
## [316]    train-error:0.131653
## [317]    train-error:0.137255
## [318]    train-error:0.134454
## [319]    train-error:0.126050
## [320]    train-error:0.120448
## [321]    train-error:0.131653
## [322]    train-error:0.120448
## [323]    train-error:0.126050
## [324]    train-error:0.128852
## [325]    train-error:0.128852
## [326]    train-error:0.128852
## [327]    train-error:0.131653
## [328]    train-error:0.131653
## [329]    train-error:0.123249
## [330]    train-error:0.123249
## [331]    train-error:0.123249
## [332]    train-error:0.123249
## [333]    train-error:0.117647
## [334]    train-error:0.128852
## [335]    train-error:0.123249
## [336]    train-error:0.123249
## [337]    train-error:0.120448
## [338]    train-error:0.123249
## [339]    train-error:0.120448
## [340]    train-error:0.120448
## [341]    train-error:0.120448
## [342]    train-error:0.117647
## [343]    train-error:0.114846
## [344]    train-error:0.120448
## [345]    train-error:0.134454
## [346]    train-error:0.134454
## [347]    train-error:0.137255
## [348]    train-error:0.131653
## [349]    train-error:0.137255
## [350]    train-error:0.128852
## [351]    train-error:0.123249
## [352]    train-error:0.123249
## [353]    train-error:0.120448
## [354]    train-error:0.123249
## [355]    train-error:0.120448
## [356]    train-error:0.120448
## [357]    train-error:0.120448
## [358]    train-error:0.120448
## [359]    train-error:0.117647
## [360]    train-error:0.117647
## [361]    train-error:0.120448
## [362]    train-error:0.120448
## [363]    train-error:0.120448
## [364]    train-error:0.120448
## [365]    train-error:0.120448
## [366]    train-error:0.120448
## [367]    train-error:0.120448
## [368]    train-error:0.123249
## [369]    train-error:0.123249
## [370]    train-error:0.123249
## [371]    train-error:0.123249
## [372]    train-error:0.128852
## [373]    train-error:0.117647
## [374]    train-error:0.117647
## [375]    train-error:0.123249
## [376]    train-error:0.117647
## [377]    train-error:0.117647
## [378]    train-error:0.117647
## [379]    train-error:0.114846
## [380]    train-error:0.114846
## [381]    train-error:0.114846
## [382]    train-error:0.114846
## [383]    train-error:0.112045
## [384]    train-error:0.109244
## [385]    train-error:0.114846
## [386]    train-error:0.117647
## [387]    train-error:0.114846
## [388]    train-error:0.117647
## [389]    train-error:0.123249
## [390]    train-error:0.120448
## [391]    train-error:0.117647
## [392]    train-error:0.126050
## [393]    train-error:0.120448
## [394]    train-error:0.120448
## [395]    train-error:0.123249
## [396]    train-error:0.126050
## [397]    train-error:0.123249
## [398]    train-error:0.117647
## [399]    train-error:0.123249
## [400]    train-error:0.117647
## [401]    train-error:0.128852
## [402]    train-error:0.131653
## [403]    train-error:0.120448
## [404]    train-error:0.117647
## [405]    train-error:0.117647
## [406]    train-error:0.120448
## [407]    train-error:0.123249
## [408]    train-error:0.120448
## [409]    train-error:0.120448
## [410]    train-error:0.120448
## [411]    train-error:0.120448
## [412]    train-error:0.120448
## [413]    train-error:0.123249
## [414]    train-error:0.120448
## [415]    train-error:0.123249
## [416]    train-error:0.123249
## [417]    train-error:0.128852
## [418]    train-error:0.126050
## [419]    train-error:0.123249
## [420]    train-error:0.123249
## [421]    train-error:0.114846
## [422]    train-error:0.114846
## [423]    train-error:0.117647
## [424]    train-error:0.109244
## [425]    train-error:0.112045
## [426]    train-error:0.112045
## [427]    train-error:0.114846
## [428]    train-error:0.114846
## [429]    train-error:0.114846
## [430]    train-error:0.114846
## [431]    train-error:0.109244
## [432]    train-error:0.117647
## [433]    train-error:0.103641
## [434]    train-error:0.106443
## [435]    train-error:0.103641
## [436]    train-error:0.106443
## [437]    train-error:0.106443
## [438]    train-error:0.112045
## [439]    train-error:0.106443
## [440]    train-error:0.112045
## [441]    train-error:0.112045
## [442]    train-error:0.117647
## [443]    train-error:0.112045
## [444]    train-error:0.112045
## [445]    train-error:0.114846
## [446]    train-error:0.117647
## [447]    train-error:0.109244
## [448]    train-error:0.117647
## [449]    train-error:0.114846
## [450]    train-error:0.112045
## [451]    train-error:0.117647
## [452]    train-error:0.112045
## [453]    train-error:0.109244
## [454]    train-error:0.117647
## [455]    train-error:0.128852
## [456]    train-error:0.120448
## [457]    train-error:0.120448
## [458]    train-error:0.120448
## [459]    train-error:0.114846
## [460]    train-error:0.114846
## [461]    train-error:0.114846
## [462]    train-error:0.114846
## [463]    train-error:0.114846
## [464]    train-error:0.128852
## [465]    train-error:0.126050
## [466]    train-error:0.120448
## [467]    train-error:0.117647
## [468]    train-error:0.112045
## [469]    train-error:0.117647
## [470]    train-error:0.114846
## [471]    train-error:0.112045
## [472]    train-error:0.117647
## [473]    train-error:0.123249
## [474]    train-error:0.117647
## [475]    train-error:0.126050
## [476]    train-error:0.123249
## [477]    train-error:0.123249
## [478]    train-error:0.120448
## [479]    train-error:0.120448
## [480]    train-error:0.120448
## [481]    train-error:0.126050
## [482]    train-error:0.117647
## [483]    train-error:0.117647
## [484]    train-error:0.123249
## [485]    train-error:0.126050
## [486]    train-error:0.123249
## [487]    train-error:0.114846
## [488]    train-error:0.117647
## [489]    train-error:0.117647
## [490]    train-error:0.123249
## [491]    train-error:0.123249
## [492]    train-error:0.114846
## [493]    train-error:0.120448
## [494]    train-error:0.114846
## [495]    train-error:0.126050
## [496]    train-error:0.128852
## [497]    train-error:0.117647
## [498]    train-error:0.117647
## [499]    train-error:0.120448
## [500]    train-error:0.120448
## [501]    train-error:0.128852
## [502]    train-error:0.126050
## [503]    train-error:0.126050
## [504]    train-error:0.120448
## [505]    train-error:0.117647
## [506]    train-error:0.123249
## [507]    train-error:0.126050
## [508]    train-error:0.117647
## [509]    train-error:0.120448
## [510]    train-error:0.128852
## [511]    train-error:0.117647
## [512]    train-error:0.114846
## [513]    train-error:0.114846
## [514]    train-error:0.117647
## [515]    train-error:0.114846
## [516]    train-error:0.106443
## [517]    train-error:0.100840
## [518]    train-error:0.106443
## [519]    train-error:0.103641
## [520]    train-error:0.103641
## [521]    train-error:0.100840
## [522]    train-error:0.103641
## [523]    train-error:0.112045
## [524]    train-error:0.103641
## [525]    train-error:0.114846
## [526]    train-error:0.112045
## [527]    train-error:0.109244
## [528]    train-error:0.117647
## [529]    train-error:0.112045
## [530]    train-error:0.106443
## [531]    train-error:0.114846
## [532]    train-error:0.114846
## [533]    train-error:0.117647
## [534]    train-error:0.123249
## [535]    train-error:0.120448
## [536]    train-error:0.123249
## [537]    train-error:0.117647
## [538]    train-error:0.123249
## [539]    train-error:0.117647
## [540]    train-error:0.120448
## [541]    train-error:0.120448
## [542]    train-error:0.117647
## [543]    train-error:0.112045
## [544]    train-error:0.114846
## [545]    train-error:0.117647
## [546]    train-error:0.114846
## [547]    train-error:0.112045
## [548]    train-error:0.123249
## [549]    train-error:0.126050
## [550]    train-error:0.120448
## [551]    train-error:0.126050
## [552]    train-error:0.123249
## [553]    train-error:0.123249
## [554]    train-error:0.120448
## [555]    train-error:0.114846
## [556]    train-error:0.114846
## [557]    train-error:0.112045
## [558]    train-error:0.120448
## [559]    train-error:0.117647
## [560]    train-error:0.117647
## [561]    train-error:0.123249
## [562]    train-error:0.126050
## [563]    train-error:0.123249
## [564]    train-error:0.117647
## [565]    train-error:0.123249
## [566]    train-error:0.120448
## [567]    train-error:0.123249
## [568]    train-error:0.128852
## [569]    train-error:0.128852
## [570]    train-error:0.131653
## [571]    train-error:0.137255
## [572]    train-error:0.112045
## [573]    train-error:0.112045
## [574]    train-error:0.109244
## [575]    train-error:0.103641
## [576]    train-error:0.109244
## [577]    train-error:0.114846
## [578]    train-error:0.114846
## [579]    train-error:0.114846
## [580]    train-error:0.117647
## [581]    train-error:0.114846
## [582]    train-error:0.114846
## [583]    train-error:0.112045
## [584]    train-error:0.117647
## [585]    train-error:0.114846
## [586]    train-error:0.117647
## [587]    train-error:0.117647
## [588]    train-error:0.114846
## [589]    train-error:0.117647
## [590]    train-error:0.109244
## [0]  train-error:0.238095
## [1]  train-error:0.218487
## [2]  train-error:0.207283
## [3]  train-error:0.207283
## [4]  train-error:0.207283
## [5]  train-error:0.210084
## [6]  train-error:0.193277
## [7]  train-error:0.210084
## [8]  train-error:0.196078
## [9]  train-error:0.204482
## [10] train-error:0.190476
## [11] train-error:0.196078
## [12] train-error:0.193277
## [13] train-error:0.193277
## [14] train-error:0.184874
## [15] train-error:0.179272
## [16] train-error:0.176471
## [17] train-error:0.176471
## [18] train-error:0.179272
## [19] train-error:0.179272
## [20] train-error:0.165266
## [21] train-error:0.170868
## [22] train-error:0.176471
## [23] train-error:0.187675
## [24] train-error:0.182073
## [25] train-error:0.193277
## [26] train-error:0.184874
## [27] train-error:0.176471
## [28] train-error:0.173669
## [29] train-error:0.168067
## [30] train-error:0.168067
## [31] train-error:0.162465
## [32] train-error:0.159664
## [33] train-error:0.156863
## [34] train-error:0.148459
## [35] train-error:0.156863
## [36] train-error:0.148459
## [37] train-error:0.162465
## [38] train-error:0.156863
## [39] train-error:0.156863
## [40] train-error:0.148459
## [41] train-error:0.151261
## [42] train-error:0.165266
## [43] train-error:0.173669
## [44] train-error:0.179272
## [45] train-error:0.182073
## [46] train-error:0.182073
## [47] train-error:0.184874
## [48] train-error:0.179272
## [49] train-error:0.170868
## [50] train-error:0.173669
## [51] train-error:0.176471
## [52] train-error:0.168067
## [53] train-error:0.162465
## [54] train-error:0.162465
## [55] train-error:0.154062
## [56] train-error:0.162465
## [57] train-error:0.159664
## [58] train-error:0.170868
## [59] train-error:0.165266
## [60] train-error:0.165266
## [61] train-error:0.168067
## [62] train-error:0.170868
## [63] train-error:0.173669
## [64] train-error:0.170868
## [65] train-error:0.168067
## [66] train-error:0.156863
## [67] train-error:0.162465
## [68] train-error:0.165266
## [69] train-error:0.173669
## [70] train-error:0.159664
## [71] train-error:0.159664
## [72] train-error:0.156863
## [73] train-error:0.156863
## [74] train-error:0.151261
## [75] train-error:0.154062
## [76] train-error:0.151261
## [77] train-error:0.145658
## [78] train-error:0.156863
## [79] train-error:0.148459
## [80] train-error:0.151261
## [81] train-error:0.151261
## [82] train-error:0.145658
## [83] train-error:0.151261
## [84] train-error:0.148459
## [85] train-error:0.159664
## [86] train-error:0.159664
## [87] train-error:0.151261
## [88] train-error:0.145658
## [89] train-error:0.148459
## [90] train-error:0.142857
## [91] train-error:0.154062
## [92] train-error:0.156863
## [93] train-error:0.154062
## [94] train-error:0.151261
## [95] train-error:0.159664
## [96] train-error:0.151261
## [97] train-error:0.142857
## [98] train-error:0.137255
## [99] train-error:0.134454
## [100]    train-error:0.137255
## [101]    train-error:0.148459
## [102]    train-error:0.140056
## [103]    train-error:0.151261
## [104]    train-error:0.148459
## [105]    train-error:0.142857
## [106]    train-error:0.142857
## [107]    train-error:0.154062
## [108]    train-error:0.151261
## [109]    train-error:0.156863
## [110]    train-error:0.156863
## [111]    train-error:0.156863
## [112]    train-error:0.162465
## [113]    train-error:0.162465
## [114]    train-error:0.165266
## [115]    train-error:0.170868
## [116]    train-error:0.162465
## [117]    train-error:0.156863
## [118]    train-error:0.162465
## [119]    train-error:0.165266
## [120]    train-error:0.159664
## [121]    train-error:0.165266
## [122]    train-error:0.165266
## [123]    train-error:0.156863
## [124]    train-error:0.156863
## [125]    train-error:0.159664
## [126]    train-error:0.148459
## [127]    train-error:0.154062
## [128]    train-error:0.154062
## [129]    train-error:0.151261
## [130]    train-error:0.154062
## [131]    train-error:0.151261
## [132]    train-error:0.151261
## [133]    train-error:0.156863
## [134]    train-error:0.159664
## [135]    train-error:0.162465
## [136]    train-error:0.156863
## [137]    train-error:0.154062
## [138]    train-error:0.145658
## [139]    train-error:0.159664
## [140]    train-error:0.159664
## [141]    train-error:0.156863
## [142]    train-error:0.154062
## [143]    train-error:0.148459
## [144]    train-error:0.151261
## [145]    train-error:0.156863
## [146]    train-error:0.156863
## [147]    train-error:0.162465
## [148]    train-error:0.165266
## [149]    train-error:0.170868
## [150]    train-error:0.159664
## [151]    train-error:0.159664
## [152]    train-error:0.151261
## [153]    train-error:0.156863
## [154]    train-error:0.156863
## [155]    train-error:0.145658
## [156]    train-error:0.145658
## [157]    train-error:0.148459
## [158]    train-error:0.154062
## [159]    train-error:0.151261
## [160]    train-error:0.151261
## [161]    train-error:0.142857
## [162]    train-error:0.145658
## [163]    train-error:0.151261
## [164]    train-error:0.145658
## [165]    train-error:0.142857
## [166]    train-error:0.142857
## [167]    train-error:0.140056
## [168]    train-error:0.151261
## [169]    train-error:0.140056
## [170]    train-error:0.148459
## [171]    train-error:0.142857
## [172]    train-error:0.140056
## [173]    train-error:0.142857
## [174]    train-error:0.142857
## [175]    train-error:0.142857
## [176]    train-error:0.140056
## [177]    train-error:0.140056
## [178]    train-error:0.140056
## [179]    train-error:0.145658
## [180]    train-error:0.142857
## [181]    train-error:0.137255
## [182]    train-error:0.145658
## [183]    train-error:0.145658
## [184]    train-error:0.145658
## [185]    train-error:0.137255
## [186]    train-error:0.145658
## [187]    train-error:0.142857
## [188]    train-error:0.145658
## [189]    train-error:0.142857
## [190]    train-error:0.145658
## [191]    train-error:0.137255
## [192]    train-error:0.140056
## [193]    train-error:0.142857
## [194]    train-error:0.134454
## [195]    train-error:0.140056
## [196]    train-error:0.145658
## [197]    train-error:0.145658
## [198]    train-error:0.131653
## [199]    train-error:0.128852
## [200]    train-error:0.134454
## [201]    train-error:0.137255
## [202]    train-error:0.134454
## [203]    train-error:0.131653
## [204]    train-error:0.137255
## [205]    train-error:0.142857
## [206]    train-error:0.134454
## [207]    train-error:0.134454
## [208]    train-error:0.137255
## [209]    train-error:0.137255
## [210]    train-error:0.134454
## [211]    train-error:0.134454
## [212]    train-error:0.140056
## [213]    train-error:0.123249
## [214]    train-error:0.131653
## [215]    train-error:0.126050
## [216]    train-error:0.134454
## [217]    train-error:0.128852
## [218]    train-error:0.131653
## [219]    train-error:0.137255
## [220]    train-error:0.140056
## [221]    train-error:0.137255
## [222]    train-error:0.137255
## [223]    train-error:0.137255
## [224]    train-error:0.140056
## [225]    train-error:0.142857
## [226]    train-error:0.131653
## [227]    train-error:0.137255
## [228]    train-error:0.140056
## [229]    train-error:0.145658
## [230]    train-error:0.145658
## [231]    train-error:0.145658
## [232]    train-error:0.145658
## [233]    train-error:0.142857
## [234]    train-error:0.142857
## [235]    train-error:0.134454
## [236]    train-error:0.140056
## [237]    train-error:0.131653
## [238]    train-error:0.137255
## [239]    train-error:0.142857
## [240]    train-error:0.142857
## [241]    train-error:0.140056
## [242]    train-error:0.142857
## [243]    train-error:0.137255
## [244]    train-error:0.140056
## [245]    train-error:0.137255
## [246]    train-error:0.134454
## [247]    train-error:0.140056
## [248]    train-error:0.137255
## [249]    train-error:0.142857
## [250]    train-error:0.134454
## [251]    train-error:0.128852
## [252]    train-error:0.134454
## [253]    train-error:0.140056
## [254]    train-error:0.131653
## [255]    train-error:0.131653
## [256]    train-error:0.128852
## [257]    train-error:0.137255
## [258]    train-error:0.131653
## [259]    train-error:0.134454
## [260]    train-error:0.137255
## [261]    train-error:0.134454
## [262]    train-error:0.131653
## [263]    train-error:0.131653
## [264]    train-error:0.134454
## [265]    train-error:0.128852
## [266]    train-error:0.128852
## [267]    train-error:0.126050
## [268]    train-error:0.134454
## [269]    train-error:0.134454
## [270]    train-error:0.131653
## [271]    train-error:0.137255
## [272]    train-error:0.134454
## [273]    train-error:0.134454
## [274]    train-error:0.134454
## [275]    train-error:0.134454
## [276]    train-error:0.134454
## [277]    train-error:0.140056
## [278]    train-error:0.140056
## [279]    train-error:0.145658
## [280]    train-error:0.145658
## [281]    train-error:0.145658
## [282]    train-error:0.140056
## [283]    train-error:0.145658
## [284]    train-error:0.140056
## [285]    train-error:0.140056
## [286]    train-error:0.151261
## [287]    train-error:0.145658
## [288]    train-error:0.148459
## [289]    train-error:0.145658
## [290]    train-error:0.148459
## [291]    train-error:0.145658
## [292]    train-error:0.137255
## [293]    train-error:0.140056
## [294]    train-error:0.142857
## [295]    train-error:0.128852
## [296]    train-error:0.134454
## [297]    train-error:0.128852
## [298]    train-error:0.131653
## [299]    train-error:0.137255
## [300]    train-error:0.134454
## [301]    train-error:0.126050
## [302]    train-error:0.131653
## [303]    train-error:0.120448
## [304]    train-error:0.126050
## [305]    train-error:0.131653
## [306]    train-error:0.131653
## [307]    train-error:0.134454
## [308]    train-error:0.131653
## [309]    train-error:0.128852
## [310]    train-error:0.131653
## [311]    train-error:0.134454
## [312]    train-error:0.137255
## [313]    train-error:0.137255
## [314]    train-error:0.131653
## [315]    train-error:0.126050
## [316]    train-error:0.128852
## [317]    train-error:0.128852
## [318]    train-error:0.128852
## [319]    train-error:0.120448
## [320]    train-error:0.128852
## [321]    train-error:0.120448
## [322]    train-error:0.123249
## [323]    train-error:0.128852
## [324]    train-error:0.128852
## [325]    train-error:0.131653
## [326]    train-error:0.123249
## [327]    train-error:0.123249
## [328]    train-error:0.134454
## [329]    train-error:0.131653
## [330]    train-error:0.131653
## [331]    train-error:0.131653
## [332]    train-error:0.128852
## [333]    train-error:0.134454
## [334]    train-error:0.131653
## [335]    train-error:0.128852
## [336]    train-error:0.137255
## [337]    train-error:0.140056
## [338]    train-error:0.142857
## [339]    train-error:0.148459
## [340]    train-error:0.148459
## [341]    train-error:0.142857
## [342]    train-error:0.148459
## [343]    train-error:0.145658
## [344]    train-error:0.151261
## [345]    train-error:0.140056
## [346]    train-error:0.142857
## [347]    train-error:0.128852
## [348]    train-error:0.134454
## [349]    train-error:0.131653
## [350]    train-error:0.134454
## [351]    train-error:0.128852
## [352]    train-error:0.123249
## [353]    train-error:0.126050
## [354]    train-error:0.131653
## [355]    train-error:0.131653
## [356]    train-error:0.137255
## [357]    train-error:0.134454
## [358]    train-error:0.128852
## [359]    train-error:0.128852
## [360]    train-error:0.126050
## [361]    train-error:0.126050
## [362]    train-error:0.131653
## [363]    train-error:0.131653
## [364]    train-error:0.134454
## [365]    train-error:0.140056
## [366]    train-error:0.142857
## [367]    train-error:0.140056
## [368]    train-error:0.142857
## [369]    train-error:0.140056
## [370]    train-error:0.134454
## [371]    train-error:0.134454
## [372]    train-error:0.131653
## [373]    train-error:0.137255
## [374]    train-error:0.128852
## [375]    train-error:0.137255
## [376]    train-error:0.137255
## [377]    train-error:0.134454
## [378]    train-error:0.131653
## [379]    train-error:0.131653
## [380]    train-error:0.131653
## [381]    train-error:0.137255
## [382]    train-error:0.126050
## [383]    train-error:0.131653
## [384]    train-error:0.134454
## [385]    train-error:0.128852
## [386]    train-error:0.128852
## [387]    train-error:0.126050
## [388]    train-error:0.123249
## [389]    train-error:0.128852
## [390]    train-error:0.134454
## [391]    train-error:0.134454
## [392]    train-error:0.137255
## [393]    train-error:0.137255
## [394]    train-error:0.134454
## [395]    train-error:0.131653
## [396]    train-error:0.137255
## [397]    train-error:0.137255
## [398]    train-error:0.131653
## [399]    train-error:0.128852
## [400]    train-error:0.126050
## [401]    train-error:0.131653
## [402]    train-error:0.126050
## [403]    train-error:0.117647
## [404]    train-error:0.126050
## [405]    train-error:0.131653
## [406]    train-error:0.128852
## [407]    train-error:0.128852
## [408]    train-error:0.128852
## [409]    train-error:0.126050
## [410]    train-error:0.123249
## [411]    train-error:0.134454
## [412]    train-error:0.131653
## [413]    train-error:0.137255
## [414]    train-error:0.131653
## [415]    train-error:0.128852
## [416]    train-error:0.128852
## [417]    train-error:0.134454
## [418]    train-error:0.128852
## [419]    train-error:0.126050
## [420]    train-error:0.131653
## [421]    train-error:0.131653
## [422]    train-error:0.137255
## [423]    train-error:0.137255
## [424]    train-error:0.131653
## [425]    train-error:0.131653
## [426]    train-error:0.131653
## [427]    train-error:0.134454
## [428]    train-error:0.134454
## [429]    train-error:0.137255
## [430]    train-error:0.131653
## [431]    train-error:0.137255
## [432]    train-error:0.134454
## [433]    train-error:0.134454
## [434]    train-error:0.131653
## [435]    train-error:0.137255
## [436]    train-error:0.148459
## [437]    train-error:0.145658
## [438]    train-error:0.142857
## [439]    train-error:0.140056
## [440]    train-error:0.140056
## [441]    train-error:0.140056
## [442]    train-error:0.140056
## [443]    train-error:0.137255
## [444]    train-error:0.140056
## [445]    train-error:0.140056
## [446]    train-error:0.134454
## [447]    train-error:0.140056
## [448]    train-error:0.142857
## [449]    train-error:0.134454
## [450]    train-error:0.134454
## [451]    train-error:0.140056
## [452]    train-error:0.134454
## [453]    train-error:0.134454
## [454]    train-error:0.134454
## [455]    train-error:0.134454
## [456]    train-error:0.142857
## [457]    train-error:0.142857
## [458]    train-error:0.137255
## [459]    train-error:0.137255
## [460]    train-error:0.134454
## [461]    train-error:0.134454
## [462]    train-error:0.131653
## [463]    train-error:0.134454
## [464]    train-error:0.131653
## [465]    train-error:0.134454
## [466]    train-error:0.134454
## [467]    train-error:0.131653
## [468]    train-error:0.131653
## [469]    train-error:0.128852
## [470]    train-error:0.134454
## [471]    train-error:0.128852
## [472]    train-error:0.137255
## [473]    train-error:0.128852
## [474]    train-error:0.123249
## [475]    train-error:0.126050
## [476]    train-error:0.126050
## [477]    train-error:0.128852
## [478]    train-error:0.131653
## [479]    train-error:0.140056
## [480]    train-error:0.131653
## [481]    train-error:0.137255
## [482]    train-error:0.131653
## [483]    train-error:0.128852
## [484]    train-error:0.128852
## [485]    train-error:0.134454
## [486]    train-error:0.134454
## [487]    train-error:0.137255
## [488]    train-error:0.134454
## [489]    train-error:0.140056
## [490]    train-error:0.137255
## [491]    train-error:0.134454
## [492]    train-error:0.128852
## [493]    train-error:0.131653
## [494]    train-error:0.131653
## [495]    train-error:0.126050
## [496]    train-error:0.128852
## [497]    train-error:0.131653
## [498]    train-error:0.128852
## [499]    train-error:0.131653
## [500]    train-error:0.126050
## [501]    train-error:0.131653
## [502]    train-error:0.128852
## [503]    train-error:0.126050
## [504]    train-error:0.128852
## [505]    train-error:0.131653
## [506]    train-error:0.128852
## [507]    train-error:0.134454
## [508]    train-error:0.128852
## [509]    train-error:0.126050
## [510]    train-error:0.131653
## [511]    train-error:0.131653
## [512]    train-error:0.128852
## [513]    train-error:0.128852
## [514]    train-error:0.123249
## [515]    train-error:0.123249
## [516]    train-error:0.120448
## [517]    train-error:0.120448
## [518]    train-error:0.117647
## [519]    train-error:0.126050
## [520]    train-error:0.117647
## [521]    train-error:0.114846
## [522]    train-error:0.120448
## [523]    train-error:0.117647
## [524]    train-error:0.120448
## [525]    train-error:0.123249
## [526]    train-error:0.123249
## [527]    train-error:0.117647
## [528]    train-error:0.126050
## [529]    train-error:0.120448
## [530]    train-error:0.123249
## [531]    train-error:0.120448
## [532]    train-error:0.126050
## [533]    train-error:0.120448
## [534]    train-error:0.123249
## [535]    train-error:0.120448
## [536]    train-error:0.117647
## [537]    train-error:0.123249
## [538]    train-error:0.120448
## [539]    train-error:0.117647
## [540]    train-error:0.120448
## [541]    train-error:0.120448
## [542]    train-error:0.123249
## [543]    train-error:0.120448
## [544]    train-error:0.120448
## [545]    train-error:0.120448
## [546]    train-error:0.117647
## [547]    train-error:0.120448
## [548]    train-error:0.123249
## [549]    train-error:0.123249
## [550]    train-error:0.123249
## [551]    train-error:0.123249
## [552]    train-error:0.123249
## [553]    train-error:0.126050
## [554]    train-error:0.128852
## [555]    train-error:0.128852
## [556]    train-error:0.131653
## [557]    train-error:0.128852
## [558]    train-error:0.128852
## [559]    train-error:0.134454
## [560]    train-error:0.128852
## [561]    train-error:0.128852
## [562]    train-error:0.128852
## [563]    train-error:0.126050
## [564]    train-error:0.131653
## [565]    train-error:0.126050
## [566]    train-error:0.117647
## [567]    train-error:0.117647
## [568]    train-error:0.123249
## [569]    train-error:0.120448
## [570]    train-error:0.120448
## [571]    train-error:0.120448
## [572]    train-error:0.120448
## [573]    train-error:0.123249
## [574]    train-error:0.117647
## [575]    train-error:0.117647
## [576]    train-error:0.117647
## [577]    train-error:0.123249
## [578]    train-error:0.114846
## [579]    train-error:0.114846
## [580]    train-error:0.114846
## [581]    train-error:0.131653
## [582]    train-error:0.114846
## [583]    train-error:0.123249
## [584]    train-error:0.126050
## [585]    train-error:0.123249
## [586]    train-error:0.117647
## [587]    train-error:0.114846
## [588]    train-error:0.120448
## [589]    train-error:0.114846
## [590]    train-error:0.117647

#set parameters
xg_new <- setHyperPars(learner = xg_set, par.vals = xg_tune$x)
#train model
xgmodel <- mlr::train(xg_new, trainTask)

## [0]  train-error:0.304104
## [1]  train-error:0.220149
## [2]  train-error:0.205224
## [3]  train-error:0.197761
## [4]  train-error:0.184701
## [5]  train-error:0.177239
## [6]  train-error:0.186567
## [7]  train-error:0.180970
## [8]  train-error:0.177239
## [9]  train-error:0.171642
## [10] train-error:0.175373
## [11] train-error:0.167910
## [12] train-error:0.171642
## [13] train-error:0.166045
## [14] train-error:0.162313
## [15] train-error:0.169776
## [16] train-error:0.167910
## [17] train-error:0.171642
## [18] train-error:0.166045
## [19] train-error:0.156716
## [20] train-error:0.154851
## [21] train-error:0.154851
## [22] train-error:0.152985
## [23] train-error:0.147388
## [24] train-error:0.143657
## [25] train-error:0.136194
## [26] train-error:0.126866
## [27] train-error:0.128731
## [28] train-error:0.130597
## [29] train-error:0.132463
## [30] train-error:0.130597
## [31] train-error:0.128731
## [32] train-error:0.128731
## [33] train-error:0.125000
## [34] train-error:0.123134
## [35] train-error:0.123134
## [36] train-error:0.119403
## [37] train-error:0.119403
## [38] train-error:0.121269
## [39] train-error:0.121269
## [40] train-error:0.126866
## [41] train-error:0.125000
## [42] train-error:0.125000
## [43] train-error:0.123134
## [44] train-error:0.121269
## [45] train-error:0.123134
## [46] train-error:0.119403
## [47] train-error:0.117537
## [48] train-error:0.121269
## [49] train-error:0.115672
## [50] train-error:0.115672
## [51] train-error:0.115672
## [52] train-error:0.113806
## [53] train-error:0.113806
## [54] train-error:0.119403
## [55] train-error:0.115672
## [56] train-error:0.117537
## [57] train-error:0.111940
## [58] train-error:0.115672
## [59] train-error:0.117537
## [60] train-error:0.117537
## [61] train-error:0.115672
## [62] train-error:0.115672
## [63] train-error:0.115672
## [64] train-error:0.115672
## [65] train-error:0.113806
## [66] train-error:0.113806
## [67] train-error:0.115672
## [68] train-error:0.117537
## [69] train-error:0.115672
## [70] train-error:0.117537
## [71] train-error:0.115672
## [72] train-error:0.121269
## [73] train-error:0.117537
## [74] train-error:0.113806
## [75] train-error:0.115672
## [76] train-error:0.117537
## [77] train-error:0.115672
## [78] train-error:0.113806
## [79] train-error:0.113806
## [80] train-error:0.113806
## [81] train-error:0.113806
## [82] train-error:0.113806
## [83] train-error:0.113806
## [84] train-error:0.113806
## [85] train-error:0.113806
## [86] train-error:0.115672
## [87] train-error:0.115672
## [88] train-error:0.113806
## [89] train-error:0.117537
## [90] train-error:0.117537
## [91] train-error:0.115672
## [92] train-error:0.117537
## [93] train-error:0.115672
## [94] train-error:0.117537
## [95] train-error:0.113806
## [96] train-error:0.111940
## [97] train-error:0.110075
## [98] train-error:0.111940
## [99] train-error:0.111940
## [100]    train-error:0.110075
## [101]    train-error:0.108209
## [102]    train-error:0.110075
## [103]    train-error:0.111940
## [104]    train-error:0.110075
## [105]    train-error:0.111940
## [106]    train-error:0.110075
## [107]    train-error:0.108209
## [108]    train-error:0.108209
## [109]    train-error:0.111940
## [110]    train-error:0.111940
## [111]    train-error:0.110075
## [112]    train-error:0.111940
## [113]    train-error:0.111940
## [114]    train-error:0.111940
## [115]    train-error:0.110075
## [116]    train-error:0.111940
## [117]    train-error:0.111940
## [118]    train-error:0.110075
## [119]    train-error:0.110075
## [120]    train-error:0.110075
## [121]    train-error:0.108209
## [122]    train-error:0.106343
## [123]    train-error:0.106343
## [124]    train-error:0.108209
## [125]    train-error:0.108209
## [126]    train-error:0.102612
## [127]    train-error:0.104478
## [128]    train-error:0.104478
## [129]    train-error:0.104478
## [130]    train-error:0.104478
## [131]    train-error:0.106343
## [132]    train-error:0.102612
## [133]    train-error:0.100746
## [134]    train-error:0.100746
## [135]    train-error:0.102612
## [136]    train-error:0.098881
## [137]    train-error:0.100746
## [138]    train-error:0.102612
## [139]    train-error:0.104478
## [140]    train-error:0.104478
## [141]    train-error:0.102612
## [142]    train-error:0.106343
## [143]    train-error:0.106343
## [144]    train-error:0.104478
## [145]    train-error:0.104478
## [146]    train-error:0.104478
## [147]    train-error:0.104478
## [148]    train-error:0.104478
## [149]    train-error:0.104478
## [150]    train-error:0.102612
## [151]    train-error:0.106343
## [152]    train-error:0.104478
## [153]    train-error:0.104478
## [154]    train-error:0.104478
## [155]    train-error:0.098881
## [156]    train-error:0.097015
## [157]    train-error:0.098881
## [158]    train-error:0.097015
## [159]    train-error:0.098881
## [160]    train-error:0.100746
## [161]    train-error:0.098881
## [162]    train-error:0.098881
## [163]    train-error:0.100746
## [164]    train-error:0.097015
## [165]    train-error:0.097015
## [166]    train-error:0.097015
## [167]    train-error:0.097015
## [168]    train-error:0.095149
## [169]    train-error:0.093284
## [170]    train-error:0.093284
## [171]    train-error:0.097015
## [172]    train-error:0.097015
## [173]    train-error:0.095149
## [174]    train-error:0.095149
## [175]    train-error:0.093284
## [176]    train-error:0.095149
## [177]    train-error:0.095149
## [178]    train-error:0.091418
## [179]    train-error:0.093284
## [180]    train-error:0.087687
## [181]    train-error:0.091418
## [182]    train-error:0.091418
## [183]    train-error:0.093284
## [184]    train-error:0.093284
## [185]    train-error:0.091418
## [186]    train-error:0.091418
## [187]    train-error:0.091418
## [188]    train-error:0.091418
## [189]    train-error:0.091418
## [190]    train-error:0.091418
## [191]    train-error:0.089552
## [192]    train-error:0.091418
## [193]    train-error:0.089552
## [194]    train-error:0.093284
## [195]    train-error:0.093284
## [196]    train-error:0.093284
## [197]    train-error:0.093284
## [198]    train-error:0.093284
## [199]    train-error:0.091418
## [200]    train-error:0.089552
## [201]    train-error:0.093284
## [202]    train-error:0.093284
## [203]    train-error:0.095149
## [204]    train-error:0.095149
## [205]    train-error:0.095149
## [206]    train-error:0.089552
## [207]    train-error:0.091418
## [208]    train-error:0.091418
## [209]    train-error:0.093284
## [210]    train-error:0.093284
## [211]    train-error:0.091418
## [212]    train-error:0.093284
## [213]    train-error:0.089552
## [214]    train-error:0.087687
## [215]    train-error:0.085821
## [216]    train-error:0.091418
## [217]    train-error:0.089552
## [218]    train-error:0.089552
## [219]    train-error:0.087687
## [220]    train-error:0.087687
## [221]    train-error:0.089552
## [222]    train-error:0.089552
## [223]    train-error:0.091418
## [224]    train-error:0.091418
## [225]    train-error:0.085821
## [226]    train-error:0.091418
## [227]    train-error:0.087687
## [228]    train-error:0.089552
## [229]    train-error:0.089552
## [230]    train-error:0.087687
## [231]    train-error:0.087687
## [232]    train-error:0.093284
## [233]    train-error:0.091418
## [234]    train-error:0.091418
## [235]    train-error:0.091418
## [236]    train-error:0.091418
## [237]    train-error:0.095149
## [238]    train-error:0.089552
## [239]    train-error:0.089552
## [240]    train-error:0.089552
## [241]    train-error:0.089552
## [242]    train-error:0.089552
## [243]    train-error:0.087687
## [244]    train-error:0.093284
## [245]    train-error:0.093284
## [246]    train-error:0.093284
## [247]    train-error:0.095149
## [248]    train-error:0.093284
## [249]    train-error:0.095149
## [250]    train-error:0.091418
## [251]    train-error:0.089552
## [252]    train-error:0.089552
## [253]    train-error:0.089552
## [254]    train-error:0.091418
## [255]    train-error:0.091418
## [256]    train-error:0.089552
## [257]    train-error:0.089552
## [258]    train-error:0.093284
## [259]    train-error:0.089552
## [260]    train-error:0.091418
## [261]    train-error:0.089552
## [262]    train-error:0.085821
## [263]    train-error:0.083955
## [264]    train-error:0.089552
## [265]    train-error:0.089552
## [266]    train-error:0.087687
## [267]    train-error:0.083955
## [268]    train-error:0.083955
## [269]    train-error:0.083955
## [270]    train-error:0.085821
## [271]    train-error:0.083955
## [272]    train-error:0.085821
## [273]    train-error:0.085821
## [274]    train-error:0.083955
## [275]    train-error:0.083955
## [276]    train-error:0.085821
## [277]    train-error:0.087687
## [278]    train-error:0.087687
## [279]    train-error:0.087687
## [280]    train-error:0.083955
## [281]    train-error:0.085821
## [282]    train-error:0.087687
## [283]    train-error:0.089552
## [284]    train-error:0.087687
## [285]    train-error:0.089552
## [286]    train-error:0.087687
## [287]    train-error:0.087687
## [288]    train-error:0.083955
## [289]    train-error:0.087687
## [290]    train-error:0.087687
## [291]    train-error:0.089552
## [292]    train-error:0.089552
## [293]    train-error:0.089552
## [294]    train-error:0.091418
## [295]    train-error:0.091418
## [296]    train-error:0.091418
## [297]    train-error:0.091418
## [298]    train-error:0.091418
## [299]    train-error:0.089552
## [300]    train-error:0.089552
## [301]    train-error:0.091418
## [302]    train-error:0.091418
## [303]    train-error:0.085821
## [304]    train-error:0.085821
## [305]    train-error:0.085821
## [306]    train-error:0.085821
## [307]    train-error:0.083955
## [308]    train-error:0.087687
## [309]    train-error:0.087687
## [310]    train-error:0.089552
## [311]    train-error:0.083955
## [312]    train-error:0.087687
## [313]    train-error:0.087687
## [314]    train-error:0.087687
## [315]    train-error:0.083955
## [316]    train-error:0.083955
## [317]    train-error:0.087687
## [318]    train-error:0.089552
## [319]    train-error:0.085821
## [320]    train-error:0.082090
## [321]    train-error:0.082090
## [322]    train-error:0.085821
## [323]    train-error:0.085821
## [324]    train-error:0.085821
## [325]    train-error:0.085821
## [326]    train-error:0.087687
## [327]    train-error:0.085821
## [328]    train-error:0.085821
## [329]    train-error:0.085821
## [330]    train-error:0.085821
## [331]    train-error:0.085821
## [332]    train-error:0.087687
## [333]    train-error:0.085821
## [334]    train-error:0.085821
## [335]    train-error:0.085821
## [336]    train-error:0.087687
## [337]    train-error:0.085821
## [338]    train-error:0.085821
## [339]    train-error:0.082090
## [340]    train-error:0.082090
## [341]    train-error:0.080224
## [342]    train-error:0.082090
## [343]    train-error:0.083955
## [344]    train-error:0.083955
## [345]    train-error:0.083955
## [346]    train-error:0.083955
## [347]    train-error:0.083955
## [348]    train-error:0.083955
## [349]    train-error:0.083955
## [350]    train-error:0.083955
## [351]    train-error:0.083955
## [352]    train-error:0.085821
## [353]    train-error:0.085821
## [354]    train-error:0.085821
## [355]    train-error:0.085821
## [356]    train-error:0.085821
## [357]    train-error:0.087687
## [358]    train-error:0.087687
## [359]    train-error:0.087687
## [360]    train-error:0.087687
## [361]    train-error:0.085821
## [362]    train-error:0.085821
## [363]    train-error:0.085821
## [364]    train-error:0.085821
## [365]    train-error:0.085821

#test model
predict.xg <- predict(xgmodel, validTask)
confusionMatrix(predict.xg$data$response, validation$Survived)

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 194  53
##          1  25  83
##                                           
##                Accuracy : 0.7803          
##                  95% CI : (0.7336, 0.8223)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 3.416e-11       
##                                           
##                   Kappa : 0.5163          
##  Mcnemar's Test P-Value : 0.002235        
##                                           
##             Sensitivity : 0.8858          
##             Specificity : 0.6103          
##          Pos Pred Value : 0.7854          
##          Neg Pred Value : 0.7685          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5465          
##    Detection Prevalence : 0.6958          
##       Balanced Accuracy : 0.7481          
##                                           
##        'Positive' Class : 0               
## 

#submission file
# submit <- data.frame(Loan_ID = test$Loan_ID, Loan_Status = predict.xg$data$response)
#write.csv(submit, "submit7.csv",row.names = F)

Random forest

getParamSet("classif.randomForest")

##                      Type  len   Def   Constr Req Tunable Trafo
## ntree             integer    -   500 1 to Inf   -    TRUE     -
## mtry              integer    -     - 1 to Inf   -    TRUE     -
## replace           logical    -  TRUE        -   -    TRUE     -
## classwt     numericvector <NA>     - 0 to Inf   -    TRUE     -
## cutoff      numericvector <NA>     -   0 to 1   -    TRUE     -
## strata            untyped    -     -        -   -    TRUE     -
## sampsize    integervector <NA>     - 1 to Inf   -    TRUE     -
## nodesize          integer    -     1 1 to Inf   -    TRUE     -
## maxnodes          integer    -     - 1 to Inf   -    TRUE     -
## importance        logical    - FALSE        -   -    TRUE     -
## localImp          logical    - FALSE        -   -    TRUE     -
## proximity         logical    - FALSE        -   -   FALSE     -
## oob.prox          logical    -     -        -   Y   FALSE     -
## norm.votes        logical    -  TRUE        -   -   FALSE     -
## do.trace          logical    - FALSE        -   -   FALSE     -
## keep.forest       logical    -  TRUE        -   -   FALSE     -
## keep.inbag        logical    - FALSE        -   -   FALSE     -

#create a learner
rf <- makeLearner("classif.randomForest", predict.type = "response", par.vals = list(ntree = 200, mtry = 3))
rf$par.vals <- list(
  importance = TRUE
)
#set tunable parameters
#grid search to find hyperparameters
rf_param <- makeParamSet(
  makeIntegerParam("ntree",lower = 50, upper = 500),
  makeIntegerParam("mtry", lower = 3, upper = 10),
  makeIntegerParam("nodesize", lower = 10, upper = 50)
)
#let's do random search for 50 iterations
rancontrol <- makeTuneControlRandom(maxit = 50L)

#set 3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#hypertuning
rf_tune <- tuneParams(learner = rf, resampling = set_cv, task = trainTask, par.set = rf_param, control = rancontrol, measures = acc, show.info = FALSE)

rf.tree <- setHyperPars(rf, par.vals = rf_tune$x)
#train a model
rforest <- mlr::train(rf.tree, trainTask)

#make predictions
rfmodel <- predict(rforest, validTask)
confusionMatrix(rfmodel$data$response, validation$Survived)

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 188  39
##          1  31  97
##                                           
##                Accuracy : 0.8028          
##                  95% CI : (0.7576, 0.8429)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 3.362e-14       
##                                           
##                   Kappa : 0.5781          
##  Mcnemar's Test P-Value : 0.4028          
##                                           
##             Sensitivity : 0.8584          
##             Specificity : 0.7132          
##          Pos Pred Value : 0.8282          
##          Neg Pred Value : 0.7578          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5296          
##    Detection Prevalence : 0.6394          
##       Balanced Accuracy : 0.7858          
##                                           
##        'Positive' Class : 0               
## 

# rfmodel <- predict(rforest, testTask)

Remove some predictors

im_feat <- generateFilterValuesData(trainTask, method = c("information.gain","chi.squared"))
plotFilterValues(im_feat,n.show = 20)

top_task <- filterFeatures(trainTask, method = "rf.importance", abs = 10)

getParamSet("classif.randomForest")

##                      Type  len   Def   Constr Req Tunable Trafo
## ntree             integer    -   500 1 to Inf   -    TRUE     -
## mtry              integer    -     - 1 to Inf   -    TRUE     -
## replace           logical    -  TRUE        -   -    TRUE     -
## classwt     numericvector <NA>     - 0 to Inf   -    TRUE     -
## cutoff      numericvector <NA>     -   0 to 1   -    TRUE     -
## strata            untyped    -     -        -   -    TRUE     -
## sampsize    integervector <NA>     - 1 to Inf   -    TRUE     -
## nodesize          integer    -     1 1 to Inf   -    TRUE     -
## maxnodes          integer    -     - 1 to Inf   -    TRUE     -
## importance        logical    - FALSE        -   -    TRUE     -
## localImp          logical    - FALSE        -   -    TRUE     -
## proximity         logical    - FALSE        -   -   FALSE     -
## oob.prox          logical    -     -        -   Y   FALSE     -
## norm.votes        logical    -  TRUE        -   -   FALSE     -
## do.trace          logical    - FALSE        -   -   FALSE     -
## keep.forest       logical    -  TRUE        -   -   FALSE     -
## keep.inbag        logical    - FALSE        -   -   FALSE     -

#create a learner
rf <- makeLearner("classif.randomForest", predict.type = "response", par.vals = list(ntree = 200, mtry = 3))
rf$par.vals <- list(
  importance = TRUE
)
#set tunable parameters
#grid search to find hyperparameters
rf_param <- makeParamSet(
  makeIntegerParam("ntree",lower = 50, upper = 500),
  makeIntegerParam("mtry", lower = 3, upper = 6),
  makeIntegerParam("nodesize", lower = 10, upper = 50)
)
#let's do random search for 50 iterations
rancontrol <- makeTuneControlRandom(maxit = 50L)

#set 3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#hypertuning
rf_tune <- tuneParams(learner = rf, resampling = set_cv, task = top_task, par.set = rf_param, control = rancontrol, measures = acc, show.info = FALSE)

rf.tree <- setHyperPars(rf, par.vals = rf_tune$x)
#train a model
rforest <- mlr::train(rf.tree, top_task)

#make predictions
rfmodel <- predict(rforest, validTask)
confusionMatrix(rfmodel$data$response, validation$Survived)

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 188  43
##          1  31  93
##                                           
##                Accuracy : 0.7915          
##                  95% CI : (0.7455, 0.8326)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 1.226e-12       
##                                           
##                   Kappa : 0.5515          
##  Mcnemar's Test P-Value : 0.201           
##                                           
##             Sensitivity : 0.8584          
##             Specificity : 0.6838          
##          Pos Pred Value : 0.8139          
##          Neg Pred Value : 0.7500          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5296          
##    Detection Prevalence : 0.6507          
##       Balanced Accuracy : 0.7711          
##                                           
##        'Positive' Class : 0               
## 

# rfmodel <- predict(rforest, testTask)